EPA -660/2-73-003
August 1973
                       Environmental Protection Technology Series
     •tatistical Prediction Of  Equilibrium

    Temperature From Standard

    Meteorological Data Bases
                                Office of Research and Development

                                U.S. Environmental Protection Agency
                                Washington, O.C. 20460

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                    RESEARCH REPORTING SERIES
Research reports of the Office of Research and Development,
U.S. Environmental Protection Agency, have been grouped into
five series.  These five broad categories were established to
facilitate further development and application of environmental
technology.  Elimination of traditional grouping was consciously
planned to foster technology transfer and a maximum interface
in related fields.  The five series are:

     1.   Environmental Health Effects Research
     2. •  Environmental Protection Technology
     3.   Ecological Research
     4.   Environmental Monitoring
     5.   Socioeconomic Environmental Studies

This report has been assigned to the ENVIRONMENTAL PROTECTION
TECHNOLOGY STUDIES series.  This series describes research performed
to develop and demonstrate instrumentation, equipment and methodology
to repair or prevent environmental degradation from point and
non-point sources of pollution.  This work provides the new or
improved technology required for the control and treatment of
pollution sources to meet environmental quality standards.
                        EPA REVIEW NOTICE

This report has been reviewed by the Office of Research and
Development, U.S. Environmental Protection Agency, and approved
for publication.  Approval does not signify that the contents
necessarily reflect the views and policies of the U.S. Environmental
Protection Agency, nor does mention of trade names or comnerical
products constitute endorsement or recommendation for use.

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                                                  EPA-660/2-73-003
                                                  August  1973
         STATISTICAL PREDICTION OF  EQUILIBRIUM

       TEMPERATURE FROM STANDARD METEOROLOGICAL

                       DATA BASES
                           By

                    C. Michael Hogan
                     Leda C. Patmore
                      Harry Seidman
                    Project  16130 GSD
                 Program Element 1BA032
                     Project Officer

                  Dr.  Bruce A. Tichenor
         National Environmental Research Center
          U.S. Environmental Protection Agency
                 Corvallis, Oregon 97330
                       Prepared for

           OFFICE OF RESEARCH AND DEVELOPMENT
          U.S. ENVIRONMENTAL PROTECTION AGENCY
                 Washington, D.C. 20460
For Mle \>r the Superintendent of Document*, U.S. Government Printing Office, Washington, D.C. 80402 - Frloe $2.68

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                              ABSTRACT

A computer program has been written and applied to investigate
the stochastic distribution of equilibrium temperature as determined
from a standard meteorological data base.  The equilibrium
temperature at an air-water interface is the temperature which would
be attained by the surface if the net heat flow through it were  zero.
Since it is a basic factor in the prediction -of actual water
temperatures, the distribution of equilibrium temperature, and
hence of water temperature, is an important statistic.

In the process, data from three cities  (Fresno, California; Boston,
Massachusetts; and Portland, Oregon) and for several  time periods
were compared through use of U.S. Weather Bureau hourly observations
of surface and solar weather data, collected over 10  years.   The
conclusions arrived at concern both the use of the data and the
computation of the distribution of equilibrium temperature.

This report was submitted by the Environmental Systems Laboratory  of
ESL Incorporated in fulfillment of Contract No. 68-01-0167 under the
sponsorship of the Office of Research and Development, Environmental
Protection Agency.  The authors are C. Michael Hogan, Leda  C. Patmore, and
Harry Seidman.
                                  ii

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                             CONTENTS





Section                                                      Page



I              Conclusions                                     1



II             Recommendations                                 2



III            Introduction                                    4



IV             Results                                        10



V              Acknowledgement                                71



VI             References                                     72



APPENDIX A     Software Description and Usage                 73
                               111

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                             FIGURES

                                                             Page
 1         Components of Heat Transfer  at  a Water  Surface        6

 2         BRUNTC Coefficient From Air  Temperature,  TA
           and Ratio Measured Solar Radiation to Clear
           Sky Radiation (After Koberg,  1962)                   15

 3         Air Vapor Pressure, EA, From Air Temperature,
           TA, and Relative Humidity, RH .                       16

 4         Short-Wave Solar Reflectivity,  RSR,  for a
           Water Surface                                       17

 5         Distribution of Equilibrium  Temperature;  Fresno,
           June Through August, 1100-1400;  10 year Span;
           3529 Points                                         41

 6         Distribution of Equilibrium  Temperature;  Fresno,
           June Through August, 1100-1400;  2  Year  Span;
           587 Points                                          42

 7         Distribution of Equilibrium  Temperature;  Fresno,
           June Through August, 1100-1200;  2  Year  Span;
           293 Points                                          43

 8         Distribution of Equilibrium  Temperature;  Fresno,
           June Through August, 1600-1900;  10 Year Span;
           2296 Points                                         44

 9         Distribution of Equilibrium  Temperature;  Fresno,
           June Through August; 1600-1900;  2  Year  Span;
           344 Points                                          45

10         Distribution of Equilibrium  Temperature;
           Boston, June Through August; 1100-1400, 10 Year
           Span; 3449 Points                                   46

11         Distribution of Equilibrium  Temperature;
           Boston, June Through August; 1100-1400, 2 Year
           Span; 593 Points                                    47

12         Distribution of Equilibrium  Temperature;
           Boston, June Through August; 1100-1200; 2 Year
           Span; 297 Points                                    48

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                   FIGURES     — Continued
13        Distribution of Equilibrium Temperature;
          Boston,  June Through August;  1600-1900;  10 Year
          Span;  2770 Points                                   49

14        Distribution of Equilibrium Temperature;
          Boston,  June Through August;  1600-1900;  2 Year
          Span;  476 Points                                    50

15        Distribution of Wind Speed, Knots;  Fresno,
          June Through August; 1100-1400;  10  Year  Span;
          3529 Points                                         53

16        Distribution of Air Temperature, °Fahrenheit;
          Fresno,  June Through August,  1100-1400;  10
          Year Span; 3529 Points                              54

17        Distribution of Relative Humidity,  Percent;
          Fresno,  June Through August;  1100-1400;  10
          Year Span; 3529 Points                              55

18        Distribution of Cloud Cover, Tenths; Fresno,
          June Through August, 1100-1400;  10  Year Span;
          3529 Points                                         56

19        Distribution of Solar Radiation, Langleys;
          Fresno, June Through August, 1100-1400;  10
          Year Span; 3529 Points                              57

20        Distribution of Wind Speed, Knots;  Fresno,
          June Through August, 1600-1900;  10 Year Span;
          3529 Points                                         58

21        Distribution of Air Temperature, °Fahrenheit;
          Fresno, June Through August, 1600-1900;  10
          Year Span; 3529 Points                              59

22        Distribution of Relative Humidity,  Percent,
          Fresno, June Through August; 1600-1900;  10 Year
          Span; 3529 Points                                   60

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                   FIGURES     — Continued

                                                             Paqe
23        Distribution of Cloud Cover, Tenths; Fresno,
          June Through August; 1600-1900; 10 Year Span;
          3529 Points                                         61

24        Distribution of Solar Radiation, Langleys;
          Fresno, June Through August; 1600-1900; 10 Year
          Span; 3529 Points                                   62

25        Sensitivity of E to Wind Speed for Different
          Values of HS                                        64

26        Sensitivity of E to Solar Radiation for
          Different Values of Wind Speed    '                  65

27        Distribution of Wind Speed, Knots; Fresno,
          June Through August, 1100-1400; 2 Year
          Span; 587 Points                                    67

28        Distribution of Wind Speed, Knots; Fresno,
          June Through August, 1600-1900; 2 Year Span;
          344 Points                                          68

29        Distribution of Wind Speed, Knots; Boston,
          June Through August; 1100-1200; 2 Year Span;
          297 Points                                          69

30        Distribution of Wind Speed, Knots; Boston,
          June Through August; 1600-1900; 2 Year Span;
          476 Points                                          70

A-l       Example THERMOS Input Deck                          96

A-2       THERMOS Main Program Flow Chart                     98

A-3       THERMOS Main Program Tape Logic Flow Chart          99

A-4       THERMOS Main Program Data Extraction Flow Chart    100

A-5       Flow Chart of Subroutine FBETA                     102

A-6       Flow Chart of Subroutine EQSUB                     103
                               V1

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                  FIGURES      — Continued
                                                             Page

A-7       Flow Chart of Subroutine EQPLT                     105

A-8       Sample Distribution of Equilibrium Temperature     107

A-9       Sample Distribution of Wind Speed                  108

A-10      Sample Distribution of Air Temperature             109

A-ll      Sample Distribution of Relative Humidity           110

A-12      Sample Distribution of Cloud Cover                 111

A-13      Sample Distribution of Solar Radiation             112

A-14      Sample Output From HIST                            114

A-15      Subroutine HIST Flow Chart                         115

A-16      Sample DIST Output  (Test for Fit to Normal and
          Exponential Distribution)                          117

A-17      Subroutine DIST Flow Chart                         118

A-18      Sample INDTST  Output  (Independence Test Option)    121

A-19      INDTST Flow Chart                                  122

A-20      THERMOS  Deck Setup                                 124

A-21      Control  Cards  to Copy  Surface  Tape                 127

A-22      Code  and Format for Reading Meteorological
          Variables From Surface Tape                        128

A-23      Fields Used From Surface Tape                      129

A-24      Control  Cards  to Copy  Solar Tape                   130

A-25      Flow  Chart of  Program  to Reorder Solar Tapes       131

A-26      Solar Program  Deck  Setup                          132
                               vn

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                   FIGURES     — Continued




                                                             Page



A-27      Sample Output From Solar Tape Conversion Program   133



A-28      Flow Chart and Listings of Program EQUIL           236



A-29      Input Example for EQUIL                            245



A-30      Output Example for EQUIL                           246



A-31      Flow Chart and Listings of EQUILS                  247



A-32      Input Example for EQUILS                           270



A-33      Output Example for EQUILS                          271
                              vlii

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                            TABLES

No.                                                          Page

1         Definition of Parameters                            12

2         Equations Used in the Sensitivity Analysis          20

3         Spearman Rank Correlation Coefficient For
          Pairs of Meteorological Variables; Boston           34

4         Spearman Rank Correlation Coefficient For
          Pairs of Meteorological Variables; Fresno           35

5         Spearman Rank Correlation Coefficient For
          Pairs of Meteorological Variables; Portland         36

6         Test of Fit to Normal Distribution for
          Fresno Data; Two Year Span, June Through
          August                                              38

7         Level Which Equilibrium Temperature Can be
          Expected to Exceed Approximately 5 Percent
          of the Time  (Degrees Fahrenheit) During
          June through August for the Specified
          Hours                                               51

8         Sensitivity of E to RH, CC, TA                      63

A-l       Meteorological Variables                            75

A-2       Program  Options                                     75

A-3       IBM Scientific Subroutine Package  (SSP)
          Routines Employed                                   76

A-4       Input Variable Descriptions                         79

A-5       Other Storage Descriptions                          87

A-6       Table of Critical Values of t                       119

A-7       Variables Used in EQUIL                             242

A-8       Variables in EQUILS                                 266
                              IX

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                             SECTION I
                            CONCLUSIONS

In this project the Environmental Systems Laboratory of ESL Incorporated
investigated the stochastic distribution of equilibrium temperature
(E)  as determined from a standard meteorological data base.  In the
process,  data from three cities and for several time periods was
compared through use of U.S. Weather Bureau hourly observations of
surface and solar weather data, collected over 10 years.  The
conclusions arrived at concern both the use of the data and the
computation of the distribution of E:

1.  In attempting to decouple the five basic meteorological variables,
by considering the correlation coefficient of pairs of such variables,
it was found that patterns of strong and weak correlations differed
with the location and time period analyzed.  This difference extended
also to the independence of these variables in the sense of their
effect on the  computation of E.

2.  The distribution of E can be computed by means of a computer
program which  reads data from standard U.S. Weather Bureau tapes.
For this computation, a 2-year time  span leads to the same general
distribution as  a  10-year span.

3.  In addition, a method of analytically determining the  distribution
of E by decomposing the joint distribution of meteorological variables
into products  of single and pairwise distributions and  applying a
change of variables transformation has been initiated and  shows
promise of  leading to somewhat more  general techniques  than are
presently available.

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                             SECTION II
                           RECOMMENDATIONS

The application of the computer programs for the calculation of the
distribution of equilibrium temperature can yield valuable informa-
tion in three directions.  The data bases studied should be expanded
to cover more area geographically (10 years of data from Fresno and
Boston/ and 1 year of data from Portland, Oregon were employed in
this study), and temporally (only two midday summer time periods were
studied in detail).  Such an extension could lead to a generality
of results in examining the distribution of E in like regions and
seasons (such as Fresno and Phoenix).

A further area of study is the simplification of the joint distribu-
tion of the meteorological variables into products of single and
paired distributions.  This procedure was initiated during the
present investigation and shows promise of proving a successful
technique.  If so, it would allow a more analytic representation
of the final distribution, thereby requiring a smaller data base to
achieve comparable results.

Along these same lines, a third investigation is appropriate.  Since
January 1, 1965, most Weather Bureau stations have been reporting
data at intervals of 3 hours, rather than hourly as in the data
bases already considered.  These observations are at 0000 GMT, 0300
GMT, 0600 GMT, etc.  The distribution of E computed from hourly 10-
year data should be compared with the distribution which would be
computed based on 3-hourly data by using only the appropriate values
from the 10-year tapes.  The results from such an analysis would
provide guidelines for using more current data  (and therefore, perhaps,
a larger selection of reporting stations) than has been employed to
date; the set of 10-year hourly tapes represents 1952-1963 at a fixed
number of locations.

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In choosing an analytic model for the equilibrium temperature for use
with these procedures, it is recommended that some emphasis be placed
on the development and use of coefficients in the model which are not
based on daily averages.  (For instance, the Brunt coefficient is
based on such daily averages and does not appear suitable for all
ranges of E considered in this project.)

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                            SECTION III
                            INTRODUCTION

The equilibrium temperature at an air-water interface is the
temperature which would be attained by the surface if the net heat
flow through it were zero.  The equilibrium temperature itself is
not a directly measurable quantity in natural waters whose tempera-
ture in general varies continually.  However, it is a basic factor
in the prediction of actual water temperatures.  When assessing the
effects of industrial heated waste water discharges, the more
accurately water temperatures can be predicted, the better the
ecological side effects of such discharges can be determined.
In particular, the distribution of equilibrium temperature, and hence
of water temperature, is an important statistic.  While it is useful
to know that a certain heated discharge may raise the mean
'temperature of the receiving waters a given amount, the variations
from the average are also important.

A stochastic method of calculating the distribution of the equilibrium
temperature, E, is presented here; subsequently a distribution of
water temperature can be computed.  A model for the equilibrium
temperature was established and its sensitivity to measurement error
in the meteorological parameters ascertained.  From the model and
available meteorological data a program to calculate a distribution
for E was written and applied to analyze several localities and time
periods.

This section discusses the theoretical outline and procedures
followed in selecting a model, developing a stochastic form of the
model with respect to five important meteorological parameters,
choosing and testing the data base, and computing the distribution of
E.  The following Section  (IV) presents the results obtained by
applying these procedures.

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The Model for the Equilibrium Temperature

From an analysis of heat flow balance at the earth's surface,
illustrated in Figure 1, Edinger and Geyer1 have derived an
approximate implicit equation for the equilibrium temperature, E.
This equation has been validated with Lake Colorado City data. This
section presents the equation and discusses the evaluation of E and
the calculation of its sensitivity to changes in meteorological
inputs and to small model changes.  A modification used for  the
calculation of the heat exchange coefficient, due to Thackston and
Parker2, is presented with the detailed model description in
Section IV.

Parameters of the Model

The basic meteorological parameters of the Edinger and Geyer
formulation are:

         T       air  temperature  (degrees Fahrenheit)
          cl

         w       wind speed  (mph)

         H       incoming  short-wave  solar  radiation  (BTU  ft    day  )
           s

         r,      relative  humidity (percent)

         cc      cloud cover (tenths  of  total sky cover)

In addition  to  these, the extraterrestrial radiation (that
received at  the top  of the  atmosphere)  is  one of the subsidiary
values  required in the calculations.   This quantity  can be calculated;
however, in  the present project  it was  considered simpler to accept
the values appearing on the U.S.  Weather Bureau Solar.Radiation  tapes
which comprised part of the data set employed.

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          ,     t
            H_
H
 sr
Hf    SHORT-WAVE SOLAR RADIATION

Ha    LONG WAVE ATMOSPHERIC RADIATION

      REFLECTED SOLAR RADIATION

      REFLECTED ATMOSPHERIC RADIATION

      LONG WAVE BACK RADIATION

He    CONDUCTIVE HEAT LOSS (OR GAIN)

H.    EVAPORATIVE HEAT LOSS
H
 ar
H
 br
ABSORBED RADIATION. INDEPENDENT OF SURFACE
TEMPERATURE
                                      TEMPERATURE-DEPENDENT TERMS
     Figure 1.     Components of  Heat Transfer  at a Water Surface

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The Equation for E

The equation used for E was:


         , + O.Q51E2 =  V1801  .   K - 15.7  /VC   .   °-26Ta
               K           K           K      \0.26+3       0.26+8

where
         K  =  15.7 + (0.26 +6) (a + bw); the exchange coefficient
               BTU FT~2  DAY'1
                                          —2    —1
         H  =  net radiation input (BTU ft   day  )
               characteristics of the curve of water temperature
      C(6) J ~  versus vapor pressure

         e  =  atmospheric vapor pressure  (mm Hg)
          3.

Details of the computation are given in Sedtion IV.

Development of a Stochastic Form of the Model

Since the  five meteorological parameters upon which E  explicitly
depends are stochastic  and cannot be predicted with certainty  for
future times, it is desirable to formulate the model in  such a way
that it directly addresses this stochastic nature  of the meteorological
input.  Furthermore consideration must be  given to the fact that the
meteorological parameters may be interdependent.

A stochastic model was  derived through the following process:

          (a)     Development of a transformation of variables
                 technique which represents E as a stochastic
                 parameter which i> driven by stochastic inputs from
                 the  five meteorological parameters.

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         (b)     Testing the interdependency of the meteorological
                 parameters.

         (c)     Development of joint distribution functions which
                 could be used in calculating the stochastic
                 distribution of E.

The Data Base and Processing Techniques

Three data bases were employed:  10 years of hourly observations
of all five meteorological variables from both Fresno, California,
and Boston, Massachusetts, and 1 year of all variables except solar
radiation from Portland, Oregon.  Two time periods were analyzed
from these data; hours 11-14 and 16-19 for the months of June through
August (the maximally heated portion of the year).

The data was processed

         •       by calculating interdependences of the meteorological
                 parameters using nonparametrie correlation tests

         •       by assembling empirical joint distribution functions
                 of the meteorological variables

         •       by calculating the sensitivity of E with respect to
                 each of the five meteorological parameters

         •       by performing other joint distribution and sensitivity
                 calculations needed to develop a stochastic model
                 for E.

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The Distribution of E

The distribution of E was exhibited by plotting values of E computed
from the meteorological data base.  In addition a semianalytic
joint distribution was selected as a candidate for applications of
the change of variables technique.  The final project result is a
computer program that will plot the distribution of E from the data
for any set of standard Weather Bureau surface and solar tapes.

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                             SECTION IV
                              RESULTS

A stochastic model for the equilibrium temperature has been developed,
computer codes for implementing the stochastic model have been produced
and the computer codes have been applied to actual data bases to
calculate the stochastic distribution of E.

Development of a Stochastic Model for the Equilibrium Temperature

Three steps were required in development of a stochastic model for E:
development of a technique for relating stochastic E to the meteorologi-
cal joint distributions, testing interdependency of meteorological
parameters, and development of joint distribution functions used in
calculating the stochastic distribution of E.  These steps will now be
individually discussed.

Development of a Technique for Relating Stochastic E to Meteorological
Joint Distributions

The equation for equilibrium temperature used in this study was de-
rived by Edinger and Geyer1.  The equation was obtained by
performing an analysis of the heat flow balance of the earth's
surface.  This equation has been validated using Lake Colorado City
data and is as follows:
EQOIL
0.051 EQUIL2 _   HR -1801      K-15.7   PsA-CBBTA      0.26TA  "I
     K       ~      K            K      L°.26+BETA    0.26+BETA
                                   10

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The parameters of this and other equations are defined in Table
1, and are written in terms of their FORTRAN names.  The terms
of this equation that are assumed to be known inputs are the air
temperature, TA, the wind speed, W, the measured incoming short-wave
solar radiation, HS, the extra-terrestrial solar radiation, HSC,
the relative humidity, RH, the cloud cover, CC, and the solar angle,
SA.

Solving this equation for EQUIL one has
EQUIL =
J, , /o.osA
1 1 \ 1. 1 4. ^ K j
HR-1801 /K-15.7\ /EA-CBETA+0.26TA\
K \ K / V 0.26+BETA /J
                                     /O.Q51\
                                     V  K   /
                                                                    (1)
                                   11

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              Table 1.
Definition of Parameters
Parameter
       Definition
TA

W

HS


RH

CC

EA

ES

BETA




CBETA




SA



HSC


A, B


HA


HAR


HSR


HR

K

BC
       Air Temperature  (degrees Fahrenheit)

       Wind Speed  (Miles per Hour)

       Incoming.short-wave solar radiation
       (BTU Ft   Day"1)

       Relative Humidity (Percent)

       Cloud Cover  (tenths of total cover)

       Atmospheric Vapor Pressure  (mm Hg)

       Saturation Vapor Pressure  (mm Hg)

       Slope of the tangent to the
       saturation vapor pressure vs.
       temperature curve

       Y intercept of the tangent to the
       saturation vapor pressure vs.
       temperature curve

       Solar angle with respect to the
       horizon

       Extra-terrestrial solar radiation
       (BTU Ft~2 day"1)

       Characteristics of the evaporation
       formula

       Long wave atmospheric radiation
       (BTU Ft"2 day"1)

       Reflected atmospheric radiation
       (BTU Ft~2 day'1)

       Reflected Solar radiation
       (BTU Ft'2 day'1)

       Net radiation input  (BTU Ft~2 day'1)

       Exchange coefficient  (BTU Ft"  day~

       Coefficient  of Brunt's formula,
       determined by TA and HS
                                   12

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                    Table 1.
— Continued.
Parameter
 Definition
RSR


CAPA, CAPB,  CAPD


EQUIL


AlPRME, A2PRME




DA, DS

RG
 Reflectivity of short-wave solar
 radiation

 Intermediate values used in
 computer program

 Equilibrium Temperature, E
 (degrees Fahrenheit)

 Transmission coefficients, functions
 of optical air mass in and water
 content of the atmosphere

 Total dust depletion

 Total reflectivity of the ground.
                                   13

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The net radiation input, HR, is the sum of long wave atmospheric
radiation, HA, and the incoming short wave solar radiation, HS, less
the reflected atmospheric radiation, HAR, and the reflected solar
radiation HSR.

HA is calculated as follows:

     HA = 4.15 x 10~8  (TA + 460)4  (BRUNTC +  .031   EA   )           (2)

where BRUNTC is dependent upon air temperature, TA, and the ratio  of
measured solar radiation to clear sky radiation, HS/HSC1.  Clear sky
radiation is calculated according to the following equation2
           -  nor  A2PRME +  .5  (1. - A1PRME  -  PS)  -  DA
           -  HSC      i - .5 RG  •  (1 - A1PRME  +  DS)

BRUNTC can be obtained from Figure 2.  EA is the  atmospheric
vapor pressure, depends upon the  relative humidity and air
temperature, and is found using Figure 3.  In  the computer
program the values for BRUNTC and EA are stored in a two-dimensional
array.  The actual value needed is found using  a  routine  that performs
a two-dimensional linear fit to the data.

HAR and HSR are calculated as follows:

     HAR  »  .03 HA                                                (3)

     HSR  =  RSR * HS                                              (4)

where RSR is dependent upon the cloud cover  and solar angle and
may be found using Figure 4.  Once again these  values are stored
in the program as a two-dimensional array.

Then

     HR  =  HA - HAR + HS - HSR                                    (5)

                                   14

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Ol
                          NOTE: EACH CURVE IS FOR A CONSTANT
                               RATIO OF THE MEASURED SOLAR
                               RADIATION TO CLEAR SKY
                               RADIATION
                                                      SOURCE:
                                                      EDINGERANDGEYER1
                      28   32  36  40
             48  52  56  60  64  68   72   76  80  84  88   92

                AIR TEMPERATURE, TA, °F
          Figure  2.
BRUNTC  Coefficient From Air Temperature, TA and Ratio Measured
Solar Radiation to Clear Sky Radiation  (After Koberg, 1962)

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    eo  r~
    50
    40
IU

ttf
cc

2   30
I
ec   20
    10
      40
                SOURCE:

                EDINGER ANDGEYER1
                                                 RELATIVE HUMIDITY <%l
50
60         70         80


   AIR TEMPERATURE. TA, °F
90
                                                                         100
 Figure  3.
 Air Vapor Pressure, EA,  Prom Air Temperature, TA,

 and Relative  Humidity,  RH
                                      16

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                       SCATTERED

                       (1/10-5/10)
            V)
            111
            UJ
            tc.
            IS
            z
               80 r
60
               40
               20
                                           BROKEN

                                          (8/10-9/10)
                                  80
IU

§  60
ui
Q
                               5  40
                                                20
        0.10   0.20   0.30


       REFLECTIVITY
                              80 r
                           M
                           UI

                           £  60
                           (9
                           ui
                           O


                           g  40


                           H
                              20
                                                        0.10   0.20   0.30


                                                       REFLECTIVITY
                                      OVERCAST

                                       (10/10)
                                              I
                                    J
                                      0.10   0.20   0.30


                                     REFLECTIVITY
Figure   4.
     Short-Wave Solar  Reflectivity,  RSR,  for a Water
     Surface
                                          17

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The exchange coefficient, K, was linearized by Edinger and Geyer and
defined as follows:

     K = 15.7 + (0.26 + BETA)  (A + B-W)                            (6)

where BETA is the slope of a line tangent to the saturated vapor
pressure curve at the equilibrium temperature.  An equation that
approximates the saturated vapor pressure curve, ES, was developed
at Vanderbilt University2 and  is:

    ES = 25.4 * EXP   [17.62 -  9501/(EQUIL+460)]  mm Hg             (7)

the slope of the curve at the  equilibrium temperature is then
         pc A * qqm
BETA  =  -=^-2	    I   EXP   |17.62
         (EQUIL+460)
                                  [
Since the equilibrium temperature is not known  at  this point  an
iterative method was used until the percentage  change in  equilibrium
temperature was less than a preset value,  such  as  1 percent.

A and B in Equation 6 are empirical values and  were found to  be
0 and 11.4 respectively in the Lake Colorado  City  Study.

Equation 1 was broken down into the following steps for the purpose
of the computer program.

    CAPA   =  0.051/K                                              (9)
                                    18

-------
           -    F HR-1801      K-15.7     / EA-CBETA + 0.26TA\]
           ~  ~ L    K         ~~K        \ 	0.26+BETA) \

    CAPD   =    Jl - 4 * CAPA * CAPB                               (11)

    EQUIL  =  (-1 + CAPD)/(2 * CAPA)                               (12)

where CBETA is the intercept of the tangent line to the  saturation
vapor pressure curve and is found as follows:

    CBETA = ES - (EQUIL*BETA)                                      (13)

Sensitivity of the Model

It was desirable to investigate the sensitivity of the equilibrium
temperature to the five important meteorological parameters;
1) short-wave solar radiation, 2) air temperature, 3) wind speed,
4) relative humidity, and  5) cloud  cover.

This was performed by computing the partial derivatives  of inter-
mediate variables  (Equations 2 thru 13)  and applying  the chain rule.
These  calculations  are  given in Table  2.

The partials  of BRUNTC, EA,  and RSR with respect  to  the  appropriate
meteorological  parameters  were calculated using numerical
differentiation and stored in  two dimensional tables  for a table
look-up in the  computer program.

It should  be  noted  that if one equation and its partials are changed
there  is no need to change any other  part of  the  calculations or
coding.
                                   19

-------
          Table 2.     Equations Used  in  the Sensitivity

                       Analysis
f£f  =  4.15 x 1
-------
                     Table 2.     — Continued
   .03  3HA/3CC
                                                                   (22)
dKn
=  .03  3HAR/3RH
                                                                    (23)
3HSR
3HS
     =  RSR
                                                               (24)
|H|R
=  0
                                                                    (25)
=   0
                                                                    (26)
3HSR
    9 RSR
    3CC-
                   „„
                   HS
 3HSR
 3RH
 =0
                                                                    (28)
3HR
3HS"
        8 HA
        8HS
                 9HAR
                 3HS
                          ,
                           9HSR
                           3HS
                                                                    (2g)
9HR
3TA
         8HA
         3TA
            3HAR
            3TA
                           9HSR
                           3TA
                                   21

-------
                    Table  2.      — Continued


3HR      3HA       3HAR       3HSR
3W       3W         3W         3W
(31)
3HR  _   9 HA       3HAR   _    3HSR
3CC  ~   3CC  "    3CC        3CC                                    U2)
3HR      3HA       3HAR       3HSR
3RH      3RH  "    3RH~   ~    3RH~
                                                                    (34)
          (.26-1- BETA)  *  B                                           (36)
                                                                    (37)
3K
     =   °                                                          (38)
                                   22

-------
                    Table 2.     — Continued




9 CAP A      -.051  3K/3HS
___  =   -  _Z -
                                                                   (39)
3CAPA  _   -.051  3K/3TA

 3TA   ~        ~2
                K
9CAPA  _   -.051  3K/3W

 3W    ~        ~2
                K
3CAPA  _   -.051  3K/3CC

       ~           -
  CC   ~          2
                 K
9CAPA  _   -.051  8K/3RH

 3RH   ~         ~2	
                 K.
3CAPB         |K 3HR/3HS   -   (Hr  -  1801)  3K/3HS

 3HS   -   -  [             K2
               K 3K/3HS -  (K-15.7)  3K/3HS\


                           K2             I


                                                                   (44)
/EA - CBETA+.26TA\1

\     .26+BETA    yj
                                  23

-------
                    Table 2.     — Continued
3 CAPS
 3TA
K 3HR/3TA -  (HR-1801) 3K/3TA         K-15.7

                                     ~~
               /3EA    -A
               V3TA + '26/
                 .26+BETA
                   K
                                              K
                EA - CBETA+.26TA \
                     .26+BETA   j
                                                   (45)
9CAPB
 3W-
  K ~  -   (HR-1801)  3K/3W
    oW
                           K
                 KQK/3W) -  (K-15.7)  3K/3W     *
                 EA-CBETA+.26TA
                      .26+BETA
                                                   (46)
                                   24

-------
                    Table 2.     — Continued
3CAPB
 3CC
               K 3HR/3CC  -  (HR-1801)
                         3K
                         3CC
                          K
           K 3K/3CC  -  (K-15.7) 3K/3CC
           EA-CBETA + .26TA
                .26+BETA
                                                    (47)
3CAPS  =
 3RH
K 3HR/3RH -  (HR-1801) 3K/3RH
           K 3K/3RH  -   (K-15.7)  3K/3RH

                      K2
                                  .26+BETA
                                                    (48)
3CAPD
 3HS
     .5
          Vl.-4.*CAPA*CAPS
* -4   fiCAPA
       V  3HS
3CAPB
                                              CAPA1
                                                                   (49)
                                    25

-------
                     Table 2.     — Continued
           Y1.-4.*CAPA*CAPB
                              *-4          CAPB  +         CAPA     (50)

                                                    3TA
                  '5          -
                                           CAPB  +        CAPA
                                                             '
3CAPD  -           -5          *-4           CAPB + 2      CAPA)     (52)
)CC
        Vl.-4.*CAPA*CAPB
3CAPD  =          '5         *-4  l^£fp  CAPB + ^££2.  CAPA]     (53)
          Vl.-4.*CAPA*CAPB        V  dK"            dKW
3EQUIL _    CAPA 9CAPD/3HS -  (-1.+CAPD)  3CAPA/3HS
       ~                           5
                           2 (CAPA) *
9EQUIL _    CAPA 3CAPD/9TA -  (-1.+CAPD)  3CAPA/9TA
                                   ")
                           2 (CAPA) i
                                   26

-------
                     Table 2.     — Continued
3EQUIL _   CAPA 9CAPD/9W -  (-1.+CAPD)  9CAPA/9W                    (56)
  3W                      2 (CAPA)2
9EQUIL =   CAPA 3CAPD/9CC -  (-1.+CAPD)  3CAPA/9CC
 3CC                      2(CAPA)2
9EQUIL _   CAPA 9CAPD/5RH -  (-1.+CAPD)  SCAPA/3RH
 3RH                      2(CAPA)2
                                     27

-------
Change of Variables Technique for Analytically Determining the
Distribution of the Equilibrium Temperature

From a model equation for E, and the known joint distribution of the
five basic meteorological parameters, the change of variables
technique may be applied to determine the distribution of E.  In the
present case, the joint distribution needed is not yet fully specified;
however, one of the tasks of the present project has been to initiate
this specification.  The equation for change of variables as applied
to E is presented here to show the use to which the derived distribu-
tion would be put.

Consider the following equation for E which is equivalent to
Equation 1:

      [15.7 + .26  (a + bw) ] E + .051 E2 +  (a + bw) e_
                                                    E

           = H  - 1801 +  (a + bw) e  +  .26  (a + bw) T  .            (59)
              IT                    cl                 ct
Let Y = a + bw, then 59 becomes
      [15.7 +  .26 y] E +  .051 E2 + ye_ «  H   -  1801  +
                                    £i    r

              ye= +  .26yT                                          (60)
               CL         a.
For simplicity, suppose that y  is  treated as  a discrete random
variable taking on  the positive values,  y,,  ... ,  y   with  the
probabilities p,,  ...  , p  , respectively, and that E>0.
                                    28

-------
Let f^E)  be defined by
     f . (E)  = (15.7 -f .26 j.) E +  .051 E   4-  y.  e_,  E>0,
      X                   J.                  1   ii»




for i = 1,  ...  , n.  Since e  is  a monotonically increasing function


of E, it follows that f.(E) is monotonically increasing and


therefore invertible.  From Equation 60 one has
     f. (E) = H  - 1801 + y. e  +  .26 y.T   .                        (61)
      x       r           3.  a         i a
Thus, f. (E) is a random variable whose distribution may be determined


from 61 provided that the joint distribution  of  (H , e , T )  is
                                                   JL   Si   Oi

known, or of H , e , T  expressed  in  terms  of other meteorological
              r   a   a

variables whose joint distribution is known.





Suppose that for each i,  (i=l,  ...» n) we have determined the


distribution density function  for  f.(E)  denoted  pf. (y).  Then the


conditional density of E  given  y,, denoted  q_ .,
                                3.            £* , 1

satisfies





     qEfi(x) = Pf   (f^x))  fr  (x)                                   (62)
where f' denotes the  derivative of f..   The unconditioned density


of E, denoted q  ,  is  then given by





               n


    q (x)  =   I    p.q   . (x).                                       (63)
     Si              1 Ei fJ.
                                    29

-------
Thus, once the density functions pj. have been obtained, it is
relatively straightforward to obtain the density of E.  The
preceding two equations are the master equations for calculating
the distribution of E.

One method of obtaining the density functions pf^  is a change of
variables technique which will now be described.   Let S be the  set
of points (x,f Xy) satisfying.
     X. < X.. < X, , X0 < X
     —J. —  J_ —  J.  — £. —
Let F be a real valued  function defined  on Sf  with the property that for
all points  (x, x..) ,  (z, x2)  in S,  if  x ^ z,  then F(x,  x2>  ^ F(z, x2> ,-
(assumption of a single valued function.)   Let SI be the set of all
points  (F(x,, x_)  such  that  (x., x2)  belongs to S.  Then there
exists a unique function H,  defined on n,  such that
     y = F(H(y, x2), x2)
for all points  (y, x2) in  8, and
     Range H(.,
for x? — X2 — ^2' wnere H^*f  x2>  is  considered a function of the first
coordinate only, with x2  fixed.   Also,  suppose that H is continuously
differentiate; this follows  immediately from the implicit function
theorem provided that F is  continuously differentiable and
                                   30

-------
Let X, ,  X2 be random variables such that the range of  (x,,  x,)  is
contained in Sf and let the random variable Y be defined  by the
relation
     Y =
Let p(xlf x2) be the joint density for  (X^ X2) .   Then  it can be
shown that the joint density for  (Y,X2) is given by

                                  3H
     q(Y» x2) = p(H(y, x2) , x2)      , for  (y, x2)  e  fl
              = 0 otherwise,                                       (64)

The density for Y alone is given by
     PY(y) •   /      q(y» x2) dx  =     I      p(H(y,
              J a.                        n..
              §   dx,  ,                                           (65)
                                       for y e Range F

             0 otherwise
                                    31

-------
where Q , for each fixed y, is the set of all points  (y, x_) in ft,
i.e., the section of n consisting of all points in Q whose first
coordinate is y.

In summary, the above method for determining the distribution density
function of E consists of three parts.  First, one determines the
density of f. (E), defined in 61 for i = 1,  ..., n; one technique
for doing this is the change of variables technique described above.
Secondly, the conditional density for E, given y-i is obtained from
62.  Thirdly, the unconditioned density for E is obtained by
taking the weighted average of the conditional densities for E,
as indicated by 63.

Testing Interdependency of Meteorological Parameters.

Because E must be calculated using the joint distribution of the  five
meteorological parameters, a basic goal is  the reduction of that  joint
distribution to the simplest possible form  — preferably a form that
can be treated analytically.  Therefore, the interdependency of the
meteorological parameters was tested with a view  toward discovering
factorizations that can be made in the total joint distribution
function.  Several alternate forms of parameter independence tests
were made.  The Spearman rank non-parametric correlation test was
conducted pair-wise upon the meteorological variables.  Another non-
parametric dependence test was conducted upon all the meteorological
variables at once.  A direct dependence test was  conducted by
determining the empirical distribution functions  for  each single
meteorological parameter and comparing the  product of those single
distributions  (two, three, and four at a time) with the corresponding
empirical joint distribution.  This test provided a direct test of
possible factorization of the joint distribution.  Sensitivity analyses
were performed to ascertain the influence of each meteorological
parameter upon E.  Finally the sensitivity  results were used with
dependence tests to determine whether factorization of the joint
                                   32

-------
distribution can be made without  sacrifice  to  the accuracy of
calculating E.  The meteorological parameters  of  the data bases  from
Boston, Fresno, and Portland were investigated to determine whether one
or more could be considered essentially  a variable uncorrelated  with
the  other meteorological variables.

. This investigation was carried out for meteorological data from
Fresno, Portland, and Boston  (June through  August, hours 1100-1400,
1100-1200 and 1600-1900) based upon  2 and 10 years of data.  Due to
computer program size limitations data was  only sampled, every 1st, 3rd,
or 5th  point as required  to keep the total number of times collected
under 1000.  Tables 3 through 5 are  the  results of computing the
Spearman rank correlation  coefficient for all  pairs of data in the
tables; their correlations are given in  order  of  increasing
correlation.  It is interesting to note  that in terms of patterns
of strong and weak correlations,  two years  of  data give essentially
the  same result as ten years; in  fact, one  year may be sufficient
but  is probably not a good choice due to the presence of a single
meteorologically deviant year.

The  nonparametric correlation coefficient used was the Spearman  rank
correlation coefficient.3  The method used  for goodness of fit tests
was  Kolmogorov Smirnov.  Both procedures employed subroutines from the
IBM  Scientific Subroutine  Package1*  and  are  described in more detail in
Appendix A.  The goodness  of  fit  tests  are  described in later pages
and  results shown in Table 6.

However, except for  the  strongest correlation  (between temperature
and  relative humidity)  the results  are  not  general for all localities
and  times.  In  fact, the hoped  for  conclusion that wind speed is
 functionally  independent of the  other variables,  which appears valid
 for  the midday  Fresno  and  Boston data,  does not carry over to the
 later period  in Fresno,  or to Portland.
                                   33

-------
                    Table  3.      Spearman Rank  Correlation Coefficient For Pairs of
                                 Meteorological Variables; Boston
Months
Hours
No. of Years
No. of Points
Critical r
3










6-8
11-14
10
695
.07
*
1-4 -.12
1-2 .13
1-5 .14
1-3 -.22
2-5 .30
2-4 -.35
3-5 -.55
3-4 .56
2-3 -.59
5-4 -.75
6-8
11-14
2
593
.08
*
1-2 -r&Z^
1-4 -.16
1-3 -.16
1-5 .22
2-5 .26
2-4 -.34
3-5 -.50
3-4 -.54
2-3 -.56
5-4 -.63
6-8
11-12
2
297
.11
*
1-*9 fvar^
* "" %Jv\j
1-3 -.15
1-4 -.21
2-5 .24
1-5 .27
2-4 -.34
2-3 -.51
3-5 -.54
3-4 .58
5-4 -.63
6-8
16-19
10
687
.07
*
1-4 -.11
1-5 .29
1-2 . 30
2-5 .31
4-5 -.33
2-4 -.34
1-3 -.36
3-5 -.46
3-4 .52
2-3 -.61
6-8
16-19
2
557
.08
*
1-4 -.14
1-2 .16
1-5 .29
2-4 -.29
5-4 -.29
2-5 .30
1-3 -.34
3-5 -.44
3-4 .50
2-3 -.59
u>
jfe
*Paris of meteorological variables , arranged in order of increasing correlation.
 is:
                                  1.   Wind speed
                                  2 .   Temperature
                                  3.   Relative humidity
                                  4.   Cloud cover
                                  5.   Solar radiation
                                                                                        Coding
        Spearman rank  correlation  coefficient.  A  slash  (/)  .through  a  value  indicates  that it
        is not  significantly different  from zero at  the  5  percent level.

-------
                   Table 4.     Spearman Rank Correlation Coefficient For Pairs of
                                Meteorological Variables; Fresno
Months
Hours
No. of Years
No. of Points
Critical r
s










6-8
11-14
10
708
.07
*
1-4 >^e<
1-2 -^&Z
1-5 -x*rf
3-5 .11
2-4 -.12
1-3 .16
3-4 .18
2-5 -.23
4-5 -.31
2-3 -.54
6-8
11-14
2
587
.08
* r
s
1-5 >££"
3-5 ^8T"
10 _ r^ft-*"
""• £ ^J^"O
1-4 jJW
1-3 -^0-8-"
2-4 -.12
3-4 .18
5-4 -.26
2-5 -.43
2-3 -.58
6-8
11-12
2
293
.11
*
1-5 -£»"
2-4 -.13
1-3 .14
1-4 .15
3-4 .21
1-2 -.22
2-5 -.26
5-4 -.28
3-5 -.35
2-3 -.45
6-8
16-19
10
699
.07
A
rs
1-5 -^06"
1-3 -.09
1-4 -.10
1-2 -.11
2-4 -.12
4-5 -.13
3-4 .24
2-5 .41
3-5 .41
2-3 -.55
6-8
16-19
2
528
.08
A ~.
* r
s
1-5 .JW
1-2 -JX5"
1-4 -.JX8-"
2-4 -.09
1-3 -.13
5-4 -.13
3-4 .21
2-5 .32
3-5 .41
2-3 -.50
U)
     *Pairs of meteorological variables, arranged in order of increasing correlation.  Coding  is:
                                        1.    Wind speed
                                        2.    Temperature
                                        3.    Relative humidity
                                        4.    Cloud cover
                                        5.    Solar radiation

     r  Spearman rank correlation coefficient.  A slash  (/) through a value indicates that  it
        is not significantly different from zero at the 5 percent level.

-------
                   Table  5.    Spearman  Rank  Correlation  Coefficient  For  Pairs  For
                               Meteorological Variables;  Portland
Months
Hours
No. of Years
No. of Points
Critical r
S






6-8
11-14
1
368
.10
*
1-4 -.25
1-2 .27
1-3 -.30
3-4 .51
2-3 -.63
2-4 -.63
6-8
11-12
1
184
.14
*
1-2 >>4-
1-4 -.17
1-3 -.23
2-3 -.49
3-4 .52
2-4 -.61
1-12
11-12
1
730
.07
*
1-3 -^yf
1-2 -^&
en
                                                                                         Coding is:
* Pairs of meteorological variables , arranged in order of increasing correlation.
                                       1   Wind speed
                                       2   Temperature
                                       3   Relative humidity
                                       4   Cloud cover
                                       5   Solar radiation

r  Spearman rank correlation coefficient.  A slash (/) through a value indicates that it is
   not significantly different from zero at the 5 percent level.

-------
The above dependence among meteorological variables was also confirmed
by a non-parametric dependence test conducted upon all the five
variables together.  Furthermore, attempts to show product factorization
of joint distribution functions for two, three and four meteorological
variables failed to show a satisfactory fit between products of the
single distribution functions and the empirical joint distributions.

A supplementary calculation was carried out to test the hypothesis
that one or more variables was independent in the sense that changing
that variable made the same difference to the equilibrium temperature
calculation if the change was alone or in concert with another
variable.  Using a program to calculate E for various inputs, such
variable changes were simulated.  The results of this procedure were
essentially the same as the results of the independence tests; no
variables were clearly independent, and no general results appeared for
Boston, Fresno, and Portland.  As with the independence tests, Boston
and Portland were more alike than either Boston and Fresno or Portland
and Fresno.  For this sensitivity a model and computer code for the
sensitivity of E to each meteorological variable was used.  This model
is described in more detail earlier in this section.

In addition, all variables from the Fresno time windows 1100-1400 and
1600-1900 were checked for normality; Table 6 shows the results of
this check, which indicates the Gaussian fit is not satisfactory.

On the basis of these results, it was decided to assume that all
variables were correlated to a significant degree  in the  general
case.  At this point, also, the decision was made  to perform all
further tests and analyses with the two year data  set, at a significant
savings in computer  time.
                                  37

-------
            Table 6.     Test of Fit to Normal Distribution  for Fresno  Data;  Two
                         Year Span, June Through August.
Time
Window
(Hours)
1600-1900



1100-1400



Meteorological
Variable
Wind Speed
Air Temperature
Relative
Humidity
Cloud Cover
Wind Speed
Air Temperature
Relative
Humidity
Cloud Cover
Sample
Mean
7.6
89.1
30.1
1.2
4.9
88.3
33.0
.98
Sample
Standard
Deviation
2.7
8.5
10.3
2.5
2.4
8.0
9.2
2.4
No. of Points
In Sample
Statistic
123
123
123
123
123
123
123
123
No. of Points
In Test
489
489
489
489
489
489
489
489
ERR*
.02
.05
.01
.0
.0
.005
17.
.0
t*>
00
    * ERR = X implies that the hypothesis that the set  tested  is  from  a  normal  probability
      density can be rejected with X per cent probability of being  incorrect.

-------
Development of Joint Distribution Functions Used in Calculating the
Stochastic Distribution of E

Because of the important dependencies coupling the meteorological
variables the hypothesis was made that most of the dependence is
accounted for by pair wise coupling among the variables.   This
hypothesis was successfully tested as described in the following.

Let us define probability y = p(x  , x  , x  , x^ , x^ )  as the
                                 rl   r?   r3   r4   r5
probability that variable one will fall in class r^ variable two will
fall in class r2, etc.  The hypothesis that the full distribution can
be approximated by pair wise coupling is then expressed as:
   y  =
              5
             I
            n,q=l
?,   '•>, •* (*v  "0
where variable ranges are reported as discrete classes  (for ease in
accumulating joint distributions), and

         p.(x.) is the probability that variable i is in class x.

         p, . (x, , x1) is the joint probability that variables k and 1
                     are in class x^ and x^, respectively

         c...   =  pi-i^xi' xj^ " Pi^xi^ Pi^xj)  is tne empirical
                  correction required to simulate the total joint
                  distribution by product of the single distributions
                  corrected by pair wise correlations

         r  is the variable class of variable n.
           n
                                  39

-------
The basic components of this equation are the single variable
probabilities and the c.. matrices.  The option  to  compute  these
matrices, and to test empirical probabilities against  theoretical
distributions, was incorporated into the overall computer program.
Hand calculations to check the validity of  the equation were
performed, and the resulting approximations to the  joint
probability were, in general, lower than the observed  values by
about 30 percent.  This is a great improvement over the product of
the single distributions which yields values in  error  by a  factor
of two to ten.

If higher accuracy is required the functional  approximations  for
triplet distributions can be employed.

Application of the Stochastic Model  for  E

Figures 5 through 14 are plots of the equilibrium temperature
occurrences for  Fresno  and Boston, June  through  August, hours  1100-1400,
1100-1200, and 1600-1900, based on two and  ten years  of data.   The
horizontal scale represents the number of occurrences  of each  parameter
value on the  vertical scale.   (In these  plots, values  near and below
32°F are not  correct.   This inaccuracy arises  from two factors.  First,
the model used does not take into account the  change in processes
occurring near the freezing point of water.  Second,  the  incoming
 long wave radiation used is low due to  a low value  being  obtained
for the Brunt coefficient.  The equilibrium temperature is an artificial
quantity; calculating its  values  over a  few hours based on a
coefficient which was developed  from daily  averaged data  has led to
inaccuracies  in  the nighttime  (or low E)  results.  These  two factors,
however, do not  affect  the accuracy  of  the  midday results; this
accuracy is discussed in  a later  section.)
                                   40

-------
     EQUILIBRIUM  TEMPERATURE             FREQUENCY OF OCCURRENCE

                     24.000    48.000    72.000    96.000   120.000

              0.........I.........*.........+.......*.+....«....+....
              n
              c
              c
              n
              c
              o
              r
              o
              c
       74.6COOO
              0
              .0
              .00
              .0
              00
              .   0
              .0
              .   0
              .   0
       88.2000+    0
                  0  0
                   0
                         0
                         00
                            0
                                 oc
                                0
                                             0
                                           00
       101.800C*                             0
                                                 o
                                                0         0
                                                           o
                                                       o
                                            0          0
                                                  o
                                               n
                                                     0       0
                                                      o
       115,4000+                                   n     0
                                        o
                                        o
                                               0       0
                                        n
                                   o
                                  C   0
                                        o
                                        o
                                       0    0
       129.0000+                           0
Figure  5.     Distribution of Equilibrium Temperature; Fresno,
               June Through August,  1100-1400;  10 year Span;
               3529 Points
                                  41

-------
                TFrtPF tiATU'-r              i=««r -JIT NCY Oc CCCURP? NCe

                     4.200      1.070    12. -.00    ifj.OCC ...... 26.00C

                0 ...... f. ... ..... »... ...... + ... ..... . + ..... ....+...
             r
             r
             r
             r
             r
             r
             n   o
             n
             p
                r*
             •   I'
             .   0
             r
             r
             .00
             .   c
             0
                  0
             .            'J
                              r
                                  •i
                         c
                              d  U
      IC3.830C+            C
                                0
                                  "                  n
                                0
                                                       on

                                                       c
      116.4000+
                                                 o
                                    o    o
                                       r.
                                       Q
                                       c
                                            C                  li
                                                            n
      129.0000+                                0
Figure 6.    Distribution  of Equilibrium Temperature; Fresno,
              June Through  August,  1100-1400;  2  Year Span;
              587 Points
                                  42

-------
     FOUR
                     i.OOO     C.COO
               , 0,
                0
J.OCJ


.•«•...
                                  CP  OCCURRENCE


                                  12. CCO    15^000
             c
             r
             r
                n
                c'
                   c
                   c
             .   n
                o
             r
      120.6000
      129.00CO*
                         C1
                         r
                               G
                               0
                               0
                                  o
                                        0
                                           0
Figure 7.
Distribution of Equilibrium Temperature; Fresno,
June Through August,  1100-1200; 2 Year Span;
293 Points
                                 43

-------
      PQUTLIBRIUM TEMPERATURE

                      18.000    36.000
                  0  0
                 c  c
                 0 00
                  0  0
                    00 0
                    0    0
                        000
                         0
                     OC   0
        P5.80CO            n   00
                         00
                          FREQUENCY OF OCCURRENCE

                          54.000    72.000    90.000

                         i.•+••••*•*•*+•••«•••«•+•••**
                        PO   O
                     C   0
                    00
                  00
                n o o
              c
              .0
              0
        51.6000+0
              .0
              .  0  00
        77 4000+
no
0













0 0
c o
00 0
o o
0 00
coo
0 0
0 00
0 0
0 00
0 00
00
C 0
                           0       0
                         0     0
                      n   o
       103.2000+     00
                   00
                   0
              .00   0
              .0 0
              .000
              .0
              R
              n
              oo
       128.999900
Figure  8.
Distribution of  Equilibrium Temperature;  Fresno,
June Through August, 1600-1900; 10 Year Span?
2296 Points
                                   44

-------
    FGIJlL IB>Mll I" TEHt>-H'iTuSc              ^'t^U^NCY  ijf  OCC V°l C NCC

                     4 . "5 c o ..... 5; . o o o    12 .ceo    1 6 . o oo~    20 .060

             ...o ...... *... ...... + ......... * ......... +.........«•....
             n
             r:
             ['  fi    G
             ('  C
                 u  r
             .  c      H
                    en.
             .GO
                    C M     .... .    0       ._ ......      ..... _ ......  ,.
      23.'+ ore*       0      fj
                           •I  C
                    C    n    o
                         r         :2        '
             .  •" n
             .  (. C  C       ._... ._    ..         . ..    .   ....... .....
                 f^       *"*!
             «
                      0
                    C
             0
             n
             c   n
                  o
             .   0  0   C
             .   c       _  c
                     b  n
                       'i.         c    n
      70.2COO+                 U
                                     n
                                        o
                  __         ''  _     r1
                                     c  c
                                    0 0
                              c
                          o
                                    ')
                            ')     0
                  c    n
                     c         o
                     u    c
             o     . . .   _ .....
             .  c    c
             n
             .  n    o
             c
      iiT.rsooor  n
Figure 9       Distribution of Equilibrium Temperature; Fresno,
                June  Through August? 1600-1900;  2 Year Span;
                344 Points
                                    45

-------
       FQUILIPRIUP TEMPERATURE              FREQUENCY QF OCCUR«ENCE

                       a^.r-jo    6*.C*0    99.000   132.000   165.000

               . r. ..*....+**	..+.....«.*.».........+.........+...,
               .CO
               . 0
               .C 0
               . 0
               . (ID
               .  a
               .  i
                    n
                   n  c
         *O«OUGO+       n
                      r     c
                            o
                         T   G
                           0
                       c r
                             n
                              D   n
                              o
                                no
         RC.OOOC+                  n
                                     n o
                                    n
                                           on
                                              0
                                                 n         c
                                                      0
                                                     0         0
                                                       0
                                                       0
         9S.OOOO+                                     0
                                          a     a
                                           Q
                                  0    0
                               c
                            on
                       c
                     0 C
                      c
                   0 0
        109.9999* 0
               .0 0
               . c
               .c
               . n
               r
               .c
               c
               c
               c
        124.9*; 990
Figure 10.     Distribution of Equilibrium Temperature;  Boston,
                June Through August;  1100-1400,  10 Year Span;
                3449 Points
                                   46

-------
                TEMPERATURE              FREQUENCY OF OCCURRENCE

                      6.000    12.000    18.000    24.000    30.000

              .. 0. ......+.........+•........+..*......+. ........+....
              0  0
              . 0
              . o
              c
              .  c
                  0
                     c
                    c
                  0    0
       68.0GCO+            0
                         00
                       0
              . 0
                          0
                             0
                          a      3
                           o
                         o
                          3               0
       82.00CO+               0
                           0               0
                              0
                                                      0
                                        C             0
                                                     0
                                                     0    0
                                                             0
                                                 0
                                                0     0
       96.00CO*                         0
                                   0     0
                                           0
                         0
                    c     a
                  o
                  0
              . 00
      10S.9S99C
              . 0
              .  0
              C
              C
              . 0
              c
              0
              0
              0
      123.9999* 0
Figure  11     Distribution  of Equilibrium Temperature; Boston,
               June Through  August; 1100-1400, 2  Year Span;
               593  Points.
                                  47

-------
                 TEMPERATURE             FREQUENCY OF OCCURRENCE

                       3.0CO     6.000     9.000   12.000    15.000

              ...n......+.........+.........+.	.+.........+....
              o  o
              .  0
              .  0
              c
              .  c
               .  0
               .  0
        60.COOO+         Q
                        Q  0
               .  Q
               C
               .  0      0
                           0
                     C        0
                        0
                        0
                           0               0
        32.00004                  0
                           0
                           0
                                                   0
                                          0
                                             0
               •  •      '                               o
                                                   0
               •
                                                   0  0
        96.0000+                           0
                                       0     0
                        0
                           a
                        o
                     c
               .  c   c
       109.99990
               .  a
                     c
               c
               c
               .  0
               c
               0
               0
               0
       123.999%+  0
Figure 12.    Distribution of Equilibrium Temperature; Boston,
               June Through August;  1100-1200; 2 Year Span;
               297 Points
                                  48

-------
                 TFMPERATURF              CRFQUENCY OP  OCCURRENCE

                      23.000    46. COO    ft9.0CO    92.000   L15.000

              no* »*•* • • • + « *•••• *** +*•+**•• *•+•*•** • ***+*•« • ***«*v>*««
            v  c
              r  o
              . oo
              . n
              . rro
                  o o
                  c  c
                  cc   a
                     c   o
        p-v.occo*      a  na
                   o      o
                    o    o
                       ca  o
                       C   0
                       no
                       c   o
                       n
                       r a o
                    o    o
        43.0000*      UC    0
                      C -3
                    0  0
                       n  a
                           o   n
                              ooo,
                                             c      a
                                             o     o
                                                    a   o
                                                        o       c
        7?.f 000*-                                       PO    3
                                                      c     o
                                                  0 0
                                    n          on
                              o      o
                        no     c
                     C  0
              .00
              .  a
              c
              c
              c
              r
              c
              c
              r
              o
              c
              c
Figure 13       Distribution of Equilibrium Temperature; Boston,
                June Through August;  1600-1900;  10 Year Span;
                2770 Points
                                    49

-------
  FOUtLl*«IUH TEMPERATURE             FREQUENCY OF OCCURRENCE

                   4.0CC     8.000    12.COO    16.000    20.000    24.000
c
c
*
c
*
19.8000+
*
*
39.6CCO+
*
*
4k
59.4000+
*
*
79.2000+
*
0
0 C
0
0 0
o
0 0
0 0
C 0
0 0
0 Q
0 0
0
0 0
0 0
0 0
0 C
C 0
Q 0
n o
0 0
0 0
0 0
0 0
0 0
0
00
0 0
0
o o
0 0
0 0
0 0
0 0
0 0
o a
o c
0 0
0 0
u o
00
          .  0
          c
          c
          .  0 0
          c
          C  0
          c
    98.9999+  0
Figure  14.    Distribution of Equilibrium Temperature;  Boston,
               June Through August;  1600-1900; 2 Year Span;
               476 Points
                                   50

-------
There are four ways in which these plots may be viewed as sources of
information.   First, they can supply a value that the equilibrium
temperature can be expected to exceed for any fraction of the time
for the given time window.  (or, any other simple statistic may be
computed.)   In addition, the horizontal scale divided by the number
of points is  the expected probability of occurrence for each value of
E.

Table 7 summarizes the 5 percent level for the plots given.  These
values lead to two more analyses:  the equivalence of results for
different time periods, and at different geographical locations.
In this case, by inspection of both the plots and Table 7, it can
be seen that two years of data produces essentially the same result
as ten (at a difference of a factor of five in computer time).  And,
in fact, for the 1100-1400 hour period, two hours produce essentially
the same results as four in this respect.  However, the results for
Boston and Fresno cannot be interchanged, nor can the two diurnal
time periods for a single location.
  Table 7.    Level Which Equilibrium Temperature Can be Expected
              to Exceed Approximately 5 Percent of  the Time
              (Degrees Fahrenheit) During June through August
              for the Specified Hours.


Fresno
Boston
1100 - 1400
10 yrs
126
100
2 yrs
129
102
1100 - 1200
2 yrs
128
102
1600 - 1900
10 yrs
100
79
2 yrs
96
83
                                   51

-------
The fourth type of information  available  concerns the underlying
meteorology causing the particular  shape  of  the E distribution.
Figures 15 through 19 are  plots of  the  five  basic meteorological
variables associated with  the plots of  Figure  2; Figures 20 through
24 are the corresponding plots  for  Figure 8.  .The high wind speeds and
low solar radiations of the  latter  set  correlate with the bulge on
the low end of  the equilibrium  temperature distribution for the
1600-1900 period, a set of circumstances  which do not appear during
the 1100-1400 time slot.   From  the  preceding information it seems
reasonable to extrapolate  a  general procedure  for predicting the
distribution of equilibrium  temperature at any site during periods
of maximal heating  (or any other time periods).  A two-year data
base  is  sufficient  for use with this program,  and produces results
in time with the general  accuracy of the  model and the data, when
compared with a ten-year  data set.

This  following  section discusses in some  detail accuracy of the data,
and the  sensitivity of the model for E  to this accuracy.

Sensitivity of  the Model  and Accuracy of  the Data Base

Sensitivity analysis in the  present context  implies the ability to
compute partial derivatives  of  one  or more quantities  (say,
equilibrium temperature and  exchange coefficient) with respect to the
meteorological  parameters.  The numerical values taken on by these
derivatives for any given  example display two  important properties
of the model.   First, they show which parts  of the model itself are
of greatest weight in the  determination of the final result.   Second,
they exhibit explicitly the  effect  of errors or  inaccuracies in the
basic measurements.
                                   52

-------
   WIND SPEED                          FREQUENCY OF  OCCURRENCE
                  1.23F  02  2.46F 02  3.69E 02  4.92E 02  6.15E  02

            ..0	*	. +	+.........+.........+	
                                                          0
            •
            •
                                                   0
            •
      3.8000+
                                                        0
            •
                                            0
            *
            •
                                      0
            •
                                   0
            •
      7.6000+
                0
            •
            •
            .  n
     11.4000+
            •
            .  0
            •
            .  0
            •
            •
            .0
            •
            0
     15.2000+
            •
            0
            *
            •
            0
            *
            0
            •
            •
     19.00000
Figure 15.      Distribution of Wind Speed,  Knots;
                Fresno,  June Through August;  1100-1400;  10
                Year  Span; 3529 Points
                                 53

-------
       ftI» TF.MPFOATURF                     FREQUENCY OF OCCURRENCE

                       42.COO    84.000   126.OCO   168.000   210.000

                n.........+.........+.........+.........+.........+...4
                n
                C
                r
                C
                0
                0
                .0
                .0
                .0
         67.1000+0
                .  0
                    n
                .   c
                       r
                    n
                          o
                          o
                          o
                          o
          77.COCO*              n
                            a
                                    n
                                   o
                                      Q
                                          0
                                           0
                                           0
                                              0
                                                       0
          37.0000+                                    0
                                                       n
                                                           0
                                                         0
                •                                               n
                                                    n
                                                       o
                                                        o
                                              o
                                              o
         96.9999+                            0
                                    0
                            0
                            0
                      0
                     0
                    0
                .  0
                0
                r
        106.99990
Figure  16.      Distribution of Air  Temperature,  "Fahrenheit;
                 Fresno, June Through August, 1100-1400; 10
                 Year Span;  3529 Points
                                    54

-------
      RELATIVE HUMIDITY                    FREQUENCY OF OCCURRENCE

                     33.000    66.COO    99.000   132.000   165.000

              0.........+.........».........+......«..+.......«.+...,
              0
              . C  P
                   0
                   o        n
                           o     o
                                    n
                                          o     o
                                                  o
                                                    o        r>
        23.40CO*                                     0     0
                                                           n
                                                           00
                                                         0    0
                                                             0
                                                     0 0
                                               no
                                         o
                                       o  o
                                     o
        39.80CO+                  0  n
                             n  o
                          o
                       on
                   o  c
                   o
              . o  o
              .00
              . 0
              .0
        56.20COP
              .0
              0
              0
              P
              C
              C
              0
              0
              0
        72.60000
              C
              C
              0
              0
              0
              r
              o
              c
              r
        89.00000

                  XHIN  =  7.0000CE 00      XHAX =  8.90000E 01
                  YMIN  *  0.0              YMAX »  3.3COOOE 02


Figure  17.     Distribution of Relative  Humidity,  Percent;
                Fresno,  June Through August;  1100-1400;  10
                Year  Span;  3529 Points


                                  55

-------
     CLOUD COVFR                        FREQUENCY OF OCCURRENCE


                   5.40F 02   1.08E 03  1.62E 03 2.16E 03 2.TOE 03


             ..........+........«+... ......+.........+.........O....I
             . 0
        2.0000+ 0
             . 0
        A.OOOO*C
        6.0000+0
             . 0
       8.000040
             .  0
      10.0000* 0
Figure  18.      Distribution of Cloud Cover, Tenths;  Fresno,
                June Through August,  1100-1400;  10  Year Span;
                3529 Points
                                 56

-------
           R&CIATION                     PREOUENCY OP OCCURRENCE

                     A3.000    86.000   129.000   172.000   215.000
             0..«......+. ........ *•....« ..••*,,.,.«.».+,
             0
             c
             r
             0
             C
             r
             n
             o
             c
       25.600onn
             .0
             c
             o
             no
             n
             no
             n
             en
             .0
       43.2000+C
             .0
             ,n
             .0
             . no
             .  o
             .0
             .CO
             .  0
                    0
       6C.80CO+      C    0
                                                0
                                               n
                                                   0  0
                                                     o       u
                                               0
                                 o    n
                           o     c
       78.4000+                  0 0
                                    0  0
                                n
                              o  o
                         o         o
                    0  0
                 0
             . o  n
             .  o
             .PO
       96.00000
Figure  19.     Distribution  of Solar  Radiation,  Langleys/hr;
                Fresno, June  Through August, 1100-1400; 10
                Year Span;  3529 Points


                                   57

-------
        WIND SPFfn                         FREQUENCY OF OCCURRENCE

                       1.10E 02  2.20E  0?  3.30E  02  4.40E 02  5.50E  02

                0*9 * * ••* * • *• •**•* ••*+•»*«*****+*• *•* ***•+«****«* • •+••••(
                •
                .  n
                •
                •
                             n
                *
                                 0
                •
                *
           4.2000+                      0
                 •
                                         n
                *
                                                  o
                 •
                 *
                                                   0
                 *
                                                0
           fl.AOCO
          12.6000+
                    0
                 .0

                 .0

          16.80000
                 •
                 •
                 0
                 •
                 c

                 *
                 0

          21.00000
                              0

                                 0
Figure  20.     Distribution of Wind Speed,  Knots; Fresno,
                June  Through August, 1600-1900;  10 Year Span;
                3529  Points

                                    58

-------
       flIB  TEMPERATURE                    FREQUENCY OF OCCURRENCE

                       38.000    7t.COO   114.000   152.COO   190.000

               .0..	.+.........+....	«•	....+.........+...,
               .0
               r
               o
               o
               ,c
               .0
               r
               .n
               .n
         *s.2orc+ n
               .  o
               . n
               .  n
               .  o
                       r
                     o
                    0
                       0
                         0
         78.4000*         0
                            n
                            0
                                 0
                                 r
                                     00
                                     n
                                            n
                                                  o
                                                     o
         88.6000+                                     0
                                                            0
                                                         0
                                                               0
                                                      0
                                                       0
                                                          0
                                                        o
                                                         0
                                                    o
         98.8000*                                   0
                                     0
                                  0
                            0
                      0
                      0
                    o
                   0
                . n
                .0
        109.0000+0
Figure  21.      Distribution of Air Temperature, "Fahrenheit; Fresno,
                June  Through August, 1600-1900; 10 Year Span;
                3529  Points


                                   59

-------
              * HUMIDITY                  FREQUENCY OF OCCURRENCE

                       37.COO    74.100   111.000   L48.COO   185.000
         ?3.2000
                  0 O
                      c    c
                           0
                                      0  C
                                 0    0
                             n
                        o       o
                           n
                      o   o
         39.4000    0
                   n
                  o o
                  ro
                  o
                 0 0
                  0
                 0
                0
                ,p
         55.600CO
                0
                .0
                p
                .o
                c
                0
                0
                0
                0
         71.80000
                n
                o
                n
                n
                a
                o
                .0
                o
                o
         86.00000
                                    n         o
                                       0   0
                                          0
                                         on
                                       C      0
                                   0
                              0     0
                               0
Figure  22.
Distribution of Relative Humidity,  Percent, Fresno,
June Through August;  1600-1900; 10  Year Span;
3529 Points
                                   €0

-------
     rt.nun COVER                         FREQUENCY OF OCCURRENCE

                    4.91F 02  S.82F 02  U47E  03  1.96E 03  2 ,*5E 03

              	*.........*	..*.........*....... . .0. ....
        2.0000*  0
              .  n
        4.0000*0
              .0
        6.0000*0
              . 0
         8.0300* 0
              . 0
        10.00CO* 0
Figure  23      Distribution  of Cloud .Cover, Tenths;  Fresno,
                June Through  August; 1600-1900;  10  Year Span;
                3529 Points
                                    61

-------
             HADIATION                     FRFOUENCY OF OCCURRENCE

                       88.000   176.000   264.001   352.000   439.999

                	+	+	+	+	0. ...
                            0
                •        'I
                        0
                          00
                              0
                             0
                        0
                     n
                    0
          11.2000+  0
                    0
                     0
                    on
                    o
                      o
                        n
                      o
                        0
                        0
          2?.4000+        0
                      00
                     0
                .  0
                .  0
                .  0
                     0
                .  0
                .  0
                    00
          33.6000+    0
                     0
                         0
                         O
                         0
                     0
                     0
                      0
                     0
                .  n
          44.8COO+   0
                .  0
                .  0
                .  0
                .  0
                .  p
                    0
                .  0
                .0
                .c
          56.0COOO
Figure  24.     Distribution of  Solar Radiation, Langleys/1  hr; Fresno,
                June  Through August; 1600-1900;  10 Year Span;
                3529  Points

                                   62

-------
The partial derivatives themselves have been listed above.  Note
that they have been formed (and coded) in such a way that they can
be easily changed if any components of the model are changed.  That
is, the final partials of E with respect to each meteorological
variable are formed by application of the chain rule; a model
change generally implies the need for only a change to one element
of the chain.
The sensitivity of the model for E to variations in the five basic
meteorological parameters was computed for several ranges of these
parameters.   Table 8 summarizes these results for three parameters.
For wind speed and solar radiation however, the sensitivity may be
much greater.  Figures 25 and 26 are plots of the sensitivity of E to
wind speed for different values of solar radiation, and to solar
radiation for varying values of wind speed, respectively.   (The
remaining parameters are fixed.)  Note that although the values along
vertical scale in Figure 23 are small, they represent  a change in
E for one BTU ft   day  ; variations in this parameter from hour
to hour are regularly on the order of 1000.
This information may be combined with  some assumptions  as  to the
accuracy of the data to draw quantitative decisions  as  to  the
accuracy of the predictions for E, and the likelihood of bias in  the
results.
             Table 8.     Sensitivity  of E to RH,  CC,  TA
For a change of
         In
The change in E is
Less than or equal to
       .1
        1%
Cloud Cover  (CC)
Relative Humidity  (RH)
Air Temperature  (TA)
         .8°F
                                    63

-------
                             AIR TEMPERATURE * 65°F
                             CLOUD COVER = 0.4
                             RELATIVE HUMIDITY = 50%
                             EXTRA TERRESTRIAL RADIATION = 3000 BTU FT"2 DAY"1
               HS = 3000 BTU FT:2 DAY'1
               HS = 2500 BTU FT"2 DAY"1
               HS = 2000 BTU FT"2 DAY"1
               HS = 1500 BTU FT~J DAY"1
                                      9          12
                                    WIND SPEED. W (MPH)
Figure  25.
Sensitivity of  E to  Wind Speed for Different Values
of  HS
                                         64

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    0.035
    0.030  —
    0.025 —
    0.020  —
    0,015  —
    0.01
     0.005
                       AIR TEMPERATURE - 65°F
                       CLOUD COVER - 0.4
                       RELATIVE HUMIDITY • 50%
                       EXTRA TERRESTRIAL RADIATION - 3000 BTU FT^DAV1
                                              w = 0 MPH
                              w = 3 MPH
                              w = 6 MPH
                              w = 9 MPH
            SOLAR RADIATION, Hg (BTU -FT'2 • DAY"1)
Figure  26.
Sensitivity of E  to Solar Radiation for Different
Values of  Wind Speed
                                      65

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Cloud cover is reported on the Weather  Bureau  tapes in tenths of
total sky cover; relative humidity,  air temperature and wind speed
in whole  (integer) percent, degrees  Fahrenheit and knots, respectively,
and solar radiation in tenths of  Langleys  per  hour.  One knot is
roughly equivalent to one mile per hour (for the purposes of this
                                                    -2    -1
analysis); one tenth Langley per  hour is 8.85  BTU ft   day
A reasonable  assumption seems to  be  that the sky cover, relative
humidity  and  air  temperature are  reported  fairly accurately;
that  the  reporting error  is  less  than five units of measurement
 (even less  for sky cover) .   This  is  borne  out  by data such as the plots
in  Figures  15 through  19  and Figures 21 through 24, where there
appears  to  be no  strong preference for  any one value over neighbor-
ing values.   For  wind  speed, however, the  situation is just the
opposite; Figures 20 and  27-30 exhibit  a strong inclination for one
wind  speed  to be  reported in preference to speeds one knot more or
less  especially over a two-year period. The error near the most
prevalent wind  speed may  then be  as  much as two knots.  So far,
then, for wind  speeds  above  3 mph, the  error in E  (if the model is
correct)  is  less  than  5 degrees;  for wind  speeds less than 3 mph the
error in  E  depends on  the accuracy   of  the wind speed.  Then,
assuming  with Edinger  and Geyer1  that the  solar radiation
measurements  are  accurate to at  least 250  BTU  ft   day   , the
error in  E  due to inaccuracies in this  measurement can be estimated
as  less than  four degrees for wind speeds  less than 3 miles per hour.

Errors in the data then seem to  lead to errors in the calculation
of  E  of a maximum of 10°  and probably much less, except for
inadequately  reported  low wind speeds.   These  data errors are of about
the same  order of magnitude  as the accuracy of the model.  Therefore,
the statistical results reported  for the distribution of E should be
considered more in the light of the  deviation  of the 5 percent  level
from  the mean than in terms  of absolute temperature values.
                                   66

-------
         spfn                          rCt'jUfMr.Y or  accuse NCI;

                    'tl.DT;    <•.":• C(_J   123. COO   164

             ''.. .......+.......*. *.........<•.........

             •
             «
                C
             .c
       1A.00000
                             n
Figure  27.     Distribution of Wind Speed,  Knots;
                Fresno, June Through August,  1100-1400;
                Year Span; 587 Points
                                  67

-------
           »" n «•
       11.2000*
                  o
             •
             »
             .   c
       14.0000+  0
                                      rKfOUcNCY (Jc  CC

                                      5 7.000    76.JCO    Jb.UOO
Figure  28.     Distribution  of Wind Speed, Knots;
                Fresno, June  Through August, 1600-1900;  2
                Year Span;  344  Points
                                 68

-------
   WIND SPEED                         FREQUENCY OF OCCURRENCE

                   12.000    24.000    36.000    A3.000    60.000

           n	+	 *	+.........+.........+...
           •
           c
           •
           •
           r
           *
           .  o
           •
                  c

                  0
      a.acoo+
                                 o
                               o
                            o
     13.2000*           O

            I               o

            I        G
            •
                   c
            .  0
     17.6000+
            . Q
            .   C
            •
     22.0000+  0
Figure  29.     Distribution of  Wind Speed,  Knots;
                Boston,  June Through August;  1100-1200;  2
                Year  Span; 297 Points
                                 69

-------
      WIND SPEED
                       FREQUENCY OF OCCURRENCE
c
4
t


5.8GCO



11.6000


17.4000



23.2000C
(
«
C
C
G
C
22.000 44.QCO 66.000 83.000 110.000
0
G
C
0
0
0
0
0
0
0
0
0
0
0
c
0
0
c
c
0
c
•
I


       29.00000
figure  30,
Distribution of Wind Speed, Knots;
Boston, June Through August; 1600-1900;  2
Year Span;  476 Points
                                 70

-------
                                   SECTION V




                                ACKNOWLEDGEMENT






This investigation  was  supported by the Office of Research and Development,




Environmental Protection Agency.  Much of the information as to Weather




Bureau data sources and modelling of the equilibrium temperature, and advice




as to the practical course which the project followed, was provided by the




project officer,  Dr. Bruce A.  Tichenor, EPA, Pacific Northwest Environmental




Research Laboratory, Corvallis, Oregon.
                                        71

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                             SECTION VI
                             REFERENCES

1.    J.E. Edinger and J.C. Geyer, Heat Exchange in the Environment,
     Edison Electric Institute, 750 Third Avenue, New York City,
     New York; 1965.

2.    E.L. Thackston and F.L. Parker, Effect of Geographical Location
     on  Cooling Pond Requirements and Performance, Vanderbilt
     University, for Water Quality Office, Environmental Protection
     Agency, Project No.  16130 FDQ, March 1971.

3.    S.  Seigel, Nonparametric Statistics for the Behavioral Sciences,
     McGraw-Hill, New York;  1956.

4.    System 360 Scientific Subroutine Package Version III, IBM
     Application Program, Number H20-0205-3, 1968.

5.    Rudin, Walter, Principles of Mathematical Analysis, McGraw-Hill,
     New York; 1964.
                                   72

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                             APPENDIX A
                    SOFTWARE DESCRIPTION AND USAGE

Introduction

Five programs were written during the course of this project.   Two
were quite large;  three were small.  In addition, several  tapes were
purchased from the Weather Bureau, copied and in some cases
reformatted.  This appendix describes the programs and  tapes with
the intent of providing the most comprehensive detail possible  to a
program user of any level of computer sophistication.   All programs
run on an IBM System 360 or 370 with at least two tape  drives and a
FORTRAN G compiler.

The largest of the five programs  (THERMOS) employs the  data  from the
tapes to form histograms, plot equilibrium temperature, or per-
form nonparametric independence tests or tests of goodness of fit to
specified distributions.  This program  (which is most suited to the
batch processing mode) and its subprograms are described below.
A modification of THERMOS which can be used  to process  the 1-year
Portland data is also described in this section.

Following this is a description of the  tapes used;  their original
format/ new format and Job Control Language  (JCL).   Three types
of Weather Bureau tapes  are employed:   the Airways  Surface
Observation Tapes, Series TDF  14;  the Solar  Radiation tapes, Series
Hourly 280; and a special tape made  from  DECK 144  surface observation
cards for Portland, Oregon, 1963.  These  will be  referred to in the
following sections as the surface, solar,  and Portland tapes,
respectively.

A description is  also given of  the short  program needed to convert
the  solar tapes to a  chronological format compatible with the  surface
tapes.   Included  in this appendix is a  reproduction of  the Weather
                                  73

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Bureau documentation provided for these tapes, annotated where
necessary to indicate misleading or inaccurate information.

Two small programs, suitable for use at the terminal or in a batch,
are used to compute equilibrium temperature (E) alone, or E and the
sensitivity of E to the basic meteorological variables.  These
programs are described following the Weather Bureau documentation.

The THERMOS Program

The THERMOS program picks  out a selected subset of the meteorological
variables  from the Weather Bureau tapes and processes these data
through  one of four options.  The main  (control program) reads and
synchronizes tape operation, assembles data, and routes control to
the option subroutines.  Communications between routines are
provided through  labelled  and blank COMMON; all input is accomplished
by use of  NAMELIST.

The subset of the meteorological variables used in the analysis is
defined  by choosing every  n  point in a given time window.  The
time window consists  of a  period starting at IYAR and extending
for IYEAR  years  (all  symbols for the THERMOS program are defined
in Table A-4); from MONTH1 to MONTH2 within each year, and including
only MHOUR through NHOUR of each day.  In certain options this
subset must be chosen in conformance with data storage restrictions.

The five meteorological variables have each been assigned a number
descriptor.  The variables, their numbers, and their units are given
in Table A-l.
                                    74

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              Table A-l.
                     Meteorological Variables
        1
        2
        3
        4
        Wind Speed
        Temperature (dry bulb)
        Relative Humidity
        Total Skycover

        Solar Radiation
Knots
°F
Percent
Tenths of Total Cloud
Cover
Tenths of Langleys/
Hour
The options  available  through this program and their related sub-
routines  are given  in  Table A-2.
                   Table A-2,
                          Program Options
Option
Number
               Tasks
    Component Subroutines
 2
        Plot Equilibrium Temperature and/or
        meteorological variables
Compute joint distributions, conditional
probabilities, etc.  (Histogram Option)
Test pairwise independence of meteoro-
logical variables
Test single variable goodness of  fit to
specified distributions
       EQSUB, EQPLT,
       PPLOT, FBETA,
       TWOFIT BLK DA

       HIST
                                                    INDTST
                                                    DIST
Each of these subroutines is described in detail in the following
sections.  In addition, subroutines from the IBM Scientific Sub-
routine Package have been employed.  Table A-3 lists these subroutines
and their associated calling routines of Table A-2.
                                  75

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        Table A-3.    IBM Scientific Subroutine Package  (SSP)
                      Routines Employed
CALLING ROUTINE
INDTST
DIST
SSP ROUTINE CALLED
RANK, S'RANK, WTEST
KOLMO (modified)
The  following  subsection  describes the major variables and storage
location  functions  for, first, the program input and second, each
major option.   In the  next  subsection the input method  (NAMELIST)  is
described and  a sample input  deck shown.  Examples of THERMOS main
program output and  a  flow chart  are given in the subsections which
follow.   Examples of  output,  flow charts, and possible areas of
modification for the  options  are included.  Listings of the entire
program comprise a  subsection to follow.  A short description
of the program to process the Portland tapes is given; this program
is a subset of THERMOS.

THERMOS Major  Variables and Storage Locations

The  important  input,  output,  and temporary storage locations are
listed in Tables A-4  (input)  and A-5  (all other) .  Each location is
described by its FORTRAN  name and DIMENSION and its purpose.
Ordering  in the table  is  in a logical manner within each  functional
area; that is,  all  variables  used mainly  (or first) in the main
program are given,  then all variables for option 1  (E and
meteorological variable plots) next,  etc.  Variables appear in
roughly the order in which: a  user could be expected to make up
input, etc.
                                  76

-------
Where  applicable, a program  value is  given for each variable; this is
the value which appears  in a DATA or  other initialization statement.
It is  the value which  the variable will assume if it is not superseded
by an  input value.   (Input is all in  the NAMELIST format, which implies
that only variables whose value is to be changed from a program or
previous case value need be  read in.)

All 0  characters  in variable names are alphabetic (i.e., numeric
zeros  are not used in  names.)  Normal FORTRAN conventions are
followed: variable names beginning with the letters I through N are
fixed-point integers  (no decimal point); other variables are not.

    a.  Every case begins with the characters &TEMPS and ends with an
        &END.

        All cards must begin in column two and have no imbedded blanks
        (blanks within the  name of an input quantity).

    b.  Data  for  each  case  are enclosed within the  &TEMPS and  SEND.
        Data  can  be  punched in any card column except column one.
        Data  are  of  two forms:

        (1)   Variable  name  = constant.  The variable name may  be  a
             subscripted array name  or a  single  variable name.   Sub-
             scripts must be  integer constants.

             NHIST(5)  = 1,  MNTH1  = 7,  WMULT =1.15

        (2)   Array name = set of  constants  (separated  by commas).  The
             array name is not  subscripted.   The number of  constants
             must be  less than  or equal  to the  number  of elements in
             the array.

             NHIST =  1, 2,  5,  0,  MBASE = 0,  15,  50,
                                   77

-------
    c.  Literal constants must be enclosed in quotes.

        HEAD = 'BOSTON TEST',

    d.  Integers  (variables  whose names begin with I, J, K, L, M,
        or N) cannot have decimal points.  Real variables  (variables
        whose names do not begin with I, J, K, L, M, or N) require
        decimal points.

    e.  Naraelist  cases may be stacked.  Namelist variables initialized
        in one case hold for all successive cases until they are
        changed.

        If a program value  is given  (as in Table A-4) but  is
        subsequently changed in one  case, the variable will not
        revert to the program value  unless it is reset so  in a
        succeeding case.

Figure A-l is an  example THERMOS input deck which will cause the
program to run through all  four options  (in four cases) for a single
data base.   Note  that this  input makes use of certain assigned program
values which do not have to  be read  specifically, unless a change
is desired.  All  THERMOS output examples given in this appendix
were produced using this input, unless otherwise noted.
                                  78

-------
            Table A-4.
             Input Variable Descriptions
Functional
   Area
   Name
(Dimension)
Program
 Value
Description
4AIN
IYAR
               IYEAR
               MNTH1
               MNTH2
               MHOUR
                  11
               NHOUR
               NDELT
                  14
             Year  (-1900) at which data
             processing is to start
             (i.e., IYAR = 60 for 1960).
             If IYAR = 0 processing
             starts at the first year
             on the surface data tape.

             Number of years of data
             which are to be extracted
             from the tape.

             Beginning month in each
             year  for data extraction.
             If MNTH1 = 0, MNTH1 is
             set = 1.

             Last month in each year
             for data extraction.   If
             MNTH2 = 0, MNTH2 is set
             =  12.

             Beginning hour  in  the  day
             for data extraction,
             on a  24-hour  clock.
              (12 o'clock midnight
             =  0 hours).

             Ending  hour  in  the day
              for data  extraction,  on
              a  24-hour  clock.

              Every NDELT   data point
              within  the time window
              selected is accepted
              for the final analysis.
              This point is not
              necessarily a valid point
              (one in which all variables
              are present;  see option
              descriptions).   If
              NDELT = 0, NDELT is set
              = 1.  NDELT must be used
              for options 3 and 4 in
                                   79

-------
                    Table A-4.
                   — Continued
Functional
   Area
   Name
(Dimension)
Program
 Value
Description
MAIN
                 IOUT
                 HEAD(20)
               (blanks)
                 ISURF
                 ISLST
            which actual data, rather
            than frequencies of data
            occurrences, are saved; this
            is discussed further in
            the input sections for these
            options.
                      •J-V»
            Every IOUT   set of input
            tape records is written out
            exactly as read in.  If
            IOUT = 0, no such output
            is written.  This type
            of output is primarily
            for debug purposes.

            Label information which
            is output as the first
            line of each case.   (The
            input characters must
            be enclosed in  '   ' .)

            The station number of the
            Weather Bureau Station
            as on the surface
            observations tape.  If
            the tape and NAMELIST
            numbers do not match the
            run is terminated.

            The station number of the
            Weather Bureau Station as
            on the solar radiation
            tape.  If ISLST = 0, the
            solar tape is not required.
            If ISLST ^ o and does not
            match the corresponding
            number on the tape  (after
            passing any beginning
            blank records), the  run
            is terminated.
                                  80

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                   Table A-4.
                   — Continued.
Functional
   Area
  Name
(Dimension)
Program
 Value
Description
               IPTN
               NHIST<5)
                 5*0
PLOT
(IPTN=1)
IFLAG
                IPLOT{6)
                  6*1
            Option indicator, as in
            Table B-2.

            Vector in which meteoro-
            logical variables to be
            processed for a given run
            are specified.  If NHIST{1)=
            K, variable K of Table B-l
            is included.  NHIST(I) = 0
            terminates the list.  From
            1-5 variables may be
            chosen, depending on the
            option; see descriptions of
            separate option inputs for
            further information.
            If IFLAG = 0 f the  area  in
            which the frequency  of
            occurrence of each value
            of each variable is
            accumulated  is  cleared
            before use.  IFLAG = 1
            allows accumulation  of  this
            function over several cases
             (in  the same run).  The
            number of data  points
            printed out  for the  second,
            third, etc.  cases  is the
            number of additional points;
            not  the total number of
            points.

             if:  IPLOT(l) =  1
                 plots distribution  of
                 Equilibrium temperature

                 IPLOT(2) =  1;  wind

                 IPLOT{3) =  1;  air
                 temperature

                 IPLOT{4) =  1;  relative
                 humidity
                                  81

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                   Table A-4
                   —  Continued.
Functional
   Area
   Name
(Dimension)
Program
 Value
                                                   Description
PLOT
 NHIST
                WSMULT
                 1.15
                HSMULT
                88.47
                TMERR
                  .01
                A, B
                A1PRME,
                A2PRME
                DA, DS

                RG
               0,  11.4


               .81,  .708





               .070,  0.

               .20
                IPLOT(5) = 1; cloud
                cover

                IPLOT(6) = 1; solar
                radiation

                Not used for this
                option.

            Scale factor for wind speed.
            Wind speed must be in miles
            per hour for equilibrium
            temperature calculation.
            If WSMULT = 1, input is in
            miles per hour; if WSMULT =
            1.15 input is in knots
            (as on surface tapes).

            Scale factor for solar
            radiation.  Solar radiation
            must be in BTU ft   day"1
            for equilibrium temperature
            calculation.  If HSMULT = 1,
            input is in tenths of
            BTU ft   day"1; if HSMULT =
            88.47 input is in tenths of
            Langleys per hour (as on
            the solar radiation tapes).

            The equilibrium temperature
            is found by an iterative
            method that stops when the
            change is less than TMERR
            times the equilibrium
            temperature

            Characteristics of the
            evaporation formula.

            Transmission coefficients,
            functions of optical air mass
            in and water content of the
            atmosphere

            Total dust depletion

            Total reflectivity of the
            ground.
                                  82

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                   Table A-4.
                  — Continued.
Functional
   Area
   Name
(Dimension)
Program
 Value
         Description
HISTOGRAM
DATA, ETC.
(IPTN = 2)
NHIST(5)
   5*0
                MHIST(4)|
                MBASE (4)1
                  4*0
From 1 to 4 meteorological
variables may be chosen
for the computation of joint
distribution frequencies,
etc.  A variable is chosen
by reading its number
(from Table B-l) into
NHIST(I), 1=1, 2, 3 or 4.
If NHIST(I) = 0, the list
of variables is considered
finished.  Even if NHIST(5)
^0, it is not used.

For each variable selected
in NHIST, the range of that
variable is divided into 9
intervals, or classes, by
the user.  For the variable
specified in NHIST(I) ,
MHIST(I) is the size of the
interval; MBASE(I) is the
value  at the beginning of the
first  interval.  For
instance, an appropriate set
of values for wind speed in
summer-time Boston, if it
were the first variable
chosen would be:

NHIST(1) =  1  (wind speed)

MHIST(l) =  2  (interval size
             of  2  knots)

MBASE(1) =  0  (beginning  at  0
             knots),

which  would separate  wind
 speed  occurrences  into
 distinct classes  of  2 knots
 each up to 16  knots,  and
 place  all  higher speeds
 in a  single class.
                                   83

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                   Table A-4.
                   —  Continued.
Functional
   Value
    Name
(Dimension)
Program
 Value
Description
INDEPENDENCE
TESTS
 (IPTN = 3)
 NHIST(5)
                NDELT
            The classes are used to
            accumulate a count of the
            frequency of occurrence of
            all combinations of the
            meteorological variables
            selected.  It is desirable
            to span all possible values
            of the variables in as even
            a manner as possible; to
            avoid having most classes
            with little or no
            occurrences and one or two
            classes into which most of
            the data falls.  If no
            prior knowledge of the data
            base being used is available,
            it is advisable to plan
            on making an initial short
            run when using this option,
            after which MHIST and MBASE
            may have to be adjusted.
            Alternately, option 1 might
            be employed to gain the
            necessary preliminary
            information.

            This option computes the
            nonparametric Spearman
            rank correlation coefficient
            for all pairs of the
            specified variables.  There-
            fore, between 2 and 5
            meteorological variables
            from Table B-l must be
            chosen in NHIST, as
            described in the MAIN
            input section

            Up to 1000 data points  are
            saved  (a data point for this
            option is a combination
            of all selected variables
            at a single time).  NDELT
            should be chosen  so that
            no more  than  1000 points  in
            the time window are included,
            It should not be  a multiple
            of  (NHOUR - MHOUR + 1);
                                  84

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                   Table A-4.
                  — Continued.
Functional
   Value
   Name
 (Dimension)
Program
 Value
          Description
TEST OF
FIT TO
DISTRIBUTIONS
(IPTN = 4)
NHIST(5)
  5*0
                NDELTI
                IINT  I
such a multiple would tend
to collapse the time
window to 1 or 2 hours.
Slightly more than 1000
points may be allowed for
since the lack of a valid
observation of any one
variable deletes that
point.  If 1000 points
have been stored before the
end of the time specified,
a message is printed, tape
processing stops, and
independence testing
begins.

This option tests
distributions of single
variables for goodness of
fit.  From 1 to 5
meteorological variables
from Table B-l must be
chosen in NHIST, as
described in the MAIN
input  section.

Up to  1000 values of each
single meteorological
variable are saved.  Within
the time window specified,
each NDELTt]l point is
accepted in the sense  that
all observations of the
chosen variables are
used.  However, each IINTth
of these points is used  for
the sample  statistics;
the sample mean and standard
deviation.  The remaining
points are  stored  for  the
distribution  fit.  When  1000
values of  any  one variable
have  been  stored before  the
time  selected  is exhausted
a message  is  printed,  tape
processing  is  stopped,.and
fit testing  is begun.
                                   85

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                   Table A-4.
                  —  Continued.
Functional
   Area
   Name
(Dimension)
Program
 Value
Description
                 IDPT(3)
                          (There may be a different
                          number of points stored
                          for each variable due to
                          occurrences of invalid
                          data.)

                          Neither IINT nor NDELT
                          should be a multiple of
                          (NHOUR - MHOUR + 1}, or
                          the time window for either
                          data selection or sample
                          statistic calculations, or
                          both, may collapse to
                          represent only a subset
                          of the hours expected in
                          the distribution.

                          IDPT(I) is used to select
                          the distributions to be
                          tested.  Up to three such
                          tests may be selected.
                          If IDPT(I) = 0, testing  is
                          terminated after  (1-1)
                          tests.  Otherwise,

                          IDPT  =  1, distribution
                                    is normal

                          IDPT  =  2f distribution  is
                                    exponential

                          IDPT  -  5, distribution  is
                                    user  coded (See
                                    description of
                                    DIST)
                                   86

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             Table A-5.
            Other  Storage Descriptions
 functional
   Area
   Name
(Dimension)
Description
MAIN
               IKD


               IDELT


               ICMP


               ND

               ISOL
               MHR

               NHR

               ISTAT
                ISY
                IMN
                KSL
                   Counter for total number of
                   acceptable data points.
                                                    th
                   Counter for accepting every NDELT
                   points.

                   Counter for output of every IOUT
                   tape record.

                   Number of non-zero entries in NHIST.

                   Index in NHIST of solar radiation
                   parameter specification; i.e.,
                   NHIST  (ISOL) = 5.  Set = 0 if
                   solar tape ends before surface tape,
                   or if solar radiation parameter is.
                   not chosen.

                   MHOUR + 1

                   NHOUR + 1

                   First, ISTAT is the  number of the
                   Weather Bureau Station read from the
                   surface tape.  Later it is the
                   station number from  the solar tape
                   (if required), on initial read to
                   check station numbers.

                   Year read  from surface or solar tape
                   on  initial  read to  find correct
                   year.

                   Month  read  from surface, then solar,
                   tape on initial read.

                   Flag to indicate  whether surface
                   and solar  tapes are synchronous;
                   KSL =  0 if  they are (after
                   statement  number  85).
                                   87

-------
                    Table A-5
                    —  Continued.
Functional
   Area
   Name
(Dimension)
Description
               IYUR

               IDATA(4)
               IDD(8, 24)
                   Last year to be read.

                   Identification information from
                   each surface tape record (only one
                   per day is stored).
                                  IDATA(l)

                                  IDATA(2)

                                  IDATA(3)

                                  IDATA{4)
                                station number

                                year

                                month

                                day
                   One full day of selected surface
                   observation data.  For the ith
                   hour,

                   IDD(1, I)  = hour

                   IDD(2, I)  = integer, low order digit
                               of wind speed

                   IDD(3, I)  = hexadecimal/ high
                               order digit of wind
                               speed

                   IDD(4, I)  = integer, two low order
                               digits of dry bulb
                               temperature

                   IDD(5, I)  = hexadecimal, high order
                               digit of dry bulb
                               temperature

                   IDD(6, I)  = integer, 2 low order
                               digits of relative
                               humidity

                   IDD(7, I)  = hexadecimal, high
                               order digit of
                               relative humidity

                   IDD(8, I)  = cloud cover  (hexadecimal),
                                   88

-------
                  Table A-5,
                   — Continued.
unctional
  Area
  Name
(Dimension)
Description
              ISLD(4)
              ISLR(4,  16)
               ISV(7)
                   in the units given in Table A-l.
                   The split of variables into integer
                   and hexadecimal parts is due to
                   the Weather Bureau practice of
                   overpunching some fields so that
                   they are not directly interpretable
                   as numbers by FORTRAN.  For
                   further information, see the tape
                   descriptions, the Weather Bureau
                   Appendix, and the description
                   of storage array HEX.

                   Identification information from each
                   solar tape record.   (Only one per
                   day is stored).  ISLD contains the
                   same information, in the same order,
                   as IDATA.

                   One full day of  selected solar
                   observation data.  This data
                   results  from pre-sorting,
                   translating and  extracting data
                   from the Weather Bureau solar
                   radiation tapes, as  described in
                   a  later  section.  For each daylight
                   hour between 0400 and 1900,

                   ISLR(1,  I) = hour

                   ISLR(2,  I) =  solar  radiation
                                 (tenths of langleys/
                                hour)

                   ISLR(3,  I)  = solar  elevation  (degrees

                   ISLR(4,  I)  = extra  terrestrial
                                 radiation  (langleys
                                 per hour)

                   Temporary storage for a full  set
                   of values of the meteorological
                   variables at a given time and for
                   the two extra variables from  the
                                  89

-------
                   Table A-5,
                   —  Continued.
functional
  Area
   Name
(Dimension)
   Description
                KDEX

                ITST




                ILOC(4)


                AST

                BL

                HEX (10,  3)





                XHEX

                IND{4)
                JHIST{4)
                IHISTUO, 10,
                10, 10)
                   solar tape used in the equilibrium
                   temperature plot option.  ISV(I)  < C
                   implies no valid reporting of the
                   variable specified in NHIST(I)
                   at this time.

                   Index in ISLR of present hour.

                   Temporary storage for single
                   variable being collected.
                   EQUIVALENT to TST.

                   List of locations in IDD in which
                   variable I starts.
                   asterisk

                   Blank

                   X, + , or
                   non-over-
                   punched
                   digits
Hexadecimal representa-
tions of the possible
Weather Bureau codes;
used for translating
data in IDD to integers,
                   Histogram option; if

                   NHIST(I) = 0, IND(I) = 1

                   NHIST(I) ? 0, IND(I) = 10

                   A set of counters used for limits
                   of DO Loops.

                   Histogram option; JHIST(I) is used
                   to indicate in which class the
                   current value of the variable
                   specified in NHIST(I) falls.  Class
                   10 is used for invalid data.

                   Histogram option.  This area is
                   INTEGER *2 storage, EQUIVALENT
                   to IZR for ease in clearing.
                   IHIST (Jl, J2, J3, J4) contains
                                  90

-------
                   Table A-5,
                   — Continued.
•"unctional
   Area
   Name
(Dimension)
             Description
PLOT
(FBETA)
X(1000, 5}



KD(5)


KMN{5)



MEAN(5)


MSD(5)



ITSD


TM


BETA1


CBETA1
the number of occurrences of a
meteorological set in which the
variable chosen in NHIST(l) falls
in Class Jl; in NHIST{2) falls
in Class J2, etc.  Invalid
observations are counted as Class
10.

EQUIVALENT to IHIST.  Used for
storage of data in the independence
or distribution test options.

Distribution test; number of
values of each variable saved.

Distribution test; number of
values of each variable used to
compute sample statistics.

Distribution test; sum of data
values for sample mean.

Distribution test; sum of squares
of data values for sample standard
deviation.

Distribution tests; counter for
IINT^h points for sample statistics.

Temperature at which BETA1 and
CBETAl are calculated.

Slope of  the Saturation Vapor
Pressure  Curve at temperature TM.

Intercept of a straight  line with
slope BETA1 starting on  the
Saturation Vapor Pressure Curve  at
temperature TM.
                                  91

-------
                   Table A-5,
                   — Continued.
Functional
   Area
   Name
(Dimension)
            Description
PLOT
(EQSUB)
YEQ(200)

YW(200)

YTA(200)

YRH(200)

YCC(200)

YHS(200)

W


TA

RH

CC

HS


SA

HSC


TM
                RATSR
Arrays used for storing the number
of occurrences of Equilibrium
Temperature, wind speed, air
temperature, relative humidity,
cloud cover, and solar radiation
respectively.
                                  Wind  speed converted to miles  per
                                  hour

                                  Air Temperature (°F)

                                  Relative  Humidity (Percent)

                                  Cloud Cover (Tenths)

                                  Solar radiation converted
                                  to BTU Ft~2 Day"1

                                  Solar Elevation (degrees)

                                  Extraterrestrial solar radiation
                                   converted to BTU Ft
                                                      -2
                       Day
                          -1
Used  to  store  equilibrium
temperature  from previous iteration
and is used  in test to determine
if  the iterative process can be
ended.   First  iteration TM = TA.

Ratio of solar radiation to extra-
terrestrial  solar radiation
                                   92

-------
                   Table A-5
                   — Continued.
Functional
   Area
   Name
(Dimension)
Description
PLOT
(EQPLT)
BC1


EA1



RSR1


HA

HAR

HSR

HR

K

A, B, D

EQUIL

XEQ{200)

XW(200)

XTA(200)

XRH(200)

XCC(200)

XHS(200)

YEQ(200)

YW(200)

YTA(200)

YRH(200)

YCC(200)

YHS(200)
                                  Brunt C coefficient  calculated
                                  using TA and  RATSR

                                  Air vapor pressure calculated
                                  using TA and  RH

                                  Reflectivity  of  short-wave  solar
                                  radiation

                                  Long wave solar  radiation

                                  Reflected Atmospheric  Radiation

                                  Reflected Solar  Radiation

                                  Net Radiation Input

                                  Exchange Coefficient

                                  Internal Storage

                                  Equilibrium Temperature
                                   Arrays containing the values at
                                   which equilibrium temperature,  wind
                                   speed, air temperature,  relative
                                   humidity,  cloud cover and solar
                                   radiation  can be plotted,
                                   respectively.
                                   Arrays containing the number of
                                   occurrences for equilibrium
                                   temperature, wind speed, air
                                   temperature, relative humidity,
                                   cloud cover and solar radiation,
                                   respectively.
                                  93

-------
                   Table A-5.
                   — Continued.
Functional
   Area
   Name
(Dimension)
            Description
JOINT
DISTRIBUTIONS
(HIST)
INDEPENDENCE
TESTS
 (INDTST)
               XMIN, XMAX
               YMIN, YMAX

               TITLE(20)
MPAGES

IPUT(10, 10, 3)
ISV{10)




PMS(10)



APUT(10, 10)



FACT

MAX


XR(1000, 5)





XX(5000)
Minimum and maximum values used for
the plot.

Storage for headings to be printed
on plots.

Input value used for PPLOT.

Storage for pairwise distributions;
the joint frequencies stored in
IHIST are separated into pairwise
frequencies, where the variable
specified in NHIST(l) is always
the first variable of each pair.

Number of occurrences of data  in
each class of variable given in
NHIST(l).

Sample mean of second variable,
by class.

INPUT, normalized by division  by
class mean.

Normalizing factor for APUT.

Used for output of maximum
frequencies.

Temporary storage.  The
meteorological variables are
ranked;  the vectors of ranks are
stored in XR.

Temporary storage which destroys
the input vector of data.  The
meteorological variables must  be
reordered into rows for subroutine
WTEST; the  new vectors are stored
consecutively in XX.  XX is
EQUIVALENT  to X.
                                  94

-------
                   Table A-5,
                   — Continued.
Functional
   Area
   Name
(Dimension)
            Description
DISTRIBUTION
FITS
 (DIST)
WORKC2000)



TAU




SD




I, IJ




SMEAN

SDEV

ISRT
               PROB
                IER
Temporary storage required by sub-
routine WTEST.

Correlation coefficient output from
SRANK, WTEST.   (See INDTST
discussion.)

Significance parameter output from
SRANK, WTEST.   (See INDTST
discussion for details.)

Indices to run over all pairs of
meteorological variables for
SRANK testing.

Sample mean.

Sample standard deviation.

Flag for modified KOLMO; if ISRT
/ 0, data in X has been sorted
before entry to KOLMO,

Output from KOLMO? measure of
goodness of fit.   (See DIST
discussion.)

Significance parameter from
KOLMO  (See DIST discussion).

Error indication from KOLMO.
If IER jt o, SDEV is not entered
correctly for the distribution
chosen.  Check  IDPT input.
                                  95

-------
VD
                           , *
                   HHIST=e>3.4>5.
                  'IPTfJ=?.
                "tTFMRS
               lPTN«li
              ISURF=i4739»ISLST=947Qi»
              FPr='TFST  PUM WITH FrSTDM TATA1,
            S TFMPS
           11 > 111 • t o o i > t o 111 o 11«i ii o o D i o o D i) 11 n ii o o H o H it o 1111 g o e H «* c D g o 11 o n o 11111 g g t«o ii D o i
           i i i i > • i i i » n n ii i< ii Kii H it»11 n»>•»»itnii»nnan a *)i a »<«» *rt>««• 41 • «<»ti uuM » »»11 HMii «uH i>HiiHo»n »i!n »'»ri nnH
           1111111111 i M 111 M M M 1 M 11 111 11111 i>4-rm*HUi1111 i M 111 1111 n i i 111 111 n 11 r i 11 n
it 11 it  nniniminmmmi tin 2222? i
                                                         i 1 1 T\I
                                                                                             .

           11  3 J 3 3 113 33 1 3 3 1 3 33 3 J 3 3 3 3 3 3 3 3 \p 3 3 3 3 3 3 3fl 3 18 3 3 3 3 3 lS 3 I J 3 3 3 3 111 3 3 3 1 3 3 J 3 3 3 3 3 3 3 3 3 3 3 31

           4444  4444444444444444444444444/4444 4H 4 fkf»4j4 4 44 4 M 4 1 4 4 4 4 I 4 4 i 4 M 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
                                          1    e*  I%> I  i      I
           Si!  5 i 5 5 5 5 5 5 5 5ii5 5 5 5 5 5 5 5 5 5 S 5 5 As S S sfji S |4*} S i« i S 5 S j 5 S i i 5 5 5 5 5 55 5 55 5 5 5 S 5 5 S 5 5 5 5 5 i 5 5
                                          1    ••••  • ^""^ i         „

           6 t U t 6 i S i 6 I I 1 1 56 ( i 5 6 i 6 ( 55 5 S i 6 t\S 1 1 6 6 C iff f If B G i 6 f f E / S 6 6 6 ( 6 t S i ( t B 6 6 6 6 f E 5 6 S E i ( S 6 G B t G
           7777?  7 7 / 11 7 11 7 7 7 7 7 J / J 1J 7 7 7 7 7 7 7    7 7 7 I 1 W 1111 111 1 1 II 11 11 J 1 11 11 1 1 1 1 1 1 11 11 1 11 1 11 J

           1 1 1 1 1 1 1 B 1 1 1 in 8 M 8 1 1 1 c i « 8 8 n i » 1 1 g i g si < i j M t  ii 1 1 1 1 s 1 1 a i « « > « j i n n 1 1 1 1 1 1 1 1 1 1 a i < i
9 55 993 9 S 5 99 3 959 S 9 M9
i i J » 5  t i i i 10 11 n is n ii « i) ii n n
   C723M 3 * u a T»»O *i »? »J u *'j «  '; )j ,-* r< w ;; ;i n HO
                                  Figure Ai-1.
                                           Example THERMOS Input  Deck

-------
Flow Charts - Main Program

Three flow charts are given for  the main program.  Figure A-2 is an
overall flow chart which shows little  detail.   Figures A-3  and A-4
are more detailed diagrams of the  tape reading  logic  and data
extraction process, respectively.  Later sections, describing the
individual options, contain detailed flow  charts  for  each option
subroutine.

In each flow diagram, numbers on the upper left edge  of most boxes
correspond to statement numbers  in the code.  Letter-number pairs
on the upper right edge refer to the figure numbers  associated
with the detailed flow charts.

Plot Option

The purpose of this option is to plot  the  distribution of the
equilibrium temperature, and of  the  important meteorological
parameters.  This option uses five subroutines; EQSUB, TWOFIT,
FBETA, EQPLT, and PPLOT which are  described herein.

When the plot option  is in effect,EQSUB is called every  time a  valid
set of values of the  first five  meteorological  parameters is read
from the tapes.  A set of meteorological data consists of the wind
speed, air temperature, relative humidity, cloud  cover,  solar
radiation, solar angle, and extraterrestrial solar radiation.   Any
number of sets of data can be plotted.

For plotting, the distributions  of the values for the first five
parameters are stored in arrays  YW,  YTA, YRH, YCC, and YHS  (see Table
A-5).  The values are stored  in  the  same units  as they are  read
off the input tapes with the  exception of  solar radiation,  which is
assumed to be in tenths of units and is converted to whole  units.
For the Weather Bureau tapes  used  during this study  the  wind speed
                                  97

-------
Figure A-2.    THERMOS Main Program Flow Chart
                             98

-------
                                    NO
^sT ON? .S^
« r*
/OUTPUT TAPE
RECORDS JUST
.... ,
/
130
RECORD
ACCEPTED
' DATA
Figure A-3.
THEBMOS Main Program Tape Logic Flow Chart
                              99

-------
Figure A-4.    THEBMOS Main Program Data Extraction Flow Chart
                              100

-------
is stored in knots, the air temperature in degrees Fahrenheit, the
relative humidity in percent, the cloud cover in tenths, and the
solar radiation in Langleys per hour.

EQSUB converts the wind speed to miles per hour and  the solar
radiation to BTU Ft"2 day'1 for internal calculations.  This routine
also needs the values for  the Brunt  coefficient, air vapor pressure,
and the short wave solar reflectivity.  These are  found using
subroutine TWOFIT which performs a two dimensional linear fit on
a table of values stored in the program.

The slope of the saturated vapor pressure found by calling subroutine
FBETA.  A flow chart of FBETA is shown in Figure A-5.  These
calculations are made using the equations 8,  9 and 13  of
Section IV.

Subroutine EQSUB then calculates the equilibrium temperature, in
degrees Fahrenheit using equations  2 thru 12  of Section IV.  The
model may be modified by changing the equations for  the parameters
and replacing the FORTRAN  coding for those parameters.  For example
it is possible that one might derive a new equation  for AA, the long
wave atmospheric radiation.  The new equation can  be installed without
affecting the rest of the  coding.   It should  also  be noted that the
values for A and B in equation  6 can be changed using namelist input.

The resultant distribution is stored in array YEQ, (see Table A-5), and
each pass through EQSUB updates the  proper element in  the array.
Figure A-6 is a flow chart of subroutine EQSUB.

After the last set of data is read  from the input  tapes, subroutine
EQPLT is called to plot the data.   The user has the  option of plotting
both the distribution of equilibrium temperatures  and  any or all of the
five meteorological parameters.
                                  101

-------
                     CALCULATE SATURATION
                     VAPOR PRESSURE AT
                     TEMPERATURE TM
                     CALCULATE SLOPE OF
                     SATURATION VAPOR
                     PRESSURE CURVE AT
                     TEMPERATURE TM
                   CALCULATE STRAIGHT LINE
                   INTERCEPT OF SATURATION
                   VAPOR PRESSURE CURVE AT
                   TEMPERATURE TM
                          RETURN
Figure A-5.
Flow Chart of Subroutine FBETA
                            102

-------
    99
      CONVERT INPUT DATA
      TO PROPER UNITS
     UPDATE PROPER ELEMENT
     OF EACH METEOROLOGICAL
     DISTRIBUTION
   100
                                    r
          CALCULATE
          EQUILIBRIUM
          TEMPERATURE
    5001
                          I	_J
                                          CALL TWOFIT
                     150
                                          CALL FBETA
     UPDATE PROPER ELEMENT
     OF EQUILIBRIUM
     TEMPERATURE
     DISTRIBUTION
Figure A-6,
Flow  Chart  of Subroutine  EQSUB
                         103

-------
The routine scales the X axis such that it plots  from the minimum
equilibrium temperature calculated to the maximum,  and between  the
minimum value and maximum values found for-the other parameters.  The
Y axis is scaled such that the plot can be trimmed  to 8-1/2"  x  11"
and goes from zero occurances to the maximum  number of occurances.
A flow chart of EQPLT is shown in Figure A-7.

Subroutine EQPLT calls subroutine PPLOT to perform  the actual
printer plot.  A sample set of outputs is shown in  Figures A-8
through A-13.

Joint Distribution Option

The joint distribution option processes and outputs the  joint
distributions of up to four meteorological variables  as  stored  in
IHIST.  Subroutine HIST accomplishes two purposes:  it outputs
normalized pairwise distribution matrices, and a  sample  set  of  the
maximum frequencies of the variable combinations.

The pairwise matrices are formed by taking all pairs  of  variables
such that the parameter specified in NHIST(l) is  the  first of each
pair.  The distribution vector IHIST is split into  three (or less)
pairwise distributions in IPUT where, for  instance  IPUT  (I,  J,  1)
is the number of times in the data base when  variable  1  falls in
class I concurrently with variable 2 falling  in class  J.  (Variable
1 here reflects to the parameter specified in NHIST(l) and may  be
any of the meteorological parameters).

IPUT is normalized so that each row adds to  100.   (This  allows
plotting of pairwise conditional probabilities normalized on the
first parameter.)
                                  104

-------
10
I

CALCULATE VALUES
OF X - AXIS


               CALL PPLOT
               CALL PPLOT
               CALL PPLOT
                CALL PPLOT
SCALE AND PLOT
DISTRIBUTION OF
EQUILIBRIUM
TEMPERATURES
 SCALE AND PLOT
 DISTRIBUTION OF
 WIND SPEEDS
SCALE AND PLOT
DISTRIBUTION OF
AIR TEMPERATURE
SCALE AND PLOT
DISTRIBUTION OF
RELATIVE HUMIDITY
Figure  A-7.         Flow  Chart  of Subroutine  EQPLT
                                          105

-------
CALL PPLOT
CALL PPLOT
                          600
SCALE AND PLOT
DISTRIBUTION OF
CLOUD COVERS
SCALE AND PLOT
DISTRIBUTION OF
SOLAR RADIATION
                                                 NO
                 Figure A-7.      — Continued
                                    106

-------
       ECUlLlSPIUf TEMPERATURE              FREQUENCY OF OCCURRENCE

                        6.000    12.000     18.000    24.000    30.000

                ..0..	+ .........+*..*.....+	...+.........»...,
                0  0
                . 0
                . 0
                0
                  c
                    a
                       c
                      c
                    0    0
         68.0CCO*            0
                           00
                         0
                . 0
                            a
                                o
                            0      3
                              0
                           0
                            0                0
         82.00CO+                0
                              (J                0
                                 a
                                                         0
                                           C             0
                                                        0
                                                        0     0
                                                                0
                                                    0
                                                   a     o
         96.00CO*                          0
                                      o       o
                                               0
                                             0
                                   0
                           0
                      C     0
                    a
                    a
                . oo
        IOS.9C99C
                . 0
                .  0
                c
                c
                . 0
                c
                0
                0
                0
        123.9999+ 0
Figure A-8.      Sample Distribution  of Equilibrium Temperature

                                  107

-------
  WINC  SPEEC                          FREQUENCY OF  OCCURRENCE

                  26.000    52.000    78.000   104.000   130.000

          C....*....+.........+..*.»•...+	+.....,...+....
          •
          C
          •
          C
          •
          . 0

              0

     4.8000+    0
          •
          •
                0
          •
                         0
          •
                                 0
          •
                                                          0
     9.6000+
                              0
          •                                                -
                             0
          *
                             0
          •                                                 <
                           0
          •
                         0
    14.4000+
                     0
          •
                 C
          •
          .  C
          •

          . 0
          •
    19.2000+  0
          •
          .0
          •
          . 0
          *
          . 0
          •
          C

    24.00000
Figure A-9.      Sample Distribution  of Wind  Speed

                                108

-------
AIR TEMPERATURE                     FREQUENCY OF  OCCURRENCE

                 6.000    12.000    18.000    24*000    30.000    36*000

         • • U * * * * • * • + * **•** *+• + • • • «**• • • ^* * •** •• ••+*•«• ••••*•+*•*«•• • **+«** i
               o
               c

         .  0
         .  0
             0
         .  0
         •
               0
  65.2000*                Q
                  0
                                       0
                                       0
         *
                                          0
                                                          0
                                0
                                   0
         *
  73.40004                              0
                                                  0
                                                               0
                                       0
                                        0
         •
                                                             0
                                                    0
                                                 0
                                     0
  81.6000*                            0

         I                              0
                                   Q
                                        0
                                                     0

         I                     0
                                       0
                              0
  89.8COO*                0
                         Q

         I              0
                         0
                         0
                     0

         \    0
         . 0
  98.0000+  0
Figure A-10.      Sample Distribution of Air- Temperature

                                 109

-------
RELATIVE  HUMIDITY                   FREQUENCY OF OCCURRENCE

                 4.000     8.000    12.000    16.000    20.000    24.000
         .  Q      0
                  0
             0  0
                0          0
             0
                0                      0
                           0
                           0         0
                                                   0
  34.6COO+                     0               0
                                                 0
                                                 0               0
                                     0                     0
                                                        0
                                0    0
                              0
                     0             0
                                                      0
                         0    0
  50.2000+                0
                                0             0
                              0        0
                              0
                              0 0
                      0
                  0           0
                         0
                           0       0
                      0  0
  65.8000+                       Q
                      0              0
                  0
                           P
         0
                                   Q 0
             0
         .  0               0
                  0      0
         0
  81.4000+  0                       0
         C
         .0               0
         0
         C
         0
         .0               0
         C                     0
         0
         0
  57.0000+       0
   Figure A-ll.      Sample Distribution of Relative Humidity


                                  110

-------
  CLCUO COVER                          FREQUENCY OF OCCURRENCE




                  27.000" " ' 54.000"""  "81.000   108.000   135.000




           * * • * * * * + * * + * * * * * * ***^**««* »*»*+•+U** ***•++**** « * *4^***l
     2.0000*
     4.0000+
     6.0000+
      8.0000+
     10.0000+
Figure A-12.      Sample Distribution  of Cloud  Cover




                               111

-------
        PADIATICN                    FREQUENCY OF OCCURRENCE

                   7. COO    14.000    21.000   23.000    35.000









17









34









52









69





.0
•
*
*
•
*
•
•
•
.4000+
•
•
•
•
•
•
*
•
•
.8000+
•
•
•
•
•
•
•
•
•
.2000+
•
•
•
•
•
•
*
*
•
.6000+
•
•
*
•
•
0
C
0 0
0
C 0
0 0
0
0
0 0
0 0
CO
0
0 0
0 0
0
00
0
C 0
0
OC
OC
0 0
0
0 0
CO
0 0
0
0 0
0 C
0 0
0
0 0
0 0
00
0
0 0
0 0
0
U 0
0 0
0 0
0
o o
00
0 0
              0
          .  0  0
          .0
          C
    87.0000+0
Figure A-13.      Sample Distribution of  Solar Radiation


                               112

-------
The new matrices are output, along with the mean  class and the
class distribution, normalizing factors,  and column  (class) means
of the second variable of the pair.  Following  this,  the maximum
frequencies of data combinations are output.

Figure A-14 is an example of output from  HIST.  Figure A-15 is  a
flow chart of subroutine HIST.

Goodness of Fit Option.

Subroutine DIST tests the fit of a set of data  to the normal,
exponential, or programmer  coded distribution.   (There  are at
present none of the latter).

The data is accumulated in  matrix X; each column  of  X contains  the
data for a single meteorological parameter.  The  sample  mean and
standard deviation are computed from a separate data sample, chosen
by means of the input parameter IINT.

The test of goodness of fit is made using a modified version of
subroutine KOLMO from the IBM scientific  subroutine  package.   The
first output from KOLMO is  Z; the maximum deviation  between  the
actual distribution of the  data and the  theoretical  distribution,
times the square root of the number of points  input. The  second
output is the probability of the  statistic being greater than  or  equal
to Z if the hypothesis that the meteorological  variable conforms
to the distribution being tested  is true.  For  example,  PROB = 0.05
implies that the hypothesis that  the parameter  being tested  is from
the density under consideration can be  rejected with five  percent
probability of being  incorrect.  A  third  KOLMO  output is IERR,  which
is non-zero if an input error has been made.
                                  113

-------
3  TEST HUN KITH BOSTON OATA
        - TFNTK HISTOGRAM DIVISION RtP»€ SENT$ INVALID OR MISSING 0»T1
    PROCESS ?VEPY

    TIM? WlHCnx IS
                    1  RFClVOSt FROM 64SE  YEAR 5? FOR   2 YEARS
    ^    J    4    *i
     5    5    2  1J3
     SC   IS    0    0
                    MONTH     6TO MQNTM  	SMgUR_   11T3 HOUR
0 ClinE  NUM85RS 3f PARAMETERS    |
  INTERVAL SUE FOR CLASSES
  SASE  (ZERO POINT) FOR CLASSES
                                                            -CLASS DEFINITIONS
    riuTIHIT 15
                      0  RtCJROS IN UiMDOtf
     YEAR   ">i *ilNTH   7  STATIL'N  14731FCUND

     YTAR   52 MONTH   I  STATION  94701FOUND
    FREQUENCY TABLES OF  C»TA BY PAIRS
   FIRST PA»AMETER SPC-CIFJFP IS_»L»iYS FIRST PARAMETER Of EACH PAIR.  AND EACH CLASS IS  A COLUHN
    "EAU CLASS NUMBER FOR PARANtTE* NUWSR   2 IS   6.26
   FREQUENCIES OF OATA IN EACH CLASS A<>°
           0         9       1J        T5      'ill
                                                         1J7
                                                                                      6T
   NWMAll/CC OATA SY CLASS FOR EACH PAIR  FOLLOWS. COLUHN 1? IS NORMALIZING FACTO*
   fcnu  10  IS MEAN (RT CLASSI FfK EACH CJLUMN
                                                 TEMP




RH-






CC-






HS"





0.0
0.0
O.J
0.0
O.J
C.n
0..1
0.0
0..)
_ o.:
0.0
".-1
0."
0.3
0. )
0.0
O.3
0.0
0.0
o.j
O.i)
^.1
0.-5
0.0
O.f
0.3
1.1
3.0
0."
3.0
0.0
0.0
1.0
0.0
•>.o
J.B1
S.70
1.3"
K27
5.71
3.0
•1.0
o.c
0.0
3.56
2.70
2. 22
J . ?
0.3
?.1
3.C
1.64
3.14
3.3
6.33
0.0
0.0
0.0
3.0
o.o
0.0
0.0
1.79
5.08
3.42
J.J
2.53
2.63
'J.O
3.0
0.0
V.77
D.81
0.0
4 . "3^
3.0
4.36
.0
.0
.89
.33
.77
O.O
7.14
10.09
O.O
3.33
7.ai
1.92
3.57
25.42
8.2S
7. 59
5. 36
S.26
0.0
IS. 15
0. 3
0.0
0.0
4.69
59.46
31.11
19.51
5.04
2.44
3.57
to. 06
5.66
W.*')
l.Ti
0.0
14.29
13.33
9.09
10.00
21.88
13.18
14.29
25.42
7.46
17.93
13.92
11.84
20.00
17.17
25.17
C.O
0.0
0.0
3.82
10.31
33.33
24.39
27.50
17.07
15.48
14.75
16.35
16.67
5.23
190.00
23.57
23.33
24.24
17.78
IS. 63
16.36
35.71
22.88
6.88
22.07
22.74
10.53
18.57
29.29
25.67
0.3
0.1
0.0
3.73
16.22
31.11
17.07
15.00
26.33
22.62
24.59
IB. 37
41.67
5.75
0.0
o.o
3.33
7.53
.15.56
28.13
27.27
21.43
14.41
7.15
15.86
24.35
17.11
18.57
17.17
9.79
0.0
0.0
3.24
0.0
2.22
24. 3>
17.5J
19.51
2 d • 5 7
15.97
16.35
a. 33
6.04
0.0
15.71
20.00
33.33
25.56
7.81
32.73
23.21
2.97
5.60
19.31
11.39
34.21
25.71
14.14
1. BO
0.1
0.3
2.93
0.0
0.0
7.32
25.00
14.63
14.29
17.21
25.16
12.59
6.52
0.0
14.29
30. Of
25.76
27.78
IS. 75
3.64
0.0
0.0
4.63
15.86











o.oi
0.14
0.30
0.66
0.90
0.64
0.55
0.56
2.36
0.3 '
1.45
!S"??N°"MAI-IZING 2*1*
J«Z» FACTOR; ; TO °'I6
10.03SHOW RELATIVE0'™
l^l FREQUENCY J?9?
0.70W|THIN EACH 1-4J
O'3 CLASS (ROW)
0.0
0.0
2.45
0.0
0.0
2. 44
10.00
14.65
15.48
15.57
12.5*
0.0
6.27
	 \










0.0
o.a
0.0
O.J
0.37
0.45
0.41
0.40
0.41
0.84
1.22
1.59
0.24
0.0
 SUBSET OF EMPIRICAL  DISTRIBUTIONS
	4	9.  	   6_  _    1
      4962
      5962
                                              12
                                              9
                            .JOINT DISTRIBUTION, BY CLASS, TEMPERATURE
                             AND SOLAR RADIATION
                       Figure A-14.
                         Sample  Output From  HIST
                                                     114

-------
             so
                   INITIALIZE
                   STORAGE
             200
                 COMPUTE THREE
                 PAIRED MATRICES
             260
               COMPUTE AND OUTPUT
               MEAN FOR FIRST
               PARAMETER
             350
                 NORMALIZE AND
                 OUTPUT |TH MATRIX
               ALL MATRICES FINISHED?
                  OUTPUT MAXIMUM
                  FREQUENCY JOINT
                  OCCURRENCES
                    RETURN
Figure A-15.
Subroutine HIST Plow Chart
                                115

-------
KOLMO has been modified by adding two new variables to the calling
sequence.  ISRT, which is set non-zero after the  first call to KOLMO
for a given parameter, is a flag to indicate that the parameter has
already been sorted in non-decreasing order.  USEDST is the name of
a programmer coded subroutine which computes the  cumulative probability
distribution for the theoretical distribution under consideration.
USEDST is a dummy subroutine at present, but is available for use in
testing other distributions.

Figure A-16 is a sample DIST output.  Figure A-17 is a flow chart of
subroutine DIST.

Independence Test Option

In the independence test option, data values are  extracted from the
tape and saved in array X.  Each variable  (as selected in NHIST)
is a column of X.  All variables are first  ranked (that is, each
data value is replaced by a number specifying its relative position
within the column).  The Spearman rank correlation coefficient is
then computed and output for each pair of meteorological variables
chosen for the data base.  Following this,  the  array X is re-
ordered to fit the requirements of subroutine WTEST, which computes
the Kendall coefficient of concordance  (a measure of the relation-
ship among all variables).  That subroutine is  called and the
results output.

All three subroutines (RANK, SRANK, and WTEST)  used are part of the
IBM Scientific Subroutine Package1*.  Subroutine RANK operates on one
vector, representing a single variable, at  a time.  The vector is
searched for successively larger elements,  and  ranks assigned
accordingly.  If ties occur, they are each  given  the average rank
of their position in the input.
                                 116

-------
        TEST RUM WITH BOSTON CAT!
         NOTE - TENTH HISTOGRAM DIVISION REPRESENTS  INVALID OR MISSING DATA
         PROCESS EVERY
                 1 RECORDS,  FROM BASE  YEAR  52  FOR
_TJM
   2     3
   5     b
  50    15
                    IS FROM
                    4    5
                    2  100
                    0    0
                     MONTH
0 C^E NUMBERS  IF  PARAMETERS
  INTERVAL  SIZE FOR CLASSES
  BASE (Z=PO POINT) FOR  CLASSES
                                                    &TO MONTH
    3 HOUR
11TO HOUR
                           0 RECORDS  IN  WINDOW
 OUTPUT  IS EVERY
          YEAR   52 MONTH'  7 STATION   14739FOU

          YEAR   52 KfWH   7 STATION
                                                  INDICATOR FOR OPTION CHOSEN



                                                   MEASURE OF DEVIATION, Z I

                                                                 _ PROBABILITY
         niST" IHUTION TESTS FUR VAR1 ABL
                    62 PCfVTS US=Dt
-------
                      COMPUTE SAMPLE
                      STATISTICS FOR
                      VARIABLE I
                        OUTPUT
                        SAMPLE
                        STATISTICS
                       TEST FIT OF
                       VARIABLE I TO
                       DISTRIBUTION
                       IDPT(IT)
                         OUTPUT
                         RESULTS
                         OF TEST
                    ALL TESTS FINISHED?
                     ALL VARIABLES  \ NO
                        FINISHED?
Figure A-17.       Subroutine  DIST  Flow Chart


                                   118

-------
SRANK tests the correlation between two variables  (meteorological
parameters) by means of the Spearman rank correlation coefficients
r .   This coefficient is non-parametric, that  is,  no assumptions are
made as to the underlying distributions of the variables.  The
significance of r  can be obtained by testing  the  hypothesis  that
its value is .different from zero.  For a large number of observations
N(> 10).
                t  =  r
                            N-2
                           1-r
is distributed as Student's  t with  N-2  degrees  of freedom.   This  value
(t) is output in the program; the probability that the  output value
r  is not zero may be determined  for a  fixed significance level by
 s
referring to Table A-6.  A more detailed explanation of both this
test and the following  one may be found in Siegel, Non  Parametric
Statistics for the Behavioral Sciences, 1956, pp. 202-223.   Table
A-6 is abridged from this source.
           Table A-6.
Table of Critical Values of t
(N-2)

40
60
120
CO
Level of Significance
.20
1.303
1.296
1.289
1.282
.10
1.684
1.671
1.658
1.645
.05
2.021
2.000
1.980
1.960
.02
2.423
2.390
2.358
2.326
.01
2.704
2.660
2.617
2.576
.001
3.551
3.460
3.373
3.291
                                  119

-------
Figure A-18 is an example of the output from INDTST, corresponding
to the input of Figure A-l.  For the meteorological variables air
temperature (2), relative humidity(3), sky cover(4) and solar
radiation(5),  the correlation of all pairs of variables is
computed.  The Spearman rank correlation coefficient and the
significance is given for each pair.  Note that the number of points
used is less then the total possible for this interval; the
independence test option accepts only those time points at which
valid observations are present for all selected variables.

The program also computes the Kendall coefficient  of concordance
which tests the degree of association among all the data.  In this
case, the significance (the second number in the line of output
marked ALL VARIABLES) is approximately distributed as chi square.
That is, the probability that the correlation is non-zero is the
probability associated with a value of chi square  as large
as that output.

This coefficient, as computed by the IBM Scientific Subroutine
WTEST,1* has not been found to be of importance in  the present
project; however, its computation may be meaningful in other
contexts.

Figure A-19 is  a  flow  chart  of  the  INDTST  subroutine.

THERMOS Deck Setup
The THERMOS program is run in the OVERLAY mode,  since  several  options
are quite lengthy and since any one  case utilizes  only one  option
(and its associated subroutines).  There are  several ways to arrange
an overlaid deck; the one which has  been used for  this work is
pictured in Figure A-20.
                                  120

-------
TEST  RUN WITH BOSTON CATA
 NOTE  -  TENTH HISTOGRAM  DIVISION REPRESENTS  INVALID OR MISSING  DATA
 PROCESS  FVE«Y
                1 RECORDS,  FROM BASE YEAR  52 TOR
TI ME  WINDOW  IS FROM
  2 """3	  45
  552  100
 50   15     0    0
                      0 CODE NUMBERS OF  PARAMETERS"
                       INTERVAL SIZE FO« CLASSES
                       BASE (ZERO POINT) FOR CLASSES
                                                  2. V? .AJS	
                                                   6 To  MONTH
                                                                3HQUH 	11TO HOUR
 OUTPUT  IS EVERY
                  0  RECORDS
                               WINDOW
   YEAR   52 MCMTH   7  STATION  1W39F']UNO

   YEAR   sz MONTH   7  STATION  94701FOUND
INPEPFN^ENCE JESTS.  NUMBcR OF DATA POINTS IS
                                            593
         VARIABLE NUM9EP
 ALL VARIABLES
                       2
                       2
                       2
                       3
                       3
                       4
4UMBER
3
5
4
5
'5
RANK COW. CO EF
-0.55930579E 00
-0. 33684438 E 00
0.25668406? 00
0.54044139E 00
-0.50242076E 00
-0.63823086E 00
SIGNIFICANCE
-0. 16402451E 02
-0.86971083E 01
0.64564362E 01
0.15615264E 02
-0.141264915 02
-0.201 543 12E 02
PARAMETER

                                                          6.94777644S-31
                                                                            6.22443346E 03
     Figure A-18.       Sample  INDTST  Output  (Independence  Test  Option)

-------
                  OUTPUT PAGE
                  TITLE
            100
                 RANK ALL
                 DATA VECTORS
                 (CALL RANK)
            150
            COMPUTE OUTPUT SPEARMAN
            RANK CORRELATION COEF-
            FICIENT AND SIGNIFICANCE
            FOR ALL PAIRS (CALL SRANK)
              RE-ORDER DATA SO ALL
              DATA FOR ONE VARIABLE
              IS IN THE SAME ROW
             COMPUTE AND OUTPUT
             KENDALL COEFFICIENT OF
             CONCORDANCE AND
             CHI-SQUARE (CALL WTEST)
Figure A-19.
INDTST Flow  Chart
                      122

-------
The program uses one or two Weather Bureau tapes; the Job Control
Language (JCL)  of Figure A-20 reflects this.  The tapes, including
JCL, are discussed in detail in the next subsection  to  follow.  All
examples given are for the standard IBM Operating System; only  the
JOB card and tape identifications  should be  installation dependent.

The PORTP Program

In order to process the Portland  tape, a subset  of THERMOS,  called
PORTP was written.  The following are  the  differences  from  the
THERMOS program to be found  in  PORTP:

    a.  The equilibrium temperature option (IPTN =  1)  was removed,
        since solar radiation  information  is not available.   If
        IPTN =  1  is input, it  is  changed to  IPTN =  2.

    b.  The tape  reads and synchronization were  removed,  and a single
        read statement of the  Portland tape  format  inserted.  This
        reads one hour's  data  at  a time,  in  a slightly different
        format  from the  surface tapes.

    c.  Data decoding reflects the changed format.

    d.  The HEAD  input has been removed;  instead the program prints
        a  notice  to differentiate its output from the THERMOS output.

 Tapes  Used by  the THERMOS Program

 The THERMOS program,  as  presently written, uses a specific  subset of
 the data on two types  of U.S.  Weather Bureau tapes; the Airways
 Surface Observation Tapes,  Series TDF 14 and the Solar Radiation
                                  123

-------
                                  -INPUT DECK (FIGURE B-tl •
    OVERLAY ONE
 OVERLAY ONE
                 //GO. SYSIN  DO
               // VOL-SEB-339C1, PSN-THERMSL2. DCB-IRECFM-VBS. LRECL-276. BLKSIZE-B560], LABEL - I2.SL»
             //GOFT13F001 DD UNIT.ITAPE..DEFERI. DISP-IOLD, KEEP).
'll DSN-THERM2. DCB-IRECFM-FB. LRECL-495, BIKSI2E-49SO
JOFT1JF001 OD UNIT-TAPE, DISP-IOLO, KEEP). VOL-SER-345G1.


WE
	 INOTST 	 	 	 /

HIST 	 	 /



1




     — PPLOT EQPLOT—=~
/EOSUB
VEX LAY ONE
MAIN PROGRAM
00 •
ORTGLG. PARM.LKED»'OVLY. MAP'
1 145-1000. PATMORE, ClASS-F.MSGlEVEL-l.TIME-lO.HtGION-ISOK


i
'I
_[/
Figure  A-20.       THERMOS  Deck  Setup
                                 124

-------
tapes, Hourly 280.  These will be  referred  to  as  the  surface  and solar
tapes, respectively.  Each  tape  contains  hourly observations  spanning
approximately ten years; while a variety  of locations are available
in these series only two  (Fresno and Boston) were employed for this
, project.

The Weather Bureau has  published tape descriptions for tape users
which appear later in this  document.  Here  an  explanation is  given
of the tape formats used  to extract the desired data, the necessary
Job Control Language  (JCL)  for copying the  original tapes to
standard label blocked  tapes, and, in the case of the solar tapes, the
program needed to reorder  the entire tape.

All surface and solar tapes received for this  project were unlabelled,
9 track, 800 bpi.  The  data on  the surface  tapes is ordered
chronologically; on the solar tapes ten years  of data for each month
is given,  starting with the first  month for which observations are
present.

An additional  tape was  also received, which contained one year  (1963)
of surface data for Portland,  Oregon, compiled from Weather Bureau
Deck  144 cards.  This  tape was  labelled, 9 track, 800 bpi.  Tape
 format  and JCL are  described here; the Weather Bureau documentation
 for DECK 144  follows.   The data on the tape may be processed  with the
PORTP program  described previously.

 Surface Tapes
 The surface tapes can be copied and reblocked using the IBM utility
 package IEBGENER and the JCL shown in Figure A-21.   (The reblocking
 is not necessary, but economical.)  In the figure,  SYSUT1  is  the
 input tape; the false volume serial number is a convenience.  SYSUT2
 is the output tape; note that the tape specifications  correspond to
 those in Figure A-20, FT12F001, except that the new tape number  is
 added to the latter.
                                   125

-------
The data on the surface tapes contains X-overpunches to indicate
various extra pieces of information  (such as negative readings).
Columns coded in this way are not directly readable as numbers  by
FORTRAN; the conversion process is cumbersome and time consuming.
However, given the choice between preprocessing the tapes or using
them as is, it was decided to use them as received.  This means that
other surface tapes, from other locations can be used in this program
without modification.  If much processing of this type is to be
done, however, reformatting  (and the consequent change to THERMOS)
should be considered.

At the present time, the THERMOS program reads only that time and
meteorological data for which it has a specific use.  Since each
day is broken into four records of 6 hours each, and since the
program reads a day at a time, the code shown in Figure A-22 is
used to read IDD and IDATA,  as described in Table A-5.  This
corresponds to reading just  those fields checked in the excerpt
from the weather documentation shown in Figure A-23  (the full
document appears at the end  of this  section.)

Solar Tapes

The solar tape contains two  files of data, each representing
approximately 10 years of data from  one station.  Unfortunately,
although the format is as described  in the documentation  (with  the
exception of the information relating to missing records), the  time
sequence has the data arranged on the tape in the following manner:

All years for month 1, all years for month 2,  ....  all years
for month n,

where month 1 is the first month for which data has been reported.
                                  126

-------
to
-s]
                 COLUMN 1
                              //  DSN=THERM2. DCBHRECFM=FB. LRECLM95. BLKSIZE=4950)
                           //SYSUT2  DD  UNIT=TAPE, DISP=
-------
     DIMENSION IDATA(4), IDD(8, 24)

45   DO 50 Jl=l, 24, 6

     J2 = Jl+5

50   READ(12, 801, END=550) IDATA,  ((IDD(I, J),  1=1,  8), J=J1,  J2)

801  FORMAT  (4X, 15, 312, 6 (12, 10X, 12, Al,  12,  7X,  12, Al,
             14X, Al, 37X))
Figure A-22.     Code and Format  for Reading  Meteorological  Variables
                 From Surface Tape
The procedure followed in this case  consisted of  three  steps.   First,
both files of the tape were copied onto  a backup  tape.   The  IBM utility
program IEBGENER was used, with the  JCL  as in Figure A-24.   Second,
one file of the new tape was read into the computer, reordered
through use of temporary disk storage, and then read back into core
in chronological order and put onto  a new unformatted tape.   A new
2-file tape was created in this way.  Figure A-25 is a flow  chart
of the program used, which also eliminated overpunch codes and
reformatted the data  (since an intermediate step  was already a
necessity in this case).  As a result, the output solar tapes contain
only that information called for by  THERMOS; this information is
unformatted and configured so that  it can be read directly into the
arrays ISLD and ISLR described in Table  A-5.  (The full description
of the original tapes appears in the subsection to follow.)

Figure A-26 is an example of the deck setup and control cards for the
program which reorders the solar tape.   Note that the JCL for the
output tape, FT13F001, is the same  as that for the solar input tape
in Figure A-20.  Figure A-27 is  a  sample output from the solar
                                  128

-------
                            V
                                                                  v/
TAPE
DECK
1 4 X X
STATION
NUMBER
X X X X X
DATE
YR
X X
MO
X X
DAY
X X
HR
X X
CEILING
i X X X
VIS
i X X X
WIND
DIR
X X
SPEED
XXX
DRY
BULB
XXX
WET
BULB
XXX
DEW
PT
XXX
REL
HUM
i X X X
SEA LEVEL
PRESS
X X X X X
STATION
PRESS
X X X X
SKY
CONDITION
i X X X X
NJ
VO
8
                    CM
                                g   5
                                Or-
                             S
       S
         §
S
£
§
                                                                     S
F 	
at
X
m
ao
X
'
CLOUDS
1ST
a1
X
t!
X
h1
XXX
2ND
"2
X
<2
X
h2
XXX
£2
X
3RD
a3
X
h
X
h3
XXX
^3
X
4TH
84
X
«4
X
h4
XXX
WEATHER

X
LIQ
RR
X X
FRZN
RRR
XXX
TO
VIS
X X
Ull Un
•vi niu
DIR
X X

XXX
:
X
HR
JXX
in CD r» co 01 o^ruro ^ u>  coo>o «- tsi n ^t in ^

r^
FR
X X
CEILING
i X X X
VIS t
i X X X

S    S
                       o
                       CO
I CLOUDS
7 3RD
a3
X
<3
X
h3
XXX
£3
X
4TH
a4
X
«4
X
h4
XXX
WEATHER

X
LIQ
PR
X X
FRZN
RRR
XXX
TO
VIS
X X
WIND
DIR
X X

XXX
R
M
t
M

                         Csj
                         CO
CVJ
CO
U)
NCSN
CO  CO  CO
 (0
 CO
   CO
   CO
      O
      CO
                            Figure A-23,
                                    Fields  Used  From Surface  Tape

-------
COLUMN 1
                      //
                    DSN-THERMS, DCB-(RECFM*FB, LRECL-1056, BLKSIZE=1056)
              //SYSUT2  DD  UNIT=TAPE. DISPHNEW, KEEP). LABEL»(ltsL)
            //  OSN-THERMSO, DCB=(RECFM=F8, LRECL-1056, BLKSIZE-1056)
          //SYSUT1  DD  UNIT-TAPE, DISPHOLD, KEEP), VOL-SER-WBSOL, LABEL-(i;NL)



        //SYSIN  DD  DUMMY
     //SYSPRINT  DD  SYSOUT-A
   //  EXEC  PGMHEBGENER
 //  TAPE19  JOB  145-1000, PATMORE, CLASSIC. TIME=1,REGION»100K,MSGLEVEL=1
+ CHANGE THIS VALUE TO 2 FOR SECOND FILE
                Figure A-24.
                                  Control  Cards  To  Copy Solar Tape

-------
             IDAY-
             IDAY « 1
                           SKIPPED DAY
                           ON TAN
                                       CONVERT SOLAR RADIATION
                                       AND STORE DATA
                                       UQUENTlALLY IN (PUT:
                                       BLANK RECOAM ARE <0
                                        MOVE MONTH TO DISK
                                        STORAGE, INTO
                                        CHRONOLOGICAL ORDER
                                                            READ ALL DATA
                                                            FROM DI«TO
                                                            COAE TO
                                                          CMftONOt04ICALL>
                                            7
Figure A-25.
Flow Chart of  Program  to  Reorder  Solar  Tapes
                                             131

-------
OJ
                                COLUMN 1-
                                            -.'/ DISP-(NEW. KEEP. KEEP). SPACE-(8438,(132,10))
                                          //GO.FT14F001  DD  UNIT-SYSDA, VOL-SER-ESL001, DSN»USER,N273.TEMP,*+

                                        //DSN-THERMS. OCB-=(RECFM-FB. LRECL-1056, BLKS1ZE-1056), LABEL=(l!sL)

                                      //GO.FT13F001  DD  UNIT-ITAPE..DEFER). DISP-OLD, KEEP), VOL=SER«274G1^+
                                      DCB-IRECFM-VBS, tRECL»276. BLKSIZE=8560),
                                 //GO.FT12F001  DD  UNIT«TAPE, DISP=
-------
        2040  2108  2040   2108  2040  2108  2108  1904
OJ
U)
 2108
 20*0
 2108
 2108
 2040
 21C8
93193
       93193
       93193
2040
2108
2108
2Q40
21C8
210_8_
 52
        52
        52
 2108
 2108
 2040
 2108
 2108
 2040
  7    1
    10
  442
  7  31
    10
	353L
  8    1
    10
  368
2040  2108
1972  2108
2108  2040
2040  2108
1904  2108
2108  2_040
   4"   d"  0"
                          839
                           31
                 66  106
                 60   17
               4   0  C
            696  63  104
             29  57	17_
               0****  0
            738  63  104
             28  55   17
2100  2040  2108
2040  2108  2040
2108  2108  1904
2108  2040  2108
2040  2108  2040
2108  1108  1904
 " 0 "  5  62 ""  8
 11 885  75  112
253  19  59   18
               P    5  22   0
             U 730  70 109
               _-___   _
               0   5" 14" "0
             11 777  70 109
            184  17  34  18
-J10J3
 2040
 2108
 2108
 2040
 2108
 2103_
 "l 66
 12 890
 76   8
  0   6
 12 801
 30 _ 0
  0"   6
 12 791
 28   0
                                                             2108   2040
                                                             2040   2103
2040  2108  2040
2108  2~I08  1904
2108  2040  2108
2040  2103  2040
2108  2108  1972
            2108
            2040
 241  19  38 "   7~
 75 112  13  353
 16  19   3    0
 165  17  34   7
 70 109  13  760
  0  19   0    0_
 148  17  34   ~1
 70 109  13  759
  0  19   0    0
                                                                       2108  2108  2040  2108  2040   2108   2108   1904
                                                                              2108
                                                                              2040
                                                                              2103
       2040
       2108
       2108
 2108  2040
 2040  2108
2108  2040
2108  1904
2040
2108
2108
2103
2040
1904
2108  2108  2040   2108
2108  2040  2108   2040
2040  2108  2108   1904
2108  2108  2040
2103  2040  2108
2108
2040
439  31  60   0 614  43
66 106  14 815  55  95
 0
340  29  57   8 501  41
63 104  14 670  52  92
_0	  	
"333  23" 55   8 505  40
63 104  14 688  52  92
            79    9  753   55  95
           15 665  43  79   16

            76    9  621   52  92
           15 526  41  76   16

           ~7
-------
conversion program:  Lines 1-7 are a list of the number of words
processed in each month's record.  The remaining lines are a dump
of the first and last record of each month, as written on the tape.
The **** represent the code for an invalid  (probably blank) data
point; a large negative number.

The Portland Tape

The Portland tape is a standard label tape  named LJM020.  This
tape was copied and blocked; as input to PORTP, the JCL for
reading it is as follows:

//GO.FT12F001 DD UNIT=TAPE, DISP=(OLD, KEEP), DCB=(RECFM=FM,
                 LRECL=80, BLKSIZE=7200)

This must be used with an installation volume serial number and data
set name.

Weather Bureau Information
The following pages are the Weather  Bureau documentation  for the
solar tape, the surface tape,  and  the  one  year Portland tape
constructed from a Weather Bureau  Deck 144.

Following the Weather Bureau documentation are the FORTRAN listings
for THERMOS, PORTP, and for the  routine that reorders  the solar tape,
SOLR.
                                 134

-------
COPYS280 - TAPS 3J03M2T

Record Posit ion   Field
1 - 5 6tsi
6 - 7 Yea:
8 - 9 tort
10-11 Bay
32 - 13 Eoxa
-I** - 66 1st
67 - 132 RCTX
133 - 193 " '
199 - 2&
£65 - 330
331- 39^
397 - ^62
l»63 - 528
529 - 59^
595-660
661- 726
iioa ITusiber
>•
th
«
hourfo data
2at of 1-66 for 2nd hour's data
* u u u ^rd * •
• n .n H L-*->\ ° **
* " « 5th. " w
n n tt ^-KV ' " » t
" K n 7th " "
n n
w •«
u tt
H tt
727 -'792 i» w n
793-853 «r M _ «
859-92** " " "
925-990 if u it
991 -1056 « •» »
Kecord Gap
" 8th
H 9th
H 10th
B llth
•M 12th
n 13th
" lJ*th
n 15th
" l6^th

n
n
tt
"
n
u
w
H
It

"
It
It'
II
N
n
•*
N
11

1*  16 daylight boxir observations  clvaya vithln ths 3t-cngo of 0^ throush 21)
    ono day's observations ccrrai-ace a topo yecorcT.

2»  Blan.k records ci-e vrittcn on tha  tape for Elsoing observations.  'Each yesr-
    tsonth ie e^sicsd to te 31 days la l^nsth aid 31 records ere allotted on
      pe f O.V each ycar-tziathi  IGcsins records are left
3.  Thera ero eleven years of data fo? each Btstion end o totol of ^,092 records
          of vhich ere "blsnk) ere vrittsn on tapo for each station,*
fc»  Ihero er« lU reeLo of tspa.  Rs-sls 1-13 contain 2 stations each vith one
    end of file after the first  station cud 2 ercl-of-files after tba second
    Station,  Reel 1^ tas only 1 station  foUovred "by 2 end-of- files.

5.  There cxra a total of 27 etatlcns.
                                      135

-------
14-17  Radiation 1/10 langley/hr.

18-19  Solar Elevation

20-22  Extra-Terrestrial Radiation (ETR)  (langleys/hr)

23-24  Sunshine (minutes)

25     Snow cover

26     Opaque

27     Blank

28-29  Solar hour

30-31  Percent of possible radiation

32-34  Visibility

35-41  Weather and/or obscuration to vision

42     Total Cloud Amount

43     Amount (Layer 1)

44     Type

45-47  Height (hundreds of feet)

48     Amount (Layer 2)

49     Type

50-52  Height

53     Summary Amount (1 and 2)

54     Amount'^Layer 3)

55     Type

56-58  Height

59     Summary Amount (1, 2, and 3)

60     Amount (Layer 4)

61     Type

62-64  Height                       136
65     Asterisk
66     Asterisk

-------
COPYS280 (Card Deck 280) (job 0110)

Period of Record:  7/52 - 6/63 (Missing periods indicated below)

Sta. Ko.  Station Name           Missing Periods          CABINET  SHELF  R55L

 12832    Apalachicola, Fla.     6-8/53; 2,3,7-12/5^
 12839    Miami, Florida
 12919    Brownsville, Texas     7/56; 1,2/57; 5-7/58

 137*15    Cape Hatteras, N. C.   7/52                                      11
 13880    Charleston, S. C.
 13897    Nashville, Tennessee   8,9/53
 139l;l    Lake Charles, La.                                                12 ?
 13961    Fort Worth, Texas                                                12-'
 13983    Columbia, Missouri                                               11 I no
 13985    Dodge City, Kansas     2-6/59
          Caribou, Maine                                                    6
 11*753    Blue Hill, Mass.                                                  6
 1U837    Madison, Wisconsin      3/59-2/60;  10/62-6/63                     2
 11*8^7    Sault Ste Marie, Mich.  9/58-6/63                                 3 t}SZ
 11*939    Lincoln, Nebraska       9/55-5/57                                13 1/74

 230l*l*    El Paso, Texas                                                    3 6M-Z-
 23050    Albuquerque, N. M.                                                ^1/t''
 23151*    Ely, Nevada                                                       l)6''^
 23183    Phoenix, Arizona                                                  2 Jk-M-/

 2|*011    Bismarck, K. D.
          Great FeJ-ls, Mont.
          Medford, Oregon                                                   5 4|4;/
 21*233    Seattle, Washington                                              8.6;^7
  93193    Fresno,  California
  93722    Washington,  D.  C.       1-7/53;  12/60-6/63

  91*701    Boston,  Massachusetts                                            9 11'.?
  91*706    New York,  New York     7/59;  11/61-12/62; 3-6/63                Ij* £/£:
                                       137

-------
                    DATA PROCESSING DIVISION, ETAC, USAF
                    NATIONAL WEATHER RECORDS CENTER, ESSA
REFERENCE  MANUAL
SOLAR RADIATION -  HOURLY   280
                                        DECK 280  SOLAR RADIATION  - HOURLY RECORD
U)
00

b)
'a

BTATIOI
•UMC*
OIIIH
ST1TION
MUMBrft
OTiOl
1 1 1 1 1
22221
131J1

rt.
10
r*
66
1 1
22
13

MC.
II
MO
to
1 1
22
11
DO NOT
PUNCH
IN THESE
COLUMNS
7 1 ? n
lltll
99999
1 1 I 4 1
17
tl
39
* i
1 7
II
99
i i


II
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16
n
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S
                                                                                                             OBSERVATION TIME;  Hourly surface  observations are re-
                                                                                                             corded in Local Standard Time
                    Card format (a) dated 1  Jul 59, became effective 1 Oct 5?.   Card format  Cb) dated
                    1 Oct 52 was put in use  about  this date or when stock of previous card became ex-
                    hausted.  In these cards (not  shown) dated 1 Jan $1, Columns 3li-39  and 55-57 were
                    not punched according to headings but to those in card format (b).  See card content.
                  AREA COVERAGEi   Stations  in the United States and a few in the  Pa-
                  cific area.  See map on page 3 and alphabetic and numeric lists on
                  pages I, 5 and 6.

                  HIKIQD OF HECORDi   Jul 52 -
                  A few stations  have records beginning in Dec 51.   Refer to numeric
                  list, pages li-5, for dates  of beginning and ending.

                  Deck Ii70 contains hourly, daily and weekly values of solar radia-
                  tion for the period Jul 15-Jun 52.  Deck 1;30 Solar Radiation  -
                  Summary of Day  is for the period beginning Jul 52.
                                Prior to  1 Jun 57, the surface observations were  taken
                                20-30 minutes past the hour punched in Columns  12-13,

                                1 Jun 57  - 31 fee 6h, the surface observations  were  taken
                                a few minutes before the hour punched in Columns  12-13.

                                Hourly radiation, in Langleys per solar hour, and hourly
                                sunshine  data for the scheduled time of observation  (LST)
                                that  occurs within the solar hour (1ST) are punched.
                              •— — — ~»
                                Prior to  1 Jul 58, the solar data are for the hour begin-
                                ning  on the hour punched.

                                1 Jul 58  - present.  The solar data are for the hour end-
                                ing on the hour punched.  Ihis change made the  hourly
                                data  compatible with the times of the surface observation
                                on Form WEAK 10.

                                Mote:  See additional remarks on page 2 for the relation-
                                ship  of solar hour (TST) and hour (I£T),

                                CODS;  HBAN

                               SOURCE;  Roll-chart recorder forms
                                WB Form 610-8, "Hemispheric Solar Radiation on  a Horizon-
                                tal Surface - Langleys"  (formerly WB  Form 1091A)
                                Form WEAN 10 B
                               Solar radiation hourly cards punched  at stations  in the
                               contiguous United States.
                               Deck lU; punched cards,  hourly weather observations

                     MISSING- DATA IMDICATIOM;  Identification cards  are  punched for miss-
                     ing data for hours between sunrise  and sunset but not when a whole
                     month's record is missing.   Missing data are indicated by blanks in
                     the appropriate field.   In some instances  in Column 25 (Column 33
                     prior to 1 Oct 59) a blank was  used to indicate no  snow cover in-
                     stead of punching "0".
                                                                               Revised:  April 1967
                                                                                                                                                               I'O,.

-------
                  DATA PROCESSING DIVISION, ETAC, USAF
                  NATIONAL WEATHER RECORDS CENTER, ESSA
                                                            REFERENCE  MANUAL
                  SOLAR  RADIATION - HOURLY   280
co
vo
COLUMNS AND ELEMENTS FUKCHEDi  Columns 1-25 and 36-39 are punched.
Prior to 1 Jan 65, Columns 35 and liO-80 were punched.  Punching  of
Columns 3li-35 was discontinued 1 Jan 63.

Elements punched!

 Solar Radiation-Hemispheric (sum of direct and diffuse)
 Solar Elevation
 Extra-Terrestrial Radiation
 Sunshine
 Snow Cover
 Solar Week (discontinued 1 Jan 63)
 Opaque Sky Cover (discontinued 1 Jan 65)
 Solar Hour
 Percent of Possible Radiation (discontinued 1 Jan 65)
 Visibility (discontinued 1 Jan 65)
 Weather and/or Obstructions to Vision (discontinued  1  Jan 65)
 Dry Bulb Temperature "F (discontinued 1 Jan 65)
 Dew Point Temperature "F (discontinued 1 Jan 65)
 Amount, Type and Height of Cloud Layers (discontinued  1  Jan 65)

ADDITIONAL REMARKSi Effective with 1 Jul 57 records,  solar radia-
tion data have been recorded in the International  Fyrheliometer
Scale of 1956.  This scale provides values that are 2.0$  less than
those based on the Smithsonian Scale of 1913>the standard previous-
ly in use.

Solar radiation data are tabulated in terras of True Solar Time(TST)j
all data on Form WBAN 10B are entered in terms of  Local  Standard
Time (LST).  Since solar time varies continuously  with  longitude
and season, it Is frequently different from LST, which  is fixed by
time zone.  It Is Impossible to match exactly solar hours from the
pyrhelioraeter record with the 1ST hour entries on  .Form  WBAN 10B.
Therefore it is necessary to select an hour of observation (I£T)
that occurs within the solar hour, True Solar  Time (TST), from the
pyrheliometer record.

Hourly values of radiation are punched from data on Fora  WBAN 10B
where solar time equivalent of the scheduled time  of observation is
0-59 minutes earlier than the true solar time  of the end  of the
hour of radiation, i.e., the solar time ascribed to the tabulated
hourly radiation values.  A table IB prepared  for  each  station to
 facilitate  the  pairing  of  the surface synoptic observation with the
 hourly data punched  in  the cards.  Because the cards are punched in
 LST,  corrections  are obtained from the table, which determine wheth-
 er an hour  should be added or subtracted, or no correction made, to
 the true  solar  time  of  hourly radiation sralues to obtain the compa-
 rable local standard time  for punching purposes.  See Columns 10-11
 and 38-39 of "Card Content".

 In some instances the hourly surface observation in the WBAH Ko. 1
 card reproduced into the hourly solar radiation card was from a near-
 by WBAS station because the station where the solar radiation data
 were  obtained did not have hourly surface observations.  Stations
 using WBAN  Ko.  1  card data  from other stations are:

 Solar Radiation  Station            WBAN No. 1 Station

 1M3 Blue Hill, Mass.             li73? Boston,  Mass. WBAS
 9li701 Boston, Mass. WBO            1173? Boston,  Mass. WBAS
 9li706 New York,  N.T. (Central Park) H732 La Guardia Field,N.Y. WBAS
 95918 North Omaha,  Nebr.           Ua9U2 Omaha,  Nebr.  WBAS

Note:   12832 Apalachicola,  Fla.  does  not have hourly surface observa-
        tional data from WBAN No.l card  punched into  the solar radia-
        tion card.

Locations measuring hemispheric  solar radiation have a  pyrheliometer
installed in a suitably exposed  location and a recorder installed  in
the office.   Hourly radiation values  are  obtained  at stations  equipped
 with  roll-chart recorders.  Thermoelectric  hemispheric pyrheliometers
are used In measuring hemispheric solar  radiation.   Two types  are  In
use:   a "10-junction" type  in general use, and a more  sensitive  "5C-
Junction"  type used at selected  northern  stations  during months  when
solar radiation is less intense.

CORRECTIONSi  Any errors detected in  this manual should be  called  to
the attention of Director,  national Weather Records  Center, EDS, En-
vironmental  Science  Services Administration,  or Chief,  Data Proces-
sing Division,  Environmental Technical Applications  Center, CSAF.
Please give  specific  instances of  error, and  correct Information if
available.
                                                                            Revisedi   April 1967

-------
DATA PROCESSING DIVISION. ETAC, USAF
NATIONAL WEATHER RECORDS CENTER, ESSA
REFERENCE  MANUAL         SOLAR RADIATION - HOURLY  280
                                      HEMISPHERIC SOLAR RADIATION  HOURLY STATIONS
UiCOMM - ( SS* - *5.«! VI
                                                 Revlsedi April 1967
                                                                                                                   Pag.

-------
DATA PROCESSING DIVISION. ETAC, USAF
NATIONAL WEATHER RECORDS CENTER, ESSA
REFERENCE  MANUAL
SOLAR RADIATION -  HOURLY  280
Station
Number*
X3l*92
XU279
15733
X7L73
X8815
0381*1
03927
03937
01*729
12832
12839
12919
1371.5
13680
13897
1391*1
13961
13983
13985
11*607
U4753
11*820
11*837
Uj81*7
11*939
11*971
230ul*
23050
2J15U
23171)
23183
23236
23273

Station Name
Grand Lake (Cranby) Colo.
Inyokern, Calif.
Matar.uska Agri. Exp. Sta. Alaska
Riverside, Calif.
Tucson, Arizona (Univ. of Arizona)
Oak Ridge, Tenn. WBO
Fort Worth, Texas (See 13961}
Lake Charles ^ La. WBAS (See 1391*1)
Upton, New Tork
Apalachicola, Florida
Miami, Florida WBAS
Brownsville, Texas WBAS
Hatteras, N. C. (See 93729)
Charleston, S. C. WBAS
Nashville, Tenn. WBAS
Lake Charles, La. WBAS (See 03937)
Fort Worth, Texas (See 03927)
Columbia, Mo. WBAS
Dodge City, Kansas WBAS
CaribcUj_Maine WBAS
Blue Hill/Milton, Mass.
Cleveland, Ohio WBAS
Madison, Wisconsin
Sault Ste. Marie, Mich. WBAS
Lincoln, Nebr. WBAS
Lincoln, Nebr. WBO
El Paso , Texas WBAS
Albuauftrcrae , N. Hex.
Ely, Nevada WBAS
Los Angeles, Calif. WBAS
Phoenix, Arizona WBAS
Santa Maria, Calif.
Santa Maria, Calif.

Period
of
Record
1/57-U/57
V57-2/57
V57-3/57
1/57-1*757
V57-V57
7/52-3/57
5/53-
11/61-
7/52-3/57
7/52-
7/52-
7/52-
7/52-3/57
7/52-
7/52-
7/52-10/61
7/52-5/53
7/52-
7/52-
7/52-
7/52-
7/52-7/53
7/52-
7/52-8/58
6/52-8T&
n/57-12/59
7/52-
7/52-
12/51-
1/62-
7/52-
7/52-1V51*
1V5U-

NUMERIC STATION LIST
Missing Lat. N
Data
Period

10/52-12/56
U/52-12/56
6-8/53f 2-3/51*1
7-12/51.
7/56, 12/56-2/57}
5-7/58
8-9/53
2-6/59
6-8/58j 3/59-1/60
10/62-2/61*j5-7/65


13— ^1.«J» tnr.41 1OA7
JjO'll*'
35 39
61 31*
33 58
32 11*
36 01
32 50
30 07
1*0 52
29 1*1*
25 he
25 51*
351^
32 51*
36 07
30 13
32 1*9
38 58
37 1*6
1*6 52
1*2 13
1*1 2U
1*3 08
U6 26
1*0 52
1*0 1,9
31 1*8
35 03
39 17
33 56
33 26
31* 56
31*51*

Long. W
105 '51'
117 1*0
Ub9 16
117 20
110 57
81* 11*
97 03
93 13
72 53
Bk 59
80 16.
97 26
75 1*0
80 02
86 lil
93 09
97 21
92 22
99 58
68 01
71 07
81 51
89 20
81* 22
96 h6
96 2i2
106 21*
106 37
111* 51
118 23
112 01
120 25
120 2?

Elev.
Feet $
631*0
2300
150
1050
21*1*0
91*0
571*
60
88
1*6
1*1
1*8
10
69
61i*
35
706
811*
2625
61*0
670
871
689
729
1189
1316
3951*
5327
6279
126
1139
231*
289

Additional Data (see footnote)
(s) (K) {A; {:;)


s
e;
LJ
S
s
s
s
s
s
s
s
s
s
s
s

H A
H A
A
H A
A ::
H A
H
H k
H
H
u
n
H
H
H
H
H
K
H
H :;
A
H :;
A
H If
H
H U
H
H
H
r.e..

-------
ro
                DATA PROCESSING DIVISION. ETAC. USAF
                NATIONAL WEATHER RECORDS CENTER, ESSA
REFERENCE MANUAL
SOLAR RADIATION - HOURLY
NUMERIC STATION LIST (Cont.)
Station Station Name Period
Number* of
Record
2l,0n Bismark, N. Dakota WBAS 7/52-
21,11,3 Great Falls , Montana WBAS 7/52-
24225 Medford, Oregon WBAS 10/51-
24233 Seattle. Wash.-Tacoma AP 11/51-
261iU Fairbanks, Alaska WBAS 7/52-4/57
26615 Bethel, Alaska WBAS 7/52-4/57
27502 Barrow, Alaska WBAS 7/52-4/57
1,1606 Wake Island WBAS 7A?-h/C7
60703 Canton Island WBAS 7/52-4/57
93193 Fresno, Calif. WBAS 7/52-
93722 Washineton (Silver Hill Obs.,Md.)# 8/53-12/60
93725 Washington, D. C. #(See 93734) 7/52-12/52
93729 Cape Katteras, N. C. (See 13745) 3/57-
93731, Sterling, Va. Dulles AP (See 93722) 11/60-
91,701 Boston, Mass. WBO 7/52-
94706 New York, N. Y. (Central Park) 7/52-
91,918 Omaha, Nebr. WBAS (North Omaha) 6/57-
t Elevation is height of pyrheliometer above MSL.
* WEAN or cooperative number indicated by X.
(S) Sunshine per Hour in Minutes punched in Columns 23-24.
(H) Prior to July 1952 data are available in Card Deck 1,70.
Missing
Data
Period


10/52-12/56
10/52-12/56
10/52-12/56
10/52-12/56
10/52-12/56




10-12/53$ 12/54$
7/595 10/61-12/62 j
3-10/63




Lat. N

46*46'
47 29
42 22
47 27
60 47
71 18
19 17
02 46 S
361,6
38 50
38 51,
35 16
38 59
1,2 21
40 47
41 22




Long. W.

100*45'
111 21
122 52
122 18
147 52
161 48
15647
166 39 E
171 43
119 43
76 57
77 03
75 33
77 28
71 04
73 58
96 01




Elev. Additional Data (see footnote)
Feet f
(S) (H) (A) (N)
1677 S H
3692 S H
450 H
453 H A
160 A
52 A
18 	 A 	
12 A
336 S H
292
72 H N
27
276
157 S H
187 S H
1323 N




(A) For additional period of record see original forms or charts.
(N) Station equipped with Normal Incidence Pyrheliometer.




               UKOMM USA-
                                                              Revlsedi  Aoril 1967
                                                                                                                               tat* c

-------
              DATA PROCESSING DIVISION, ETAC, USAF
              NATIONAL WEATHER RECORDS CENTER. ESSA
REFERENCE MANUAL
SOLAR RADIATION -  HOURLY  280
w

23050
12832
27502
26615
91)701
12919
60703
93729
11*607
13880
Ui820
13983
13985
230i*l*
2315U
26101
03927
.13961
93193
X3lt92
21*11*3
1371*5
ALffiABETIC
Albuquerque, New Mexico
Apalachicola , Florida
Barrow, Alaska
Bethel, Alaska
Bismark, North Dakota
Blue Hill/Milton, Massachusetts
Boston, Massachusetts
Brownsville, Texas
Canton Island
Cape Hatteras, North Carolina
Caribou, Maine
Charleston, South Carolina
Cleveland, Ohio
Columbia, Missouri
Dodge City, Kansas
£1 Paso, Texas
Ely, Nevada
Fairbanks, Alaska
Fort Worth, Texas
Fort Worth, Texas
Fresno, California
Grand Lake/Granby, Colorado
Great Falls, Montana
Hatteras, North Carolina
Inyokern, California
STATION LIST
03937
1391*1
Iti939
11971
X5733
12839
13897
91*706
91*916
23183
X7l*73
23236
23273
11*81*7
21*233
93731*
X6815
Oli729
U1606
93722
93725

Lake Charles, Louisiana
Lake Charles, Louisiana
Lincoln, Nebraska
Lincoln, Nebraska
Los Angeles, California
Madison, Wisconsin
Matanuska, Alaska
Medford, Oregon
Miami, Florida
Nashville, Tennessee
New York, New York
Oak Ridge, Tennessee
Omaha, Nebraska (North Omaha)
Fhoenix, Arizona
Riverside, California
Santa Maria, California
Santa Maria, California
Sault Ste. Marie, Michigan
Seattle, Washington
Sterling, Virginia
Tucson, Arizona
Upton, New York
Wake Island
Washington, 0. C.
Washington, D. C.
                                                              Revised: April 1967
                                                                                                                            fog. 6

-------
DATA PROCESSING DIVISION. ETAC, USAF
NATIONAL WEATHER RECORDS CENTER, ESSA
REFERENCE MANUAL
SOLAR RADIATION - HOURLY  280
CAUD CONTENT
COLUMN


1-5
6-7
8-9
10-11
12-13
lli-17

ITEM O« ELEMENT
Hissing Data

Station Number
Tear
Month
Day
Hour LST
Radiation
Langleys per
Hour

SYMlOLIC
iem«









CARD CODE
Blank
X
x/
00001-99999
XOOOU9999
51-99
01-12
01-31
X/Col. 10
X/Col. 11
00-23
0000-9999
X/Col. Ih

CARD CODE DEFINITION
*
. Missing or unknown data
11 punch
X or 11 overpunch
WBAN Number
Cooperative Station Index
Number
Last two digits of year
January - December
Day of month
Solar hour la one hour
later than LST
Solar hour is one hour
earlier than LST
Hour, Local Standard Tine
0.0 - 999-9
Langleys to tenths
Value partially estimated

REMARKS
See MISSING DATA INDICATION on page 1.

A list of stations with their coordinates, elevation and period of
record is maintained at the National Weather Records Center,
Asheville, N. C. See alphabetic and numeric lists on pages U,
5, and 6 for period of record beginning July 1952.

The day of month is that entered on WBAN 10B.
See Columns 38-39, Solar Hour.
No "X" overpunch in Columns 10 or 11 indicates that the solar
hour and the hour in LST coincide.
See OBSERVATION TIME on page 1.
The radiation is Hemispheric Solar Radiation and is that received
(direct and diffuse) on a horizontal surface. The unit Langley
is one gram calorie per square centimeter.
Solar radiation data are recorded in solar time. The value is
for the solar hour ending at the hour punched in Columns 38-39;
prior to 1 Jul 58, it was for tile beginning OT the hour. The
value is ascribed to the hour of observation (LST), Columns 12-
13, that occurs within the solar hour (1ST).

                                             Revised!  April 1967

-------
DATA PROCESSING DIVISION, ETAC, USAF
NATIONAL WEATHER RECORDS CENTER, ESSA
REFERENCE MANUAL
SOLAR RADIATION - HOURLY  280

COLUMN
18-19
20-22
23-21
25

25-28
25
26-28
29-32

ITEM Ol ELEMENT
Solar Elevation
Extra-terrestrial
Radiation
Sunshine
Snow Cover

Normal Incidence
Radiation
Standard
Elevation
Langleys per
Minute
Normal Incidence
Radiation

SYMBOLIC
mtlK










CARD CODE
01-90
001-999
00-60
0 or Blank
1

1
2
3
k
5
000-999

CARD CONTEI
CARD CODE DEFINITION
1-90 Whole Degrees
1 - 999 Whole Langleys
per hour
0-60 Minutes
None or Trace of Snow
One inch or more

Solar Zenith Distance
0.0°
60.0-
70.7°
75-7°
78.7°
0 - 9-99 Langleys to
Hundredths per minute
See code for Cols. 25-28
•* T
REMARKS
Punched for the appropriate solar elevation as recorded on the
solar elevation table provided for the station. New tables were
put in effect on 1 Jan 65 in agreement with the revised solar
constant. See Remarks for Columns 20-22.
Punched as recorded on the tables supplied each station. Extra-
Terras trial Radiation (ETR) is tile solar radiation received out-
side the earth's atmosphere. New tables were issued, effective
1 Jan 65, based on a solar constant of 2.00 gram calories per
square centimeter normal to the incident solar rays. The former
value was 1.9b.
The value is for the hour ending at the hour punched in Columns
12-13} prior to 1 Jul 58, it was for the beginning of the hour
punched. Where Uie sunshine record is maintained at a local but
separate office, such as a downtown city office, the minutes of
sunshine from that location will be used in the absence of data
from the pyrheliometer site.
Some stations left this column blank to indicate none or tr^.;e.
The snow cover is at the time of the nearest synoptic hour Lo
the local standard hour in Columns 12-13.
Notei This element was punched in Column 33 prior to 1 Oct 59.
Normal Incidence Radiation data were not punched. Columns 25-32
were left blank.
These data are tabulated on WB Form 610-9 (formerly 1091B)
"Normal Incidence Solar Radiation Intensities" in Langleys per
minute and are published monthly for about 7 or 6 stations in
"Climatological Data National Summary".

See Remarks for Columns 25-28.
                                             Revised! April 1967
                                                                Fog.

-------
            DATA PROCESSING DIVISION, ETAC, USAf
            NATIONA1 WEATHER RECORDS CENTER. ESSA
REFERENCE MANUAL
SOLAR RADIATION - HOURLY  280
CABO CON1IKT
COLUMN
29-3?
{Cont.}
33
3U-35
36
37
38-3?

ITEM OI tlEMINT
Illumination
10's of foot
candles
Snow Cover
Solar Wsek
Jpaque
Sky Cover
(one
Solar Hour

SVMIOUC
LET1E*







CARD coot
0000-9999
0
1
01-£2
0
1-9
X
Blank
00-23

CAKb CODE DEFINITION
0 - 9999 tens of foot
candles
None or Trace of Snow
One inch or. more
Solar "Week of Tear
Less than 1 tenth
1-9 tenths
10 tenths

Solar Hour-True Solar Tlrae

REMARKS
This item was not punched. It was the heading of Columns 29-32
on punch cards dated 1 Jan 51 but was replaced by the normal
incidence radiation field on punch cards dated 1 Oct 52.
This column was used for snow cover from the beginning of the
program until 1 Oct 59, when it was changed to Column 25. Col-
umn 33 was left blank beginning 1 Oct 59.
See Remarks for Column 25, Snow Cover.
Punching of solar week was discontinued 1 Jan 63.
Solar weeks are seven-day periods with the first week beginning
1 Jan of each year, except that the last solar week of Dec is an
eight-day period. During leap year, the solar week beginning
2h Jun is an eight-day period.
In punch cards, dated 1 Jan 51, Columns 3k-35 were shown as blank ;
however, the solar week was punched in these columns.
Tenths of sky hidden by clouds and/or obscuring phenomena. Sky
cover through which the sky is visible is disregarded.
1 Jun 62, opaque was re-defined as follows: Those portions of
cloud layers or obscurations which hide the sky and/or higher
clouds. Translucent sky cover which hides the sky but through
which the sun and moon (not stars) may be dimly visible is con-
sidered opaque. This column corresponds to Column 79 in card
deck lUt.
Punching of Column 36 was discontinued 1 u'an 65.

Solar radiation data are tabulated in True Solar Time (TST) in
Langleys per solar hour. The scheduled time of observation (I£T)
that occurs within -the solar hour (TST) is punched in Columns 12-
13. When the solar hour is one hour later than LSI, Column 10 is
"X" overpunchedj when the solar hour is one hour earlier than I£T,
Column 11 is "X" overpunched. When the solar hour and the hour in
I£T coincide, there are no "X" overpunches in Columns 10 or 11.
See Remarks for Columns li-17.

en
                                                         Revised!  April 196?

-------
DATA PROCESSING DIVISION, ETAC, USAF
NATIONAL WEATHER RECORDS CENTER, ESSA
REFERENCE MANUAL
SOLAR RADIATION - HOURLY  280

COLUMN
LiO-ll


hz-Ut







U5-51


W









h6








ITEM OP ElEMfNT
Percent of
Possible
Radiation
Visibility







Weather and/or
Obstructions to
Vision
Liquid
Precipitation








Liquid
Precipitation







SYMBOLIC
LETTM



vw











R-
R
R+
RW-
RW
RW+
ZR-
ZR
ZR+

L-
L
L+
ZL-
ZL
ZL+


CAIO CODE
00-99

X/Col. hO

000-006
006-020
020-027
027-030
030-150
150-950
990



0
1
2
3
h
5
6
7
8
9
0
a
5
6
7
8
9

CARD CONTE
CARD CODE DEFINITION
0 - 99*

100/£ or greater
Statute Miles Increments
0 - 3/8 mile 1/16 mile
3/8 - ? miles 1/8 mile
2-21/2 " 1/h mile
21/2-3 " 1/2 mile
3-15 miles 1 mile
15 - 95 " 5 niles
100 miles or more



Hone
Light rain
Moderate rain
Heavy rain
Light rain showers
Mod. rain showers
Heavy rain showers
Light freezing rain
Mod. freezing rain
Heavy freezing rain
None
Light drizzle
Mod. drizzle
Heavy drizzle
Light freezing drizzle
Mod. freezing drizzle
Heavy freezing drizzle

H T
lEMAIKS
Quotient is derived by division of radiation (Columns lk-17) by
extra-terrestrial radiation (Columns 20-22).
Punching of Columns iiO-80 was discontinued 1 Jan 6£.

7/8 and 1-7/8 punched as 3A and I-3/l, respectively. Prior to
1 Jul 52, 7/8 was not reported and prior to 1 May 53, 1-V8, 1-
3/8, 1-5/8 was not reported. Visibilities reported other than
standard are punched for the next lower value.


These columns correspond to Columns 21-23 in card deck "ihh-
These columns correspond to Columns 25-31 in card deck IHi.




















                                              Revised:  April 1967
                                                                                                              Pogt
                                                                   10

-------
               DATA PROCESSING DIVISION, ETAC, USAF
               NATIONAL WEATHER RECORDS CENTER. ESSA
REFERENCE  MANUAL
SOLAR RADIATION - HOURLY  280
00
CARD CONTENT
COLUMN
hi









18






1.9









5o






ITEM OR ELEMENT
Frozen
Precipitation








Frozen
Precipitation





Frozen
Precipitation








Obstructions
to vision





SYMBOLIC
KTTEt

s-
s
s+
SP-
SP
SP+
IC-
IC
1C*

sw-
sw
SW+
SG-
SG
SO*

E-
E
E+
A-
A
A+
AP-
AP
AP+

F
IF
OF
BD
BN

CARD CODE
0
1
2
3
It
5
6
7
8
9
0
1
2
3
7
a
9
0
1
2
3
h
<,
6
7
8
9
0
1
2
3
k
$

CAID CODE DEFINITION
Hone
Light snow
Mod. snov
Heavy snow
Light snow pellets
Mod. snow pellets
Heavy snow pellets
Light ice crystals
Ice crystals
Heavy ice crystals
None
Light snow showers
Mod. snow showers
Heavy snow showers
Light snow grains
Mod. snow grains
Heavy snow grains
None
Light sleet
Mod. sleet
Heavy sleet
Light hail
Hail
Heavy hail
Light soft hail
Small hail
Heavy soft hail
None
Fog
Ice fog
Ground fog
Blowing dust
Blowing sand

IEMAIKJ







Card code 7 was discontinued 1 Apr 63.
Card code 8 was "Mod. Ice crystals" prior to 1 Apr 63.
Card code 9 was discontinued 1 Apr 63.








Sleet showers is coded as sleet.


Card code ii was discontinued 1 Sep $6.
Card code 5 was "Mod. Hail" prior to 1 Sep 56.
Card code 6 was discontinued 1 Sep 56.
Card code 7 was discontinued 1 Sep 56.
Card code 8 was "Mod. soft hail" prior to 1 Sep 56.
Card code ? was discontinued 1 Sep 56.







                                                            Revisedi  April 1967

-------
               DATA PROCESSING DIVISION, ETAC, USAF
               NATIONAL WEATHER RECORDS CENTER, ESSA
REFERENCE MANUAL
SOLAR RADIATION . HOURLY  280
iU
V)
CARD CONTENT
COLUMN
51






52-514



55-57



58-80















58

ITEM OR ELEMENT
Obstructions
to vision





Dry Bulb
Temperature


Dew Point



Clouds and
Obscuring
Rienomena













Total Amount

SYMBOLIC
lETTER

K
H
KH
D
BS
BY
TTT



TdTd





















CARD CODE
0
1
2
3
h
5
6
000-099

100-199
X01-X99
000-099
X01-X99


















0, 1-9
X
CARD CODE DEFINITION
None
Smoke
Haze
Smoke and haze
Dust
Blowing snow
Blowing spray
0°F - 99" F whole degrees

100 °F - 199° F
-1°F - -99"F
0°F - 99°F whole degrees
-1°F - -99°F


















Tenths
10 Tenths
REMARKS






Card code 6 was effective 1 Jul 52.
Column 52 is punched 0 for O'F and above.

Column 52 is punched 1.
Column 52 is punched X for values below zero.
Column 55 is punched 0 for 0°F and above.
Column 55 is punched X for values below zero.
Columns 52-51* correspond to Columns Ii7-k9, and Columns 55-57
correspond to Columns 36-38 in card deck U4*.
These columns correspond to Columns 56-78 in card deck lliij.
Provision was made for as many as four layers of cloud and/or
obscuring phenomena existing at one time. If more than four
layers existed, the data for levels above the fourth were en-
tered in the remarks portion of WBAN 10B, and were not punched.
Their presence is indicated by the entry for total sky cover.
Layers were punched in ascending order of elevation. All fields
above a layer which prevented observation were left blank. If
two or more types of clouds were observed at the same height, only
the predominating type was punched, their amounts being combined.
For each layer, the amount, type and height were punched, and for
the second and third layer, the summation amount at the level in-
volved was punched, reflecting the total amount of sky covered by
that layer and those below it. The summation total for the fourth
layer is obviously the total sky cover. The summation total is
not necessarily the sum of the individual layers.


                                                               Revised: April 1967
                                                                                                                             PC... 12

-------
             DATA PROCESSING DIVISION. ETAC, USAF
             NATIONAL WEATHER RECORDS CENTER, ESSA
REFERENCE MANUAL
SOLAR RADIATION - HOURLY  280
in
o

COIUMN
59

60























61-63








ITEM Ot eilMENT
Amount of
Lowest Layer
Type of Cloud
Lowest Layer






















Height of
Lowest Layer







SYMtOUC
LETTER



F
St
Sc
Cu
Cb
As
Ac
Ci
Cs
Sf

Cf

Cm

Ns

Ace

Cc












CARD CODE
0, 1-9
X
0
1
2
3
It
5
6
7
8
9
X
I
X
IT
X
5
X
5
X
7
X
9
X

000-990


688

XXX


CAID CONTE
CARD CODE DEFINITION
Tenths
10 Tenths
None
Fog
Stratus
Stratocumulus
Cumulus
Cumulonimbus
Altos tratus
Altocumulus
Cirrus
Cirros tratus
Stratus Fractus

Cumulus Fractus

Cumulonimbus Mamma

Ninbos tratus

Altocumulus Castellanus

Clrrocumulus

Obscuring phenomenon
other than fog
Hundreds of feet
0 - 99,000 feet

Unknown height of a
cirroform layer
Unlimited vertical
visibility

M T
REMARKS












Prior to 1 May 61, code X/2 was Fractostratus (Fs)

Prior to 1 May 61, code X/lj was Fractocumulus (Fc)











Height was recorded to the nearest 100 feet from the surface to
5000 feetj to the nearest 500 feet between 5,000 and 10,000 feet;
and to the nearest 1,000 feet above 10,000 feet.
Effective 1 Sep 56.




            VSCO»M IMA
                                                           Revised:  April 1967
                                                                                                                          FOB*
                                                                                                                             13

-------
DATA PROCESSING DIVISION. ETAC. USAF
NATIONAL WEATHER RECORDS CENTER, ESSA
REFERENCE MANUAL
SOLAR RADIATION - HOURLY  280

COLUMN
6h
6?
66-68
69
70
71
72-7U
75
76
77
78-80


ITEM O> ELEMENT
Amount of
Second Layer
Type of
Second Layer
Heigit of
Second Layer
Summation Amount
at Second Layer
Amount of
Third Layer
Type of
Third Layer
Height of
Third Layer
Summation Amount
at Third Layer
Amount of
Fourth Layer
Type of
Fourth Layer
Height of
Fourth Layer


SYMBOLIC
IETTER 	













CARD CODE
0, 1-9
X
0, 1-9
x/
000-990
XXX
o, 1-9
X
0, 1-9
X
0, 1-9
x/
000-990
XXX
0, 1-9
X
0, 1-9
X
0, 1-9
x/
000-990
XXX

CARD CONIC
CAID CODE DEFINITION
Tenths
10 Tentns
See Column 60
See Columns 61-63
Tenths
10 Tenths
Tenths
10 Tenths
See Column 60
See Columns 61-63
Tenths
10 Tenths
Tenths
10 Tenths
See Column 60
See Columns 61-63

•^ T
REMARKS












                                             Revised:  April 1967

-------
    TAPE
 REFERENCE
  MANUAL
   AIRWAYS
   SURFACE
OBSERVATIONS
    TDF14
   152

-------
                      GENERAL TAPE  INFORMATION
Observations (physical records) are placed  on  tape  in  groups  (logical
records) of six.  Thus, the 24 observations for  each day  are  contained
in four logical record groups.  Space  is always  retained  on tape  for
24-observations per day with missing observations being coded blank.

Beginning January 1, 1965 a new program was initiated  for most Weather
Bureau stations reducing the number of hourly  observations being  punched
from 24 to 8 per day.  These 3-hourly  observations  are punched in local
standard time, the hours selected to coincide  with  the standard inter-
national synoptic times of OOOOGWT, 0300GMT, 0600GMT,  etc. Available
taped LST observations will therefore vary  depending upon the time
zone at a given station.  A few Weather Bureau stations that  are  specially
processed and most Air Force and Navy  stations continue to be available
on a 24 observation/day basis.

The following relationship between tape field  and observation time holds
true for all tapes in this general format:
                        Observat ional Hours

  Tape  Field    Record No. 1   Record No.  2    Record No.  3   Record No.
     101
     201
     301
     401
     501
     601
00
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
17
18
19
20
21
22
23
Notation  of a tape  position  within a field is made according to the
following example:
            105  (-0)   =
            105  (-1)   =
            105  (-2)   =
      units position of wind  speed
      tens position of wind speed
      hundreds position of wind  speed
These notations  hold true for all fields.
Each record within the record group consists of 80 character positions,
including those  for hour,  and the position for record mark at the end
of each record.   Six such  records, plus the record-group identification
                                153

-------
fields of 15 character positions, make up the record group,  495 characters
in length.  The fields within the first observation of the record group
are referred to as fields 101 through 135, those of the second observation
as 201 through 235, etc., up to the sixth and last observation, where the
fields are numbered 601 through 635.  Later in this manual,  the coding of
each meteorological element is described in detail.  All references are
made to fields 101 through 135, or to the fields of the first observation
of each record group.  These references apply by extension to fields
201-235, 301-335, etc., respectively, to the corresponding field or element
of any observation within the record group.  Following the record mark in
the last observation of the record group is the inter-record gap.

The ideal standard tape form would be a coded observation wherein every
element is reduced to a single method of representation, regardless of
source or original coding scheme.  In any actual data family ( a group
of relatively homogeneous weather observations such as surface observa-
tions in all their various forms, that have been assimilated into a raore-
or-less common format); however, this can be accomplished only to a limited
degree.  Elements reported in numeric values, such as wind speed, temperature,
and pressure, may be reduced to a common form, e.g., knots,  fahrenheit,
millibars.  But, elements reported by discrete definitions within code
tables, are not always so compatible; examples of these are  sky condition
and cloud types.  By combining all such code tables for a single element
into an expanded table containing all definitions, one may approach a
uniform code, but in use of such tables one must remember how they were
derived.  If the combined code contains a value for "high obscuration";
for example, one may tabulate the observations for a station and find
no occurrence of "high obscuration", not because it never occurred, but
because at the time the observations were recorded, no provision was made
in the observing instructions to define a "high obscuration".

This reference manual has been compiled mainly for the person whose primary
need is to use the various meteorological parameters as they appear on
tape, and who is not vitally concerned with the myriad coding and observ-
ing vagaries inherent in these data.

Sufficient tables have been included to enable the user to adequately
define the codes found on these tapes.  Those desiring more  detailed
coding and/or observing information may use this manual in conjunction
with the appropriate Card Deck reference manual (Card Decks  I1* 1,If2,11*1*).
Observations are on 7 channel tape, written in the BCD mode  at 556 BPI.

   A        This symbol represents a blank or no punch condition.
  "-A1       X-punch (11 punch).
   * J      Whenever an invalid configuation appears it means that the
  A* /      punched card values did not conform to the standard report-
 AA* \Invalid ing requirements and therefore were unacceptable  for
AAA* (       conversion to tape.
                                    154

-------
The following octal configurations are applicable to tapes in the TDF
1U series:
Octal

  01
  02
  03
  0**
  05
  06
  07
  10
  11
  12
  20
  HO
  HI
  H2
  H3
  HH
  H5
  H6
  H7
  50
  51
  52
  5H
Card Punch

     1
     2
     3
     H
     5
     6
     7
     8
     9
     0
   Blank
   -(11)
   J (11,1)
   K (11,2)
   L (11,3)
   M (11, H)
   N (11,5)
   0 (11,6)
   P (11,7)
   Q (11,8)
   R (11,9)
     (11,0)
   * (11, 8,
Octal

  61
  62
  63
  64
  65
  66
  67
  70
  71
  72
                                                      Card Punch
                                                      A (12,1)
                                                      B (12,2)
                                                      C (12,3)
                                                      D (12, H)
                                                      E (12,5)
                                                      F (12,6)
                                                        (12,7)
                                                        (12,8)
                                                        (12,9)
                                                        (12,0)
                                155

-------
TAPE
DECK
1 U X X
STATION
NUMBER
X X X X X
DATE
YR
X X
MO
X X
DAY
X X.
HR
X X
CEILING
i X X X
VIS.
L X X X
WIND
DIR
* X
SPEED
X_X X
DRY
BULB
XXX
WET
BULB
XXX
DEW
PT
XXX
REL.
HUM.
i X X X
SEA LEVEL
PRESS.
X X X X X
STATION
PRESS.
X X X X
SKY
COND. <
i x x x x

         o
         o
        CM    co    &    m
        o    o    o    o
        o    o  .  o    o
                                                         CM
                                                         o
                                      co
                                      o
                                            Q
                                         tO
                                         O
                                     r-
                                     o
                                          00
                                          o
UI
en
lr
at
x
a
•o
y
CLOUDS
1st
al
y
*1
•)f
hl
_X X^X
2nd
a2
x
<2
x
h2
X X X
12
X
3rd
a3
X
*3
X
h3
XXX
:3
X
4th
\
X
\
X
\
XXX
WEATHER

X
LIQ
RR
X X
FRZN
RRR
X X >
DBS
TO
VIS
X X
WINE
DIR
X X

XXX
R
M
t
HR
X X
                                       :*  m   10
                                                                       O

                                                                       CM
•H  CM  CO

CM  CM  CM
                                                                            j-   in   to   t~
                                                                            CM   CX   
                                                                        CM
                                                                        rt
                                                                         CO
                                                                         CO
                                                                     a-  in  «-H
                                                                     CO  CO  O
                                                                     »H  ^H  CM
HR
X X
CEILING
i X X X
VIS. J
«
i X X X

     o
     (O
o
to
o
to
CLOUDS
3rd
S3
X
tg
X
h3
XXX
=3
x
4th
\
X
tu
X
\
XXX
WEATHER

X
LIQ
RR
X X
FRZN
RRR
X "X 7C
DBS
ro
VIS
X X
«N[
DIP
X X

XXX
R
M
!
w//,
m

CN
(O
                                                        CSI
CN
(D
CMCJ
tD  10
PMCN
tO  tO
       O
       IO
CO
u>
CO

(O
ro
to
CO
to
                                                   Standard Tape  Form  - Airways  Observations

-------
                      IDENTIFICATION FIELDS
FIELD 001 - Tape Deck

 14XX      14 = Primary indicator for observations in this standard
                format.

           XX = Arbitrary numbers assigned to each tape deck and
                usually are indicative of the punched cards from
                which the tapes were generated.

                i.e.:  1440 - Tape deck 1440 generated from card
                       deck 144.
                       1420 = Tape deck 1420 generated from card
                       deck 142 etc.
FIELD 002 - Station Number

 XXXXX      A five digit number used to identify each individual
           station.  These station identifiers are referred to as
           WBAN numbers and are permanently assigned for each re-
           porting station.

FIELD 003 - Year

  XX       Last two digits of the year.  The first two digits are
           an implied 19.

FIELD 004 - Month

  XX       Recorded as the numbered month of the  year.  01 = Jan.,
           02 - Feb., 	 12 = December.

FIELD 005 - Day

  XX       Recorded as the numbered day of the month, from 01
           through 31.


FIELD 101 - Hour

  XX       Hour is based on the 24-hour clock and is recorded as 00
           through 23.  Times are Local Standard  Time unless documenta-
           tion to the contrary is provided.
                                 157

-------
                         OBSERVATIONAL FIELDS
FIELD 102 - Ceiling
iXXX        i = identifier:            Ii2,3 = method of conversion to
                                       hundreds of feet.

            When used in conjunction
            with XXX = 999:            "-" = clear,scattered conditions
                                             or ceiling above 20,000 feet.

                                       "6" = (12 punch) clear, scattered
                                             conditions or ceiling at
                                             10,000 feet or higher.

                                         A  = clear, scattered conditions
                                             or partial obscuration.
                                             Also appears when no special
                                             consideration is indicated
                                             (1949 to-date).
            XXX =                      Ceiling in hundreds of feet, except:

                                       888 ~ ceiling formed of cirroform
                                             clouds of unknown height.

                                       999 - unlimited ceiling.
                                       AAA = unknown

                                       AA* = invalid

FIELD 103 - Visibility
iXXX        i = identifier:    always blank
          XXX = visibility in coded statute miles or fractions thereof.
                             VISIBILITY  TABLE
  Tape Code
    000
    001
    002
    003
    ecu
    005
    006
    008
    009

    010
    012
    014
    016
Visibility

 0 miles
 1/16
 1/8
 3/16
 1/4
 5/16
 3/8
 5/8
 3/4

  1
 1-1/8
 Tape Code     Visibility
  017
  018
  019
  020
  024
  027
030-090
100-950
  990    >
  999
1-1/2 miles
1-5/8
1-3/4
  2
2-1/4
2-1/2
3-9 miles in
increments of
1 mile.
10-95 miles in
increments of
5 miles.
   100
   unlimited
 1-3/8
                                    158

-------
FIELD 104 - Hind Direction

(See also FIELD 133)

   XX       Direction from which the wind is blowing, based on the 16
           point compass.


                       WIND DIRECTION TABLE

    Tape Code                   Direction                Degrees

       11                       North                    349-011
       12                       North^Northeast          012-033
       22                       Northeast                034-056
       32                       East-Northeast           057-078
       33                       East                     079-101
       34                       East-Southeast           102-123
       41*                       Southeast                124-146
       54                       South-Southeast          147-168
       55                       South                    169-191
       56                       South-Southwest          192-213
       66                       Southwest                214-236
       76                       West-Southwest           237-258
       77                       West                     259-281
       78                       West-Northwest           282-303
       88                       Northwest                304-326
       18                       North-Northwest          327-348
       00                       Calm
       AA                       Unknown
       A*                        Invalid
                                  159

-------
FIELD 105 - Wind Speed

  XXX       Wind Speed in knots.

      NOTE: In all cases where position 105 (-0) is a numeric code,  it
            is signed plus, as a device for separating Field 105 from
            106.  This does not apply if the position is coded A or  *.

  XXX   =   000-199 = calm to 199 knots.
  AAA   =   Unknown
  AA*   =   Invalid


FIELD 106 - Dry Bulb Temperature

  XXX       Dry bulb temperature in whole degrees fahrenheit.

      NOTE: Position 106 (-0) is signed plus for all positive tempera-
            tures and minus for all negative temperatures.

  AAA   =   Unknown
  AA*   -   Invalid

FIELD 107 - Wet Bulb Temperature

  XXX       Wet bulb temperature in whole degrees fahrenheit.

      NOTE: Position 107 (-0) is signed plus for all positive tempera-
            tures and minus for all negative temperatures.

  AAA   -   Unknown
  AA*   =   Invalid


FIELD 108 - Dew Point Temperature

  XXX       Dew point temperature with respect to water, in whole
            degrees fahrenheit.

      NOTE: Position 108 (-0) is signed plus for all positive tempera-
            tures and minus for all negative temperatures.

  AAA   =   Unknown
  AA*   =   Invalid

FIELD 109 - Relative Humidity

 iXXX       Relative humidity, with respect to water, expressed in
            whole percent.

   i    «   Indicator of the method used to convert dewpoint temperatures
            and relative humidity percentages, with respect to water, when
            in certain cases these values were originally computed with

                                   160

-------
            respect  to ice.  With the  possible exception of  research
            involving detailed psychrometric investigation this  in-
            dicator  has little significance and therefore is not
            explained further  in  this  manual.

FIELD 110 - Sea Level Pressure

 XXXXX      Atmospheric pressure  reduced to sea level and expressed
            in whole millibars and tenths.

FIELD 111 - Station  Pressure

 XXXX       Atmospheric pressure  at the elevation of the station,
            expressed in inches to hundreths of mercury.

FIELD 112 - Sky Condition


iXXXX       A descriptive symbolic coding of the state of the sky,
            referring in general  to the amount of the celestial dome
            covered by clouds  or  obscuring phenomena.

  i    =    Indicator referring to method of coding.  Usually this
            position contains  an  eleven punch ("-") prior to June 1951
            and is blank from June 1951 onward.

 XXXX  =    Sky condition symbols and/or heights of scattered clouds.

                            SKY CONDITION TABLE

 Tape  Code                       Symbol                  Sky Condition

      0                            Q           Clear or less than  1/10 sky
                                               cover
      1                          -<3)           Thin scattered 1/10-5/10 sky
                                               cover
      2                            0           Scattered      1/10-5/10 sky
                                                                   cover
      3                          -f 0           Dark scattered 1/10-5/10 sky
                                                                   cover
      H                          _(jj)          Thin broken    6/10-9/10 sky
                                                                   cover
      5                            (J)          Broken         6/10-9/10 sky
                                                                   cover
      6                          -f (fl)          Dark broken    6/10-9/10 sky
                                                                   cover
7
8
                                               Thin overcast 10/10 sky cover
                                               Overcast      10/10 sky cover
                                               Dark overcast 10/10 sky cover
                                   v           Obscuration
                                   v           Partial obscuration
                                  161

-------
     In the combinations listed below,  the four-digit field represents  the
complete sky condition report.   The letter "d" represents a digit  from  1
through 9, "hh" represents digits used  for coding height of scattered layer
reported in position 112 (-0),  "0" indicates zero, "-" indicates zone -X,
and "b" represents blank coding.
                    Sky Condition Before June 1951

CODE
_ -r —
0—0.
0— b
0— d
Ohhd
d—
d— b
d— d
dhhd
	
— b
— d
-hhd
PUNQ
12(-3)
0
0
0
0
0
4-9
4-9
4-9
1-9
X
X
X
X
H CODE PO
112 (-2)
X
X
X
X
5SIBILITI
112 (-1)
X
X
X
X
00 thru 95
and qq
X
X
X
00 thru
and 
-------
                         Sky  Condition  Before  June  1951
CODE
b 	
b — b
b--d
bhhd
!***
bbb
PUNCH CODE POSSIBILITIES
112(-3)
Blank
Blank
Blank
Blank
*
Blank
112(-2)
X
X
X
112C-1)
X
X
X
00 thru 95
and 99
A
Blank
*
Blank
112(-0)
X
Bxank
4-6
1-3
*
Blank
CODE DEFINITION AND REMARKS
Thin obscuration reported above
obscuration
Thin obscuration T*epon:ed above
thin obscuration
Thin obscuration reported as the
higher of two symbols, the lower
one beine not scattered «>oh«rj«ari
Thin obscuration reported as the
high.-r of two symbols, the lower
one being scattered
[f any position was punched
invalid (*), the entire field was
coded ****
Unknown
                    Reporting and  Coding Beginning in June  1951

     Four positions  were allowed for punching sky condition, which were
reproduced to tape as  punched.  Beginning in  June 1951,  the  concept  of
sky condition reporting changed.   Instead of  reporting two  symbols,  in
descending order, with height of scattered cloud  , the report  now  consisted
of as many symbols as  necessary to describe the sky,  in ascending  order.
As many as four such symbols  were  punched, the remaining oositions being
punched zero if fewer  than  four symbols  were  reported.  If  more  than four
symbols were reported, the  first three and the last symbols were punched,
unless the symool specifying  the ceiling was   thereby excluded;  in that
case, the first two  symbols were punched in the two left positions,  the
ceiling symbol in the  third position, and the highest symbol in  the  fourth
(right) position.

     Also at that time, the definition of the symbol "-X" was  changed from
thin obscuration to  partial obscuration  and by definition,  all obscurations,
both full and partial, are  surface based.  Obscurations above  the  ground
were reported as scattered, broken, or overcast,  depending  upon  their amounts.


     The digits from 0 to 9 continued with the same definitions  as befcre.
                                        163

-------
                       Sky Condition Beginning June 1951
CODE
0000
dOOO
ddOO
dddO
dddd
-000
bOOO
bdOO
bddO
bddd
b-00
d-00
dd-0
ddd-
ftftftft
bbbb
PINPI
112(-3)
0
1-9
1-9
1-9
1-9
X
Blank
Blank
Blank
Blank
Blank
1-7
1-7
1-7
A
Blank
4 rnnr POR«;TRTT.
112(-2)
0
0
L-9
L-9
L-9
0
0
L-9
L-9
L-9
X
X
L-7
L-7
ft
Jlank
112 (-1)
0
0
0
1-9
l-:9
0
0
0
1-9
1-9
0
0
X
1-7
*
Blank
TTF
-------
                             CLOUD AMOUNT TABLE
The same coding  system is  used for cloud amount,  whether applying to total
amount,  amount for individual layer, summation amount,  or opaque  amount.
        Tape  Code                                    Definition

           0                                    Clear or less  than 1/10
          1-5                                  Scattered or 1/10  through 5/10
          6-9                                  Broken or 6/10 through 9/10
          "-"                                  Overcast or >  9/10
                               CLOUD TYPE TABLE
The same coding system is used for cloud type in all four positions reportable.
Note that X-overpunching was used in the punch card codes, resulting in alpha-
betic codes for some types.

        Tape Code                                   Definition

           0                                   None
           1                                   Fog
           2                                   Stratus
           3                                   Stratocumulus
           4                                   Cumulus
           5                                   Cumulonimbus
           6                                   Altostratus
           7                                   Altocumulus
           8                                   Cirrus
           9                                   Cirrostratus
           K                                   Stratus Fractus/Fractostratus
           M                                   Cumulus Fractus/Fractocumulus
           N                                   Cumulonimbus mamma
           0                                   Nimbostratus
           P                                   Altocumulus castellanus
           R                                   Obscuring phenomenon
                                               Obscuring phenomenon
                                               other than fog
11 it
                                    165

-------
                            CLOUD HEIGHT TABLE
       Tape Code                                         Definition

        000-999                                0 to 99,900 feet (in hundreds
                                               of feet)

          	                                  None (no clouds for which  a
                                               height could be reported).

          	                                  Partial obscuration when
                                               appearing in field 117 and
                                               field 116 is coded "-".

          888                                  Cirroform clouds of unknown
                                               height.

          AAA                                  Unknown

          AA*                                  Invalid code


Heights are recorded in hundreds of feet above station level in the following
manner:
       Nearest 100 ft.                         Surface to 5,000 ft.

       Nearest 500 ft.                         Between 5,000 and 10,000 ft.

       Nearest 1,000 ft.                       Above 10,000 ft.
                                     166

-------
129 - 132 - Atmospheric Phenomena
                                                                    Tape  Code
     Taken  as  a  whole,  the  8 positions may show the absence  of all listed
atmospheric phenomena,  if coded as  follows:
Position
129 (-0)
130 (-1)
130 (-0)
131 (-2)
131 (-1)
131 (-0)
132 (-1)
132 (-0)
Code
0
0
0
0
0
0
0
0
Code Definition
No thunderstorm, tornado, or squall
No rain, rain showers, or freezing rain
No rain squalls, drizzle, or freezing drizzle
No snow, snow pellets, or ice crystals
No snow showers, snow squalls, or snow grains
No sleet, hail, or small hail
No fog, ice fog, ground fog, blowing dust, or
blowing sand
No smoke, haze, dust, blowing snow, or blowing spray
Wind Phenomena —Position 129 (-0)
                                                             Tape Code
Code
0
1
2
3
Symbo 1

T
T+
TORNADO
Code Definition
No thunderstorm, tornado, squall, or other listed
phenomena
Thunderstorm
Heavy thunderstorm
Tornado (Report of tornado or waterspout never
abbreviated)
                                    167

-------
Wind Phenomena - -  Position  129 (-0) (Cont'd)
Code
4
5
6
7
8
9
b
*
Syntool
Q-
Q
0+





Code Definition
Light squall
Moderate squall
Heavy squall



Unknown
Invalid
Liquid Precipitation (No.  1)  -  - Position 130 (-1)
Tape Code
Code
0
1
2
3
4
5
6
7
8
9
b
ft
Symbol

R-
R
R+
RW-
RW
RW+
ZR-
ZR
ZR+


Code Definition
No rain, rain showers, or freezing rain
Light rain
Moderate rain
Heavy rain
Light rain showers
Moderate rain showers
Heavy rain showers
Light freezing rain
Moderate freezing rain
Heavy freezing rain
Unknown
Invalid
                                  168

-------
Liquid Precipitation (No. 2) - - Position 130(-0)
Tape Code
Code
0
1
2
3
4
5
6
7
8
9
b
ft
Symbol

RQ-
RQ
RQ+
L-
L
L+
ZL-
ZL
ZL+


Code Definition
No drizzle , freezing drizzle > or rain squalls
Light rain squalls
Moderate rain squalls
Heavy rain squalls
Light drizzle
Moderate drizzle
Heavy drizzle
Light freezing drizzle
Moderate freezing drizzle
Heavy freezing drizzle
Un known
Invalid
                                     169

-------
Frozen Precipitation (No.  1)  	  Position 131  (-2)
Tape Code
Code
0
1
2
3
U
5
6
7
8
9
b
A
Symbol

S-
S
S+
SP-
SP
SP+
IC-
IC
IC+


Code Definition
No snow, snow pellets, or ice crystals
Light snow
Moderate snow
Heavy snow
Light snow pellets
Moderate snow pellets
Heavy snow pellets
Light ice crystals
Moderate ice crystals
Heavy ice crystals
Unknown
Invalid
Frozen Precipitation (No.  2)	Position  131  (-1)
Tape Code
Code
0
1
2
3
4
5
6
7
8
9
b
is
Symbol

SW-
SW
SW+
SQ-
SQ
SQt
SG-
SG
SG+


Code Definition
No snow showers, snow grains, or snow squalls
Light snow showers
Moderate snow showers
Heavy snow showers
Light snow squall
Moderate snow squall
Heavy snow squall
Light snow grains
Moderate snow grains
Heavy snow grains
Unknown
Invalid
                                      170

-------
Frozen  Precipitation  (No.  3)  -  -  Position  131  (-0)
Tape Code
Code
0
1
2
3
14
5
6
7
8
9
b
*
Symbol

E-,EW-
E, EW
E+,EW+
A-
A
A+
AP-
AP
AP+


Code Definition
No sleet, hail or small hail
Light sleet or sleet showers
Moderate sleet or sleet showers
Heavy sleet or sleet showers ;
-- . . - 4
Light hail
Moderate hail
Heavy hail
Light small hail
Moderate small hail
Heavy small hail
Unknown
Invalid
Obstructions  to Vision  (No.  1)  -  -  Position  132  (-1)
Tape Code
Code
0
1
2
3
4
5
6
7
8
9
b
A
Symbol

F
IF
GF
BD
BN






Code Definition
None listed below
Fog
Ice Fog
Ground Fog
Blowing dust
Blowing sand




Unknown
Invalid
                                      171

-------
Obstructions to Vision (No. 2) - - Position 132 (-0)
                                                                     Tape  Code
Code
0
1
2
3
4
5
6
7
8
9
b
ft
Symbol

K
H
KH
D
BS
BY




_______
Code Definition
None listed below
Smoke
Haze
Smoke and haze
Dust
Blowing snow
Blowing spray



Unknown
Invalid
Conversion Procedures for Deck
     Atmospheric phenomena as punched in Deck 1UU are the model for the standard
tape form.  Therefore, the element was reproduced as punched, with but minor
editing.  Each card column was reproduced without consideration of the field
as a whole, and edited for the valid codes in each, as. are shown in the
standard tape code.  Columns punched with codes other than those described as
a valid meteorological report were reproduced to tape as invalid, "*", and
blanks were coded "A".
                                     172

-------
FIELD 133

  XX
              Special Positions

Beginning January 01, 1964, wind directions
were reported in tens of degrees, based on a
36 point compass.  These values are entered
in this field while directions converted to
the 16-point scale are entered in field 104.
Analogous coding is done for the remaining
related fields of wind speed within each logi-
cal record.
The conversion procedure used was:

         36 Ft.                     to

         35-01
         02-03
         04-05
         06-07
         08-10
         11-12
         13-14
         15-16
         17-19
         20-21
         22-23
         24-25
         26-28
         29-30
         31-32
         33-34
FIELD 134
  XXX
                             16 Pt

                              11
                              12
                              22
                              32
                              33
                              34
                              44
                              54
                              55
                              56
                              66
                              76
                              77
                              78
                              88
                              18
               Special  Positions
The  three positions  in  this  field are  not
required for data in Deck  144.   These
positions are blank  and may  be  used for
future  data requirements.
FIELD 135
  X
               Record Hark

 The  record mark follows the observation to
 indicate  the end of the record.
                                     173

-------
H
-J
                   DATA PROCESSING DIVISION. ETAC, USAF
                   NATIONAl CLIMATIC CENTER, NOAA
                                                            REFERENCE  MANUAL
WBAN HOURLY  SURFACE OBSERVATIONS  144
                                  CARD DECK llttt WEAK HOURLY SORFACE OBSEgyATIOMS
                          '•••'";  ,•;:  ,' i'" v": i:,-i' '}•• ferp,  |;..;!-'; i """"fl  U  ; "";-?•£. •/*14U'-: :' ', bV±':''V' ' •
                  V. •)«0:»V»'.'i i'*  >'5"»i'~i...i;i«»;tJirgiK|*?''  i r«~F!T7t!» Kl n WsPlfijj iivTJt'ljipfliji'.1 iVjr.jji/ci. f5I"'!*.-- . OSiff.
                *,;;,; ;•; ;;,;,•;,, ,;,^^^^
                  j' ? 2 j j:;  2? ii2 2.2; .'..'juaia: •••'• 11 ••*
'.'(i1»ijs~t| r i. s' t ci; i i |t • j '•• •'••  |!
       II    '     '    ;    ' I i j ' i I
•. MM )|7!' 7: ti I, I >ni-«-. «l ;  ' • •  i.-i '
'!'•      I    '  i  I       .....i1
          , :, t ,,,,,-:;i-1f^|j
                .  3 f I 9 J 5 9- S»
                                              I .
                                         ::  '.' ?ij 2! 2 2
                                                                                             iii1:  ?7;;;;:
                                                •» i  s j'i  :• v. \\:
                                                                              . i    !'    M    :   •     '
                                                                   33  3i; 3 J|5;3l-.|3J:|:j1;13Jll3;.lj3; M .:3 55-:J

                                                                          f44>, !«44 i'-.i«4MJ4Jj4
-------
             DATA PROCESSING DIVISION. ETAC. USAF
             NATIONAL CLIMATIC CENTER, NOAA
REFERENCE  MANUAL
VJBAN HOURLY SURFACE OBSERVATIONS  144
-j
ui
CARD CONTENT
COIUMN
21-79
1-5
6-7
B-9
10-11
12-13
lit -16
17-20
17
IB"--
19
HO"'
ITEM OR ElEMENt
Missing Data
Station
Number
WBAN
Year
Month
Day
Hour
Ceiling
Height
Sky Condition
First Sky
Cover Layer 	
"Second Sky
Cover layer
"Third Sky
Cover Layer
"Fourth Sky
Cover Layer 	
STMIOtIC
IETTSR
B





hhh

0
-®
©
-CD)
CD
-®
©
~x 	
"T 	
CARD CODE
Blank
00001-
99999
CARD CODE DEFINITION REMARKS
: Unknown
WBAN Number
; Blank indicates unknown or missing data.
A five digit number formulated to designate the station. A list
of stations with their coordinates, elevation and period of record
! is maintained at the NCC in Asheville, N. C.
00-99 : Last two digits of year \
01-12
01 Jan to 12 Dec ;
01-31 Day of month j
00-23 i LST For information relating to time of observation changes and re-
! duction of punches from 2k to 8 observations per day, reference
' '• SUPPLEMENTARY NOTE A, page 9 and OBSERVATION TIME, page 1.
000-
990
TSx 	
"BBS 	

0
1
2
Ti ~"
5
7
8 - - - -
"Blank
~x 	
Hundred of feet
0-99,000 feet
OnTimted 	 	
Cirroform ceiling,
height unknown

Clear
Cloud cover <.05
Columns 18-20 punched 000
Thin scattered
Scattered
Cloud cover .1 thru .5
Thin broken
Broken
Cloud cover .6 thru .9
Thin overcast
Cloud cover 1.0
Overcast
Cloud cover 1.0
Columns 18 -2C punched 000
Partial Obscuration
Columns 18-20 punched 0-8
0.1 or more but not all sky
hidden by surface based layer
Obscuration
All of sky hidden by a
surface based layer.
Columns 18-20 punched 000.
; Reporting practices are described in SUPPLEMENTARY NOTE E, page ') .
Effective 1 Sep 56. Punching of 888 for Cirroform ceiling, height
unknown, was discontinued on 1 Apr 70.
Four column field for up to h layers. 0 in unused columns.
Thin sky cover is a designation given any layer for which the
ratio of transparency to total sky cover at that level is !£ or
more.
Prior to September 1956 dark scattered, dark broken, and dark
overcast were coded 3> 6, and 9, respectively.
Reporting practices of sky conditions, etc. are described in more
detail in SUPPLEMENTARY NOTE C, pages 9-10.
                                                          Revised:  November 1970

-------
DATA PROCESSING DIVISION, ETAC, USAF
NATIONAL CLIMATIC CENTER, NOAA
REFERENCE MANUAL    HBA.M HOURLY  SURFACE OBSERVATIONS  144
CAID CONTENT
COIUMN
21-23









21-51

2h




2$~










26







USfOw" *SS»
ITEM OR ELEMENT
Visibility









Weather and/or
Obstruction to
Vision

Thunderstorm
Heavy /Severe
Thunderstorm
Tornado
Waterspout
SqUaTT
Liquid
Precipitation









Liquid
Precipitation






SYMBOLIC
lETTEt
vw












T
T+
Tor
~o 	


R-
R
R+
RW-
RW
RW+
ZR-
ZR
ZR+


L-
L
L*
ZL-
ZL
ZL*
CARD CODE
CARD CODE DEFINITION
000-006 10-3/8 miles
006-020
020-027
027-030
3/8 - 2 miles
2 - 2*s miles
REMARKS
1/16 mile increments Refer to Code 3 on page 12.
1/8 mile increments *
1A mile increments Effective 1 Apr 70, visibilities greater
2?s - 3 miles 1/2 mile increments than 7 miles will not be recorded unless
030-150 | 3 - 15 miles 1 mile increments a marker is located at a distance great-
150-950 : 15 - 95 miles 5 mile increments er than 7 miles.
990 100 miles or more
Visibilities reported other
• than standard punched for
*7/8 was not reported prior to Jul 52} and 1 1/8, 1 3/8, 1 5/8 and
1 7/8 until May 53. 1 1/8. 1 3/8, and 1 5/8 were punched as 1, 1*4,
, next lower value. and 1*5 until Jan 56. 7/8 and 1 7/8 are punched as 3A and 1 3/l».
i 1 See page 8 for intensity definition Columns 2U-31.

0
1
2
3
5 	

0
i
2
3
h
5
6
7
8
9

0
i
5
6
7
8
9
None
Thunderstorm
Heavy thunderstorm/
Severe thunderstorm
Tornado - Land
Waterspout - Water
Squall

Hone
Light rain
Moderate rain
Heavy rain
Light rain showers
Moderate rain showers
Heavy rain showers
Light freezing rain
Moderate freezing rain
Heavy freezing rain

Hone
Light drizzle
Moderate drizzle
Heavy drizzle
Light freezing drizzle
Moderate freezing drizzle
Heavy freezine drizzle
See note, page 8, on thunderstorm intensities. ,
Heavy thunderstorm redefined Severe Thunderstorm 1 Jul 6.
Intensity reported prior to 1 Jun 51. Definition is given on page 8.












Codes 1, 2 and 3, light, moderate and heavy rain squalls reported
prior to 19U9. Drizzle intensity explained in SUPPLEMENTARY NOTE
D, page 1C.




«..,.„„, Revised: November 1970 - fe9* 3

-------
DATA PROCESSING DIVISION, ETAC, USAF
NATIONAL ClIMATIC CENTER. NOAA
REFERENCE MANUAL
WBAN  HOURLY SURFACE OBSERVATIONS  144

COLUMN
27







25







29






30





31










ITEM OH ELEMENT
Frozen
Precipitation






Frozen
Precipitation






Frozen
Precipitation





Obstructions
to Vision




Obstructions
to vision









SYMBOLIC
UTTER

S-
S
s+
SP-
SP
SF+
IC


SW-
SW
SW+
SG-
SQ
i_ SO*

IP-
IP
IP+
A

AP


F
IF
GF
BD
BN


K
H
KH
D
BS
BY



CAKD CODC
0
1
2
3
h
5
6
8

0
1
2
3
7
8
9
0
1
2
3
5

8

0
1
2
3
i»
5

0
i
2
3
a
5
6


CARD CONTS
CARD CODE DEFINITION
Hone
Lijjit snow
Moderate snow
Heavy snow
Light snow pellets
Moderate snow pellets
Heavy snow pellets
Ice crystals

None
Light snow showers
Moderate snow showers
Heavy snow showers
Light snow grains
Moderate snow grains
Heavy snow grains
None
Light Ice Pellets
Moderate Ice Pellets
Heavy Ice Pellets
Hail

Small Hail

None
Fog
Ice fog
Ground fog
Blowing dust
Blowing sand

None
Snoke
Haze
Smoke and haze
Dust
Blowing snow
Blowing spray

Revised; November 1970
N T
1
, REMARKS

!




Code 7, 1C - and code 9, 1C +; intensity reported prior to 1 Apr 63
j
|



Codes k, 5 and 6, light, moderate and heavy snow squalls reported
prior to 1914?.


TYior toTApr 70 Ice Pellets were coded as Sleet (E-, E, E*). On
this date Sleet and Small Hail were redefined as Ice Pellets.
Ice Pellet Showers (IW) are coded as Ice Pellets; Sleet Showers
were coded as Sleet.
Hail intensities reported prior to 1 Sep 56: Codes h, 6 7 and
9, A-, A+, AP- and AP+.
i Deleted 1 Apr 70; redefined as Ice Pellets.

SUPPLEMENTARY NOTE K, Page lOexplainE the reporting practices of
these elements.
OBSTRUCTIONS TO VISION are recorded only when the visibility
is less than 7 miles.









Effective 1 Jul 52.

Pont It

-------
DATA PROCESSING DIVISION, ETAC, USAF
NATIONAL CLIMATIC CENTER, NOAA	
                                                            REFERENCE MANUAL
\'.'BAN  HOURLY  SURFACE  OBSERVATIONS   M4
CO

COLUMN
32-35
36-3;
W-ka
kl-h2
«3-W

50-52
53-55
56-79
56

ITEM O* ELEMENT
Sea Level
Pressure
Dew Point
Temperature
Wind
Direction
Wind Speed
Station
Pressure
Dry Bulb
Temperature
Wet Bulb
Temperature
Relative
Humidity
Clouds and Obscur
ing Phenomena
Total Sky
Cover

STMIOLIC
LETTIB
PPPP
^
dd
ff
PPPP
TTT

RH
-


1 CA«D COOI
ooi «;-
| 9999
i
000-099
X01-X99
00-36
00-99
x/
1000-
3999
ooc-19 9
X - X
100 199
000-199
000-100

0-9
X
CARD C O N T [
CA»0 CODE DEFINITION
Millibars and tenths
O'-OO - 10CO.O mb
9999 * 999-9 mbs.
; o to 199
Whole degrees F.
-1 to -99
X in Column 36 for
negative values.
True direction, in tens of
degrees, from which wind is
blowing (Code 1, page 12 eff.
1 1 Jan 61i)
. Knots
X overpunch in Column lil
indicates 100 or more knots
10.00 to 39.99 inches to
Hundreds H .
Whole degrees F.
0 to 19>
TTto -99
-IOC to -199
Whole degrees F.
0 to 199
-1 to -99
0 to 100 whole percent
Cols.

Tenths
10 Tenths
N •
REMABKS
Thousands digit not punched.
Antarctic stations, see SUPPLEMENTARY NOTE H, page 11.
AWS punched 3-hourly only effective 1 Jul 58.
. Before 19h9, dew point was computed with respect to ice if
temperature was below 32°F. Beginning Jan Ii9, it was computed
with respect to water regardless of temperature.
Prior to 1961*, wind directions were reported according to Code 2,
1 page 12.
See SUPPLEMENTARY NOTE H, page 11, for punching procedures at
Admundsen-Scott Station, Antarctica,
Prior to Jan 55 in miles per hour at AF and WB stations; in
! knots at most Navy stations.
! Station pressure is the pressure at the assigned station elevation.
j AWS punched 3-hourly only effective 1 Jul 58, 6-hourly effective
I 1 Jan Ck, and 3-hourly eff. on receipt of order dated 1 Jun 6$.
iJolumn hi punched X or X^overpunch for values below zero.
Column 50 punched X for minus. AWS began phasing out punching wet
bulb data ] Jul 58. WB and Navy discontinued punching wet bulb
data 1 Jan 65. See SUPPLEMENTARY NOTE F, page 1C for hygrother-
mometer input. For methods of computation of wet bulb temperature
and relative humidity, refer to page 13.
AWS discontinued punching Columns; 53-55 1 Jul 5>. *fB discontinued
punching Columns 53-55 1 Jan 65 . IMS, effective 1 Apr 7n, RH is
punched only when entered on Form 1-1<"B; entry of RH on form is
optional, ftelative humidity computations respect to ice, etc.
reporting practices explained in SUPPLEMENTARY NOTE F, page 1C.
See SUPPLEMENTARY NOTE G, page 11 for information on cloud layers.

                                                          Revised: November 1970

-------
        DATA PROCESSING DIVISION, ETAC, USAF
        NATIONAL CLIMATIC CENTER, NOAA
REFERENCE  MANUAL      11BAN HOURLY SURFACE OBSERVATIONS   144
CARD CONTENT
COLUMN
57

58


















59-61





62

63

6t;-66

ITEM OR ELEMENT
Amount of
Lowest Layer
Type of
Cloud

Lowes t
Layer
















Height of
Lowest Layer




Amount of
Second Layer
Type of
Second Layer
Height of
Second Layer
SYMBOLIC
LETTER


F
St
Sc
Cu
Cb
As
Ac
CAKO CODE
CARD COD6 DEFINITION REMARKS
0-9 Tenths Weather Bureau stations reported detailed cloud observations (Cols.
X 10 Tenths ,56-78) only every 3 hours, based upon the time of synoptic obser-
0 | None/clear ;vations, until June ly^l and Jan iy6i> -present. Only Col. 56, To-
1 1 Fog jtal Sky Cover, was punched for the intermediate observations.
2 i Stratus Beginning Jun 51, complete cloud observations were reported and
3 Stratocumulus i punched (Cols. 56-79) for every record obs. as was the practice
h Cumulus wi'Ul Air Force and NavV stations. In all cards of FAA(CAA) sta-
5 ^Cumulonimbus tions, Cols. 57-78 are not punched.
6 : Altostratus Notes Air Force stations coverage beginning 1 Jul 55, Cols. 57-
7 /nt^mrniiis ?9 were reduced from hourly to 3-hourly punching. Except for
Oi i Q • cirrus ; Korean and down range stations, punching of Cols. 53-61 and 63-
Cs o Cirrostratus 79 was diEC°nt*nued °n 1 Jan 6tt and Cols. 57 and 62 on 1 Jul 65.
Stfra I * Stratus Fractus ' ST was contraction prior to 1 Apr 70.

Cufra

Cbmam
Ns
Accas

Cc















2 Fs (Fractostratus ) prior to 1 May 61.
X 1 n, 	 T,,,. £•„,.,„,- Cf was contraction prior to 1 Apr 70.
c
A
5"
X
5
X
'
X
9
X

000-990

888

XXX

0-9
X
0-9
x/


Fc ( Fr a c to cumulus prior to 1 May 61.
Cumulonimbus mamma
Nimbostratus
Cm was contraction prior to 1 Apr 70.

Altocumulus Ace was contraction prior to 1 Apr 70.
castellanus
Cirrocumulus

Obscuring phenomenon
other than fog
Hundreds of feet
0 to 99,000 ft.
Unknown height of a
cirroform layer
Unlimited vertical
visibility
Tenths
10 tenths
See Column 58

See Columns 59-61







Effective 1 Sep 56 through 31 Mar 70.

Clear, no clouds reported or surface based partial obscuring
phenomena (first layer only).






vo
             (55* »SM(vnlt
                                                      Revised: November 1970
                                                                                                                          POQ.  6

-------
CO
o
             DATA PROCESSING DIVISION. ETAC, USAF
             NATIONAL CLIMATIC CENTER, NOAA
REFERENCE MANUAL
WBAN  HOURLY SURFACE OBSERVATIONS  144

COIUMN
67
68
69
70-72
73
7U
75
76-78
79
80


ITEM OK HE/WENT
Summation Amount
at Second Layer
Amount of
Third Layer
Type of
Third Layer
Height of
Third Layer
Summation Amount
at Third Layer
Amount of
Fourth Layer
Type of
Fourth Layer
Height of
Fourth Layer
Total Opaque
Sky Cover
Not used


STMJOIIC
IETTW












CAUD CODE
0-9
X
0-9
X
0-9
x/

0-9
X
0-9
X
0-9
X/

0-9
X


CARD CONTE
CARD CODE DEFINITION
Tenths
<_ 10 tenths
f Tenths
10 tenths
See Column 58
j
See Columns 59-61
Tenths
10 tenths
Tenths
10 tenths
See Column 58
See Columns 59-61
Tenths
10 tenths


N T
HEMABKS


|


i
1
1
Effective Jun 51.
1 Jun 62 - Opaque Sky Cover was re-defined: Those portions of
cloud layers or obscurations which hide the sky and/or higher
clouds. Translucent sky cover which hides the sky but through
which the sun and moon (not stars) may be dimly visible will be
considered as opaque.
1 Apr 70 - Opaque Sky Cover: The amount (to the nearest tenth) of
cloud layers or obscuring phenomena (aloft or surface-based) that
completely hides all or a portion of the sky and/or higher clouds
that may be present.


            UUOMM US* ASMIV
                                                         Revised:  November 1970
                                                                                                                             fog. 7

-------
              DATA PROCESSING DIVISION. ETAC, USAF
              NATIONAL CLIMATIC CENTER, NOAA
                                                        REFERENCE  MANUAL      *BAN HOURLY  SURFACE  OBSERVATIONS   144
                                       METHODS   FOR   DETERMINING   INTENSITY  OF WEATHER
09
          THUNDERSTORM
               1945 -
THUSUF.RSTOHM - Ch< racteriied by ocsasionsl or
fairly freotent flashes of lightnin?; weak to
loud peals of thunder; rainfall,  if  any, light
or moderate,  and  rarely heavy;  hail,  if eny, .
light or moderate; wind not in  excess of 40
miles per hour or 35 knots; and no large temp-
erature drop with passage of the  storm.
Note: Kind speed  chrnged to knots on  1 Jsn 1955,
1 Jul 68 - Redefined,  A thunderstorm is a local
storm produced by cumulonimbus  cloud, and is
always eceompenipd by lightning and  thunder,
usually »ith strong gusts of wind, and some-
times with heil.  The intensity of a  thunder-
storm is bused on the following ch«recteris-
tics, observed viithin the previous 16 minutes:
Kind gusts less than SO knots and hail, if any,
less then 3/4 inch in diameter.

HfcAVY THUVUF.RSTOfiM - Characterized by nearly
incessant, shsrp  lightning; loud  Deals of si-
most continuous thunder; heavy  rain  showers;
hail of any intensity; rind in  excess of 40 mph
(35 knots) as the storm nasres  overhead; and a
racid drop of temperature, as much PS 20° F in
5 minutes with the oassage of the storm.
1 Jul 68 - Redefined RS Ef.VEF.F.  THUNDERSTORM.
The intensity is  based on the following char-
acteristics,  observed within the  previous 15
minutest Wind pasts of 50 knots or greater or
rail, 3/4 inch or greater.
                         GUSTS  OF  WIND
                             1945 - 1951
                      •RAIN ST'ALLS,*SNOW  S^UCLLS, SOJALLS
              Light    .  Gusts of 24 mph or  less  (21 knots)
              Moderate  -  Gusts of 25-3a mph  (22-34 knots)
              Heavy    -  Gusts of 40 mph or  more  (35 knots)
                   'Soualla reported separately aft' r 1948.
              Intensity of soualls discontinued 1 Jun 61
                                                                  GUSTS   OF   WIND  (CONTINUED)
                                                             1 Jun 51 - A SQUALL is a  strong wind that in-
                                                             creases suddenly in speed, maintains a peak
                                                             speed of 19 mph  (16 knots) or nore over a period
                                                             of two or more minutes, and decreases in speed;
                                                             similar fluctuations will occur at succeeding
                                                             intervals, (reported if occurred within IS
                                                             minutes of time  of  observation)
                                                             1 Apr 70 - A SHJALL is a  sudden increase of  wind
                                                             speed by at least 16 knots and rising to 22  kts
                                                             or more and lasting for at least cne minute.
                                                             vreoorted if occurred within 10 min. of obs)
          RATE  OF  FALL
               1S45 -
       SAIN,  FAIN SHOWS, FF.EEZIS3 FAIN

Also DhlZZLE  (1945-1946),  Si'ljlf.,  y«OV, SKjF.U.E,
SiJOV« PhLLF.TS, when accompanied ty other rrecici-
tation  or  obstructions to  vision.
Light    - Trecc  to  O.10  incr. ppr hour;  maximum
           O.Ul incn in six minutes.

Moderate - 0.11 to 0.30 inch Dtr hour;  more
           than 0.01 to 0.03"inch in six  nin.

Heavy    - More than 0.30 inch per hour;  •nore
           than 0.03 inch in six minutes.

      When measurement of rate of fall »ras
      imprectieable, the intensity »'6s  de-
      termined  visually.
                                               RATE  OF  FALL  AND   ACCUMULATION
                                                                  1946 -
                                                 HAIL,'SMALL HAIL,'SLEET,«ICE PELLETS
                                               l_Apr 70 -*Slett  ani«Smell Heil redefined as
                                                         •Ice Pellets
                                               Light    - Few pellets  falling with no appreci-
                                                          able accumulation.
                                               Moderate - Slow accumulation.
                                               Heavy    - Rapid  accumulation.
                                                   VISIBILITY   PRECIPITATION
  SWt,  E.Nuft SH-Jlf.F.rt;, SriJft PILLS- VS,
  mtZJHG  Dhli/LL, ViOY. GRAINS
               (when occurring alonr)
 L.ight   - Visibility 5/6 mile or  greater
 Moderate - Visibility 5/16 - 1/2 mile,  inclusive
 H.eovy   - Visibility 1/4 mile or  less
 1S45 -  Kor ell forms of snow, when occurring e-
 lone,  intensity was determined by  visibility, as
 £ho»n above.   Intensity of drii?le, when occur-
 ring, elor.e, war deUTnined by visibility ir. 1S45
 -1&46 ar.d after Kay 1951 -

 1CP. CKYSTALS with an intensity of  greater than
|| "very light" will he rtrely observed.   Above
; criteria v.i.re  referred to if needed,
 1  Apr 63 - Reporting of intensities of  ICi
           CF.YSTALS was discontinued,
                                                an  47-lay 61, whether elsne  or not, and niter
                                               May  51, when accompanied by otner precipitation
                                               or obstructions to vision.
                                                        DRJZZLfc, FJiEfcZlSG UhlZZLE
                                                Light    - Trace to 0,01  inch per hour
                                                Moderate - More than 0.01 to 0.02 inch/hour
                                                Heavy    - More than 0.02 inch per hour.
i                HAZE
                 194ft -
 tif.ZL     - Visibility 6 miles  or  less, but
            rarely below 3 miles.
 U/«T HAZF. - Visibility 6 miles  or  lets, but
            rarely 65 low as  1  1/4 piles.
            •Jot reported after  1»48.
                                                MOTE;  The intensity  "Very light" (lets  then
                                                       "Light") wes not used before June  1951.
                                                        It is  ounched as "Light" for ell
                                                        elements.
             VtCQIf* (Si*
                                                                                Revised:  November 1970

-------
                     DATA PROCESSING DIVISION, ETAC, USAF
                     NATIONAL CUMATIC CENTER, NOAA	
                                                          REFERENCE  MANUAL     VBAN  HOURLY SURFACE OBSERVATIONS   144
H
00
sumacarTAHT MOTE At   OBSERVATION TIME  columns 12-13
The tine punched is that of the record observations, taken dur-
ing the last ten minutes of the hour punched.  Prior to Jun 57
the last ten minutes - on the half hour.  Minutes are disregard-
ed in punching.  All "War Tines" and "Standard Meridian Tines"
were converted to Local Standard Time before punching.  For Air
Force stations in the United States, the times were punched in
accordance with the established tine zones.  Time entries for
Air Force stations outside the United States were edited prior
to punching and where necessary converted to the Local Standard
Tine of the nearest meridian evenly divisible by 15 degrees.

SUPPLEMENT ART MOTE Bi   CEILHKJ HEIGHT  Columns Uj-16  '
Ceiling was recorded in hundreds of feet above the ground to
nearest 100 feet up to $000 feet, to nearest 500 feet up to
10,000 feet, to nearest 1000 feet above that.  Before 19l»9, Air
Force stations recorded ceilings up to and including 20,000 feet,
above which point the  ceiling was classified as unlimited; Weath-
er Bureau and Navy stations recorded ceiling only up to and in-
cluding 9,500 feet, above which point the ceiling was considered
unlimited.  Beginning in 19l»9, ceiling was re-defined to Include
the vertical visibility into obscuring phenomena not classified
as thin, that, in summation with all lower layers, cover 6/~LO or
more of the sky.  Also at that time all limits to height of ceil-
ing were removed, so that unlimited ceiling became simply less
than 6AO sky cover, not including thin obscuration.  Then, begin-
ning 1 Jun 51, ceiling heights were no longer established solely
on the basis of coverage.   The ascribing of ceilings to thin broken
or overcast layers was eliminated.  A layer became classified as
"thin" if the ratio of transparency to total coverage at that lev-
el is \t or more.


SUPPLEMENTARY NOTE Ci   SKI CONDITIONS  Columns 17-20
Jan 19li5-Dec 19U8*  If there is only one cloud symbol, except for
low scattered and obscured, Column 17 was punched with appropriate
code, Cols. 18-19 with "X" and Col. 20 was left blank.   If clouds
were high (above 9,500 ft.) Col. 17 was X overpunched.  If clouds
were low scattered, "0" was punched in Col.17, height in Cols. 16-
19, and code in Col. 20.  Cols. 18-19 were left blank if height
was missing.  When two cloud symbols were reported, the higher cloud
was punched in Col.17 and the lower in Col. 20.  In 19U6, obscured
                                         (continued on next page)
                                                                                                                  TABLE OF SKI CONDITIONS

                                                                                                             The table below shows the punching practices in
                                                                                                             Columns 17-20 for the periods Jan Ii5  through Dec
                                                                                                             W, and Jan 1|9 through May 51.
                                                                                                                                                 1946.1948  1949-6/61
SIT CONDITION REMARKS T7JI3
Clear O O'Jt
• i . .. ' i
Low Scattered (J) mt 2600 ft 02
High Scattered Q) Aover 9500 ft) X
Hi Sotd Lwr Sotd 0/96 Q it 9600 ft X
! J 9
Broken at 12000 f t 12 (Q) 6 X
High Brka Lwr BrkndMQ) Ceiling 6000 ft X
' 6 '1
High Ore Lwr Sotd at 2500 ft©/® IX
8 2
High Ore Lwr Brkn®/® X
8 X
Overeait Q) 8 X
Uve Setd «t 30OO ft Q 3OQ a 3
Ore Brim at 2SOO f t © 26 © 8 X
Obscured x OX
Thin Obibured -X OX
lU
x
6
X
6
X
x
§
X
X
0
X
X
X
to
0
2

2

6
2
6

2
6
X

1













1718
olx
OJ2
i
j
T
o;x
6 X
6 2
8 X
OX
a 3
• ;*:
o'x:
o x1
i32o
10
6 Z
1
9:2
52
X 5
X 6
6 2
X 6
x e
0 2
16
X X
X
                                                                                    Revised:  November 1970

-------
                 DATA PROCESSING DIVISION, ETAC, USAF
                 NATIONAL CLIMATIC CENTER, NOAA
                                                           REFERENCE MANUAL
                   VJBAN  HOURLY  SURFACE  OBSERVATIONS   t44
CO
W
                                    C (Continued)
alxy ma reported only when heavy obstructions to vision and/or
heavy precipitation reduced the ceiling to zero and/or the  visi-
bility to less than % milej and when the visibility was ^ mile or
more, a sky symbol was always reported.  Effective  1 Jan hi,  the
symbol "X", for obscured sky, received the same latitude of usage
as all other symbols.  "X" then represented sky cover of 6/10 or
more, obscured by precipitation or obstructions to  vision either
alone or in combination with lower clouds, and irrespective of
higher clouds and ceiling and/or visibility limits.   In August
19li7, the use of "-I", for thin obscured,  was authorized.   Inl9l*6
if a layer of scattered clouds above a layer of broken clouds  was
clearly observable, it was so reported.   In 19li7 and 19U8,  symbols
corresponding to higher cloud layers indicated the amount of sky
covered not only by their respective layers,  but by  all layers be-
low them.  In all years,  the presence of few clouds  (less than
1/10) was recorded in Remarks.

Jan k9 through May 51: Wien only one  sky  symbol was  reported it
was punched in Col. 20.   The use  of  an "X" overpunch  for high (/)
layers was discontinued.  (/ indicates  over 9500  ft). The height of
scattered clouds  above 9500 ft was punched in Cols. 18-19 as 99.

Effective 1 Jun 51. the reporting of height of low scattered was
discontinued, and provision was made to report any number of -sky
condition symbols, with the height of each.   The ceiling  layer
was not reported separately as before, but was identified by the
entry of a ceiling classification letter immediately  preceding
the height.  Sky condition symbols were  reported in ascending or-
der of height, and were punched in that order, unless more  than
four were reported.  In that case, the last (highest) symbol was
punched in Column 20, and the first  three  in Columns 17-19, un-
less the ceiling symbol was thereby  excluded.   In the latter case,
the first two symbols were punched in Columns  17-18,  the  ceiling
symbol in Column 19,  and  the highest symbol in Column 20.  No
symbols were reported in  Remarks,  as was the  practice before June
1951.

Sky condition symbols were also re-defined so  that obscuring phe-
nomena aloft and clouds were reported in the  same manner  (i.e.,
obscuring phenomena aloft were reported by 0,  0, and 0, rather
than X and -X).  X and -X were used  only to indicate the amount
 of sky hidden by surface-based phenomena.   -X was re-defined as
 partial obscuration (1/10 to less than 10/10 sky hidden).   The
 symbols X and -X unlike 0, 0, and 0,  were  defined by the amount
 of the sky hidden by surface-based phenomena, and -X did not indicate
 the amount of sky covered.  The meaning of "thin" was re-defined.   If
 the total opaque cover created by any layer in combination with lower
 layers was »{ or less of the summation total cover at that level,  the
 layer was classified as thin.  Note that the minus sign, when applied
 to 0, 0, or 0 means "thin"; when applied to X, means "partial".

 SUPPLEMENTARY MOTE D;  INTENSITY OF DRIZZLE  Column  26
 In 191*6, intensity determined by visibility (as for  smoke)  only if
 drizzle occurred alone.  When drizzle was  accompanied by other forms
 of precipitation and/or obstructions  to vision, its  intensity was de-
 termined by rate of fall.   In 19^7, visibility limitations  were drop-
 ped,  and intensity was  determined by  rate  of fall, even  though drizzle
 occurred alone.   In June  1951,  previous visibility limits were re-
 instituted.   Intensity  of freezing drizzle  determined in same  manner
 as for drizzle.   See page  8 for Halts  of intensities.

 SUPPLEMENTARY NOTE E;  OBSTRUCTIONS TO VISION  Columns 30-31
 Intensity of light, moderate, or heavy were assigned to  obstructions
 to vision, through 19U6.   Effective Jan h7, the reporting and  punch-
 ing of all intensities  of obstructions  to  vision were discontinued.
 Prior to 1 Jan Ji9, the  distinction between  F and GF  was  arbitrary,
 but beginning with that date an objective  distinction was establish-
 ed.  If the sky was not hidden above  an angle of 33"  from horizontal
 (less than 0.6 hidden),  the fog was reported as  ground fog  (OF)
 Effective 1 Apr 70, Fog (F)-Ground Fog  (GF):  This hydrometeor  is re-
 ported as F when it hides more  than half (0.5-1.0) of the sky or ex-
 tends upward into existing cloud layers.  Otherwise  it is reported as GF.

SUPPLEMENTARY NOTE  F:  WET  WSLB TEMP. & RH   Columns 50-55
 From Aug 60 - Dec 6k at WB stations with a  hygrothernometor, wet-bulb
 temp,  was computed and  punched at HOC when  instrument was operational
 above -35'Fj  when non-operational or  -35°F  and  lower, the wet-bulb temp.
 was punched at the station  from values  obtained  from  standby equipment.
 At stations  not equipped with a  hygrothemometer,  the wet bulb  temper-
 ature  is considered to  be  the same as the dry bulb temperature when-
 ever the dry bulb temperature is below  -35*F.  The sane value is en-
 tered in parenthesis  on the WBAN with dew point being computed in
                 VKOWM IJ1A
                                                                               Revised:   November  1970
                                                                                                                                             rot* 10

-------
 DATA PROCESSING DIVISION. ETAC. USAF
 NATIONAL CLIMATIC CENTER, NOAA
REFERENCE  MANUAL
WBAN  HOURLY  SURFACE OBSERVATIONS  144
  SOPPLBMEKTART. NOTE F (Continued)

 respect to water  and this value punched into WBAN Card.  The rela-
 tive humidity would then be computed by machine, same as for sta-
 Mons equipped with a hygrothermometer.

 Prior to Jan 1*9,  relative humidity computed with respect to ice
 if the dry bulb temperature was less than 32°F.  Beginning Jan h9,
 computed with respect to water, regardless of temperature.  Rel-
 ative humidity machine calculated from 1 Aug 60.HH was not punched
 for FAA (CAA) stations except in special cases.
 SUPPLEMENTARY. MDTgJh  CLOUD LATBRS  Columns 56-79
 Provisions are made for punching as many as four layers of clouds
 and/or obscuring  phenomena existing at one tine.  If more than four
 layers existed, the data for levels above the fourth were entered
 in the Remarks portion of WBAN 10B, and were not punched.  Their
 presence is indicated by the entry for total sky cover.  Layers
 were punched in ascending order of elevation.  All fields above a
 layer which prevented observation were left blank.  If two or more
 types of clouds were observed at the same height, only the predom-
 inating type was  punched, their amounts being combined.  For each
 layer, the amount, type, and height were punched, and for the sec-
 ond and third layer, the sumation amount at the level involved
 was punched, reflecting the total amount of sky covered by that
 layer and those below it.  The summation total is not necessarily
 the sum of the individual layers.

 In addition to the total sky cover, provision was made in Jun 51
 for recording and punching the total amount of opaque sky cover,
 which is the amount of sky hidden by clouds or obscuring phenom-
 ena, as distinguished from the total amount of sky cover.

 The height of the layers of clouds or obscuring phenomena aloft
 was recorded in hundreds of feet, and for fully obscuring phenom-
 ena based on the  ground, the vertical visibility into it was re-
 corded, with no prescribed limit.  All heights were recorded to the
 nearest 100 feet  from the surface to 5,000 feetj to the nearest 500
 feet between 5,000 and 10,000 feet] and to the nearest 1,000 feet
 above 10,000 feet.  For obscuring phenomena prescribed as "thin", a
 condition reportable from Aug It? through May 51, the height of the
 base was punched, and in the case of thin fog, was always zero.  Be-
 fore Jan hi, obscuration was not reportable as a cloud type.
                 SOmEHENTART NOTE 0 (Cont.)  Columns 56-79

                 Some Heather Bureau and Navy cards in this  deck were  punched from
                 the old type of reporting form (the WBAN 10 with which  deck Ili2  is
                 aligned) and in which five cloud layers were reported with  no sum-
                 mation totals.  In these cases, the summation total columns were
                 left blank, and the five layers, if reported, were  condensed into
                 four.

                  SCTTOMBNTART HOTE Ht  ANTARCTICA STATION NOTES  Columns 32-35, 39-liQ

                  I.  AEHUNDSm-SCOTT STATION:

                  1.  Wind Direction on all cards was punched according  to the fol-
                      lowing systems

                        A.  A wind from 0*  longitude was punched as  N  or 360.
                        B.  A wind from 90° east longitude was punched as  E  or 090.
                        C.  A wind from 180* longitude was punched S or  ISO.
                        0.  A wind from 90* west longitude was punched W or  270.

                  2.  In place of sea level pressure (Column 32-35)  the heigit of the
                  700 mb surface  in whole meters was punched.   This  applies  to the
                  period 1 Dec 57 through Jan 66.    Station  pressure in millibars
                  and tenths punched beginning Feb 66.

                  II. BIRD STATION,  ANTARCTICA

                  1.  In place of sea-level pressure (Columns  32-35) the height of
                  the 850 mb surface was punched in whole  meters  through Jan 66.
                  Station pressure in millibars and tenths punched beginning Feb  66.

                  III.  PLATEAU STATION,  ANTARCTICA  12/65-12/68

                  1.  In place of sea-level pressure  (Columns  32-35) the height of the
                  700 mb surface  was punched In whole meters  through Jan 66.  Station
                  pressure in millibars  and tenths  punched beginning Feb 66.
USCOMM  111* *W«*Vllll
                                                       Revised!  November 1970

-------
             DATA PROCESSING DIVISION, ETAC, USAF
             NATIONAL CLIMATIC CENTER, NOAA
REFERENCE MANUAL     WBAN HOURLY SURFACE OBSERVATIONS  144
CO
Ul
CODE TABLES Code 1
(7949 WMO Cotfc 23)
Vten codlnc > aataoraloglcal nport, ayabeUc lattan (I960 WMO CoC/e 0877)
«n raplacad by flgune, triuca  of cod« t«bl» «n »tabllited
by tte UG for nglooal UM. rurtter arbitrary eodu ten Ok yf> - kk°
teu aad* uceiiary by tte ua« of data U  •> - >"
Ot 55° - 6k°
(My oodM faRlimt to thU earl d«ek an laelulad
la tte Brtawt aaaual. Ttey afpaar In tte ordar la utlcb 07 65° - Tk°
tte ilamili nn Utrodund In tte Ittcrtpttoa of tte card -rf Klf
oaataat. Ttey an nuatwnd coaa*cutlnlr, aad If appllcabl*, w " " °*
tte oornapoaUiig 1MB cod* ouaten an >ba«i. QO 85° - 9k4
1O 95° • !Ok°
11 ioy* - 11*°
12 115° - 12k°
13 125* - 13k°
Vt 135° - tt»°
15 1*5* - 15*r
16 1J5° - 1ft"
17 1*5° - 17V°
IB 175° - 18*°








MMW
ft^ur*

19
20
a
22

j>3
A
a
26
27
28
29
30
31
32
33
3">
35
36










lArjO toV®
lw>^ — ly*
2DJ» . 21k8
2150 _ 22k°

225° . 23k"
235° - 2kk°
2kJ» . 25»°
255° -2Sk«
io5» - CT*°
275° -28k«
885° - 29k"
295° - 3»k*
305° * 31k°
315° - 32»°
325° - 33»°
335° - 3kk*
3*5° -35k*
355° - k°
























Code
000
001
002
003
004
005
006
007
008
009
010


00
u
12
IB
9
32
33
)k
j*
55
5»
66
76
3
88





VW -
C Cel»
il fcrti
IS »orU> lantean
4 >• lorta •orttemt
JJ antteart
*-J bat (ortteut
«• •- BMt
\ \ Southaut
t\ South S«uttea>t
•t south
T / South Southmt
// Soutlmct
-• * Win Southvitt
-•-. Mlt
-• V Wut lorthmc
\ \ lortbiMit



Code 3

3*9" - il-
ia" - 33"
3?T' - 3*8'
"I "
"I "
172
12k' -
Ik7* -
I'-?'
192'
2l*»"
237;

3C*' -





78*
101
l^J
1kb
191
Z13
23*
25i
303
32.





r
•
•
*
•








Visibility (Statute Miles)
Miles Coda
5-

1/8
~~ oir-
6 014
016
3/16 017
1/4
sA
3/8
1/2
6/8
3/4
1


018
6 019
020
024
027
030.160
150-860
990
•inorrai
Miles
i-1/8 '
1 ,
1-1/4
i-s/a
1.1/2
1-6/8
1-3/4
2
2-1/4
2-1/2
3-15 *1
15-96 »6
100 or m
mts




















(dl«
ad
>r«

!•


             USCOMM - ISIA- A
                                                        Revlaedx  Novenber 1970
                                                              p^« 12

-------
                                                          REFERENCE  MANUAL  WBAN  HOURLY  SURFACE  OBSERVATIONS  144
ten M'vtia news* omrce oa3ifiWATZc.ii
_A*a COVBIAOI
United «UU*. Carlrteaj, and ?aelfl« Uland* and otter ov*r***e •tatlona
of U.». VfesiKor iJnau, Air Force uid Xavy. Al»a Included an MA/CAA
*tatJjr«J ctailas* la Canada, ft-iruijr. Korea and a group of otter fonlga
operated *utlon*.
Veatlar lunsul 19* - Air Fore*! January 19*9 • »av»i April 19*5 -
jerlod of neord for each .tattoo '.. EniBtalaed at tte Rational Heatter
Records Center, Aaherille, Sortb Co-rallna.
etSESVAfMB TM
Or. tb* hour or a few' Kin-.to* t«fora hour LOT (local Standard Tiaw). ?rlor.
t» :sy 1957 o':»rmtl03* w*n fcrtfm at 40 Blnit** after hoar. Begirding
i-.Krly otiervatleu to record observation* eorn«pucdlng to 0000, OJOO,
Ocra, 0990, JSOS, 1500, 1800, and 2100 an. A* a mult of ipoclal (tudlea
ice* lUtler.i eay tev* * oteamtlon* jar day punched for certain period*.
ecus
soon
VSA:: Fora 10, 10A, 10> or ilnlllar fora*. MM! itand* for Heatter Bureau,
«ir Fore* and navy.
xisana DATA mncATioH
Ilv-Ai In appropriate col-jau an ««d to Indicate ulMlng data.
lieotlflcstlos card* v*r» punched for nlailng alteration* for AWS atatlona
^"r-'-cMfTacd tt»~rc3alnd«r"of th* colusr.* an left blank. Idcatlfiea-
tlor.'urd* an not punted for Matter ftinau and Kavy elation* acd for
U3 atatlon* »teT» ooatn or win of neord wa. alaalng.
CAI..A* l-7« «.-• JUMb§i for »Utloo wm «*«.M-«tlflii data. CoIuM. 8» vu
Mn nm t** ^J vcfttatcii MOON]


I
2
J
!
5
I

j
|
t
y*f

rllll
11111

22J22
31313

""
It
t t

22
11

"*
H
It

2
1
00 NOT IWCH
IN TNtlt

'!"
i
Mil

I
1 1 1

22
31
14
SS
16
"
II
99
•f T
•vie
•\
^
11

22
11
44
SS
(6
77
II
99
u*"j""'"
,.JL2\
».»» *
fTci
mi

122
113
555
if.
771
ll>
19 i


TJV. ;\ ij. .' ';71T'*'.r:.'V>:;r".'7r.: -.15
;.%
Mill

-2222
- J333
.444*
> SS5
' (IS
» 77;
t«l»S
•• 99!
'""L°

mjjjj;
111

•'222
-113
• 414
r. S!
" 11
- 77
-jm
99


1

<•
I*
V
•
T
T
.1
T
T
T

ii 1 1

2222
111!
444 ••
ss:
6«!
"'I
mi
93',
"'-j
^
Mill

2 m
! - 1 1 3
4 Jd 4 4
J..

' "
e • 1 1 «
ik 99

i

2!
41
55
5.
Y
T
t
"i * Vr
V
\


fi
3
I








ea-.tti.-oi u«od for ott.tr pui-pc.»M. ABMTiaM* RBiAPKS
IUse:.tl
Ceillrc Eel^it
Sky Condition
Clear
Scattend
tretea

rartial Ckuuratloa
Oi ssuntloa
v::!tillty
Weather tsA/ar
.OlatrwtiOB to vutoa

Tornado
:o,uall
tela
Fain Shower*
Drill)*
FwilBC Drlltl*
Snow
Scow FelleU
Ice Cryitala
Cr.ov 5how*r*
Sr-ow Grain*
gleat
Ball
boall Rail
Fog
Ice Fog
Ground Fog
f lowing &»*
Blowing Sand
Sank*
IXat
Bloving Snow
Blovii.(S Spray
S*a Level Prewun
Dov point tiwperatur**—
wind Direction
Wind Speed •
• Station Pronure
Dry Butt Tmsperatun —
Wet Bul» Temperature
Mlatlve Ihmldlty— •
Total Sky Cover —
Aneunt, Type and gtlgM
of Cloud layer*
Opaaua Sky Cover

                                                                      Card coutett U cererally for recent year*.  Prior e-jnchlns or proeenilrg procedur** are ietcrUad :z."r.K*fi*
                                                                      Colm" or la Siqirl*aentar> Eote*.  Eefereno** U the.e note* an awl* In the resuka for
                                                                      eoluui.
Stellar data are IB Htm
  Deck lUl  19J7-1945
  Ibok 1>(2  IjU-ljltS
  lock 13*  lJlii-1951
  Duk 131*  1951-1953
  D»cx 135  195C-
  Deck 157  W50-1959
  Deck 158
  Deck 1»
                                                                                         following card deckel
                                                                                           v^BAM Hourly Surfae* »nrvatlOEa
                                                                                           vtMl Bourly Surface Ctwrvatlont
                                                                                           Canadian Hourly Surface Oliiervatlon*
                                                                                           OnaJlaa Hourly Surtac* ObcuratiOB*
                                                                                           Canadl*a Hourly Surfae* Ou»r»>tlau
                                                                                           TurMeh Hourly Surface Cbjervatlooa __
                                                                                           Cem* Hourly Surface OL»rn.tlon« (ma)
                                                                                           Korean Hour1^ Surfae* Otuervatiao* (not)

                                                                                                             cowucnoa
                                                                      Aoy error* det««t«d la tale sanual abould be called to tte attention of Director, Katter«l Veattar Kecordi Ce:t*r>
                                                                      EBB brirOBEamtal Science Serrle** Adainletratloc., or Chief, Xta Procotulr.,; DlvUloa, •arlroasestal redalcal
                                                                                      IBA7.  n**a* tin (pwifle iaetanc** of error, (Ad correct Inforatlcn if arallabl*.

-------
         DATA PXOCCSMNO DIVISION, t TAC MAP
         NATION At WIATHCt ItCOIDt CCNTf I. fSSA
REFERENCE MANUAL WBAN HOURLY SURFACE OBSERVATIONS   144
CARD CONTENT
C.I...
21-79

•-f
«-9
*J""
12-13


L7
!*•• er ll**ee»
'.-.tllxi Data
Static*
KaUr
via
jeer
Xoott
Bey
Sour
C* lilac
Ealfht
Sky
Conditloa
Tint
UHer
1





nhb

0 "
~~d>
CefeCeee
•v-
00001-
99999
00-99
01-12
01*ll
00-S3
000-
990 '
Ox 	
699 	

'o
l
2
' J
5
Cere" Ceet •.(Mae.
•!•**« — -
Waul KuKher
lait tv» dlgitt of
year
01 Jan to 12 Dee
Day of Monta
Xeareet hour, local
•tanderd tla*.
Hundred of feet
0-99,000 feet
MlKlteJ
Clrrofom celling
height unknoM
>
Clear
Thin •catterad
Scattered
Thin bioken
Broken
«...,k.
llur.k iLdlcutoa unknown or
•leelnf data exeopt for cola.
17-30.
A five dl(it matter foneulatot to
Oelt^ato the etatlon. A llet of
•tatler.* vlth their coordinate*,
elevation and period of record la
oalntalned at the INK la
AehevlUe, X. C.



Beginning Jan. 1, 1965 the nuaber
of obeervatieaa punched for
Weather Bureau and Navy etatlon*
vae reduced froa a mTleiai of A
to a aaxlaua of 8 per day for
hourly record obeervatlona eorre*
tpondlru] to 0000, 0300, OtOO,
0900, 1200, 1500, ISOO, and 2100
CMC. Ot». ttoe on the hour LOS
or few isinutei before. Prior to
Nay 1957 ote. vere begun about 20
•Imitec pact the hour.
See Supplenentary Bate A, pate 7
See Supplementary koto B, pace 7
effective 6«yt. 1, 19}Z
cloud layere. 0 In unueed flolnem
O.09 cloud cover
Cole, 16-20 punched 000
0.1-0.5 eky cover at and belov
level of layer aloft. July 1,*
1963. Thin Sky Cover redefined!
A ten applied to a layer nbea
the ratio (of •(•cation aaoun^
at and belov the level of the
layer) of traneparent to total
aky cover le 1/2 or More.
See'Su£pleaentar£ *°to_C^ fegej_
0.6-O.9 Oct cover at and eelov
level of layer aloft










CARD CONTENT
Cel»

IS
19
20
21-23


25
1MB er ileeiee

Second
layer
Third
layer
fourth
layer
Vlelblllty
lone to
vlalon
Ruidentom
toavy
rornado
htorepout

LlfDld
lioieelli
teller
-e
«
•a
X



w»

t
t*
Tor

*
CerJ Cede
7
' Tj 	
ilanE
"



OOO-^O/
OOC--j.,O

1
2
3
5
0
1
2
3
Ce>4 C« «««.••
loo !»ilv« or rcre

^v;*T'^rr.wra
Ce^ *t;.j*.-^ilx P
Hcu
L't2.* rain
yolbrate rala
aeavy rala
l..e,li
1.0 iky cover at a&4 telov le*.*«L
of layer alort
:ol». l5-23 »u»fc*4 «0.
:«!.. 13-iO pu:.ctt< 0-3.
>.l or sore c-t r.^t all aky M4'!eA
;y a'jrrtbce taiec l«^er.
All o? e 1 July 19M 7/3 aad
;rl.r .c, . Kay 195 J 1 1/3, 1 3/3
1 ;,'. - • 1 7/6 cot reported.
V;«iU::-,ie« reported otter ttaa
•i^:.;-.T>: ;•«:.«* for next lever
SLpS^^S,.^
"
;:>, *<)' before 1W. '
~: :.- ilty reported prior to
. Ju..e ic^l

CO

-------
DATA rtOCISSING DIVISION. ITAC. IMA»
NATIONAL WIATMH IICOIOS CINtf I. IMA
REFERENCE M£NUMi «BAN HOURLY SURFACE OBSERVATIONS  144
CARD CONTENT
C*!M»
21
n


30
»
ItoM •« ll«aMM
Lleald
Prwlsltatlci
(•aaVa)
Llaald.
PnclaltaUoa
meat
PwclfMatlea
Praat*
pnel^ltaUoi
Preua
Prxlpltatla]
Obstruction*
to Tidea
flbitructiou
to vlaloa
^uSJ"
N
W»
a-
n
Uk>
L
U
tt-
tt
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s*
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sw
tut
so-
so
so
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A
AP
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BT
Cat4CWt
1
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1
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0
1
2
0
1
2
3
9
0
1
2
3

s
c«4 c*<* o«n»iii».
LK?.t nla Usown
Mad. nla ihann
Lliht rrwtla* nla
Kod. fmtlaf nla
BttTj fnttlnc nla
•on*
U*ht drliil*
Hod. drtul* '
Btavy drlul*
U.fn«lacdrlula
Mol.fra*>lB( drlatla
Bmy franlac drluL
aon*
Ll«M*aw
Hodtnt* aaov
Llakt aao* p«llt»»
Mad. aaov ptll*t*
B**«]r *aev ptllat*
Boa*
Llftt taw *bou*n
Kod. nov ihovtr*
atavy *aov ibovtn
IKM *acv (tain*
Hod. mm (rain*
ataiy *aov tnia*
ROM
Llgnt *l«t
<00. llatt
•aall baU
Son*
ic* roc
Ground foe
Ilovlnc eart
llovlac Mad
loot
bit
Saok* aat bu*
BlAvlaji nray

l»»ti

Coat* 1, 2 and 3, ll«t*aaa*rat*
•M aaavjr nla nvaU* nparWt
i**7
ttfwtln 1 Julj 195*.

-
3
*.
CARD CONTENT
C*4w»
32-35
3*-*
39-*0




53-55
56-79
5t

Ntffl M Itaatat
Baalml
Pmiurt
Asa.
Unctlaa
Wladiptad
Station
Pnaran
DqrKIb
lit Bulb
Matin
BaaUlt?
loud* tad
Hannun*
•jnrnr

"sin?'
ppir
V*
M
It
rat
TO





Cwf C**t
0000-
0999
9000-
9999
000-099
X01-X99
09-3*
0*49
1000-
3999
XO-099
100-199
000-099
X01-X99
000-100

0-9
X

C«f4 Ct<* MUM**
MUllban to Uatai
1000.0 - 1099.9
900.0 - 999-9
OtaJ»
tfhol* dacmar
-I t« -99
trv* dlmtton, la
tea* of d*cm*, froa
vbtek vial 1* Uovlac.
a** Cod* 1 faaa }
Knot*
X mravBoa la oolAl
knot*.
10.00 to 39.99 laeba*
taaundnoa I .
•nol* o*fr*** P
9 to 99
100 to 199
-I to -99
WbDl* dCfTM* P.
oto99
0 to WO
Vbal* ptraaat
Cola. 53-5* puoonad 0

Tntb*
10 Ttatba


l.».rt.
Ttouaar.4* dlclt cot PJT.4U4.
AnUntlc *Vktl«mi «••
3-j|*l,*i J-kcwrly only
•ff«tlv« 1 J'jly 1JJ9.
0 la col. 34 !Mlc*U*
H«« nlu«
X la eel. 36 for .-.tf «*!«••
S*« £uj.fl*=*BUiy Set* P f«(« 7
Coca 1 trrtotlrt 1 J*a. 1>U.
Ctt Cod* 2 for prtvlO'j ««i*.
(*« tu»;lcntuy Sot* 1(1) J»*tl
for ABtaratl* ttatloa*.
Prior to J«a. 1555 In silt* >tr
hour at AT. aat va *tatloe*j 'la
knot* at aoit tvty atatloa*.
(tatlea pnit'iT* 1* tb» jrufjfi
at tt* *ui(ctd *tatlec tl«m:oe
July I?j5/ c-hrly tff. 1 Ju ljf»
Col. *7 punched 0 for C *f abd
abor*.
1 puncbtd la eol. Vf.
Col. t7 pucebad X for v*lut*
btlov wn
Col. 50 ruccntd 0 ttt.V P. tei
Blut v*1^4t. COl. 50 5'JtChtd
X for alau*.
AUS ttc*B itMttKt out pur,chl*(
col*. 50-52 ea 1 July ISIS. •«<
bulb tosptnt'jn sa/ V* celtttd
afttr til* 4»t«.
HI aad Kivy dlHontlautd ririeh-
lac col*. 50-92 ea 1 J*e. 1^65.
•*• Sup?l«ct:.t»ry Sot* C. B*c*7
AVS dlMoatUutd ^t=cSio» colt.
H-J5 oa 1 July W».
HI aod E*<>y dlMontlcuM puneMai
tolt. 53-5) ea 1 Jui. 19&5.
«•* Sup;l«*ntai? lot* I, f*^ 7



-------
DATA PROCESSING DIVISION, ft AC, VSAF
NATIONAL WEATHER RECORDS CfW«. USA
REFERENCE I£
WBAN HOURLY SURFACE OBSERVATIONS   \AA
CARD CONTENT
C*lvM»
57
33 —
59-tl
42
63
K4T
67~
13
"6

»•• ** |l*M«Ml
.daunt of
Lcvest Layer
55S5?
:iou4
0u**t
Lay*r
Height of
Lov««t
larar
Aeount of
Second Layer
Type of
Second layer
Height or
Sterna Layer
SwEatloa
Mount at
Second Lqrvr
•falOUHt Of
ThtcA b^rr
!». or
ftlpd Uytr

t,.b.n<
i>».>
F
St
So
Cu
Cb
JIM
Ac
ci •
Cl
»;
Cf
On
II
AM
!o








c«>4 ew.
0-?
X
0
1
2
}
4
5
i
9
I
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I
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1
X
T
5
X
000-590
TOB 	
zxx
0-9
X
S/9

0-9
X
0^ ^
V

C«.J C»J« OiltoM*.
TcDth>
10 Tmtlu
KtSfe}iS.~~ ~~
nx
•tntua
StntoctDUlm
Ciaulw
CuBulooUbus
Utottntw
Altocwlu
ClTTtt*
Clmwtntiu
StntiM Fnctu*
Cuului Tnataf
ClBulOBUbUl BUM
IUbojtr»tui
Altoetmlvu
c««tollanu«
Clrroewnilu*
Oxcurlnc phtnoauon
otter than tog
ltmdnd> or root
0 to 99,000 rt.
IMmoun fc4l*it of a
elrrofom lavu
UhXI^tad vertical
TlilbUltr
Tontbi
10 troth.
S« ool. 58.
Aw colo. »-<*-
Teottu
10 tOBtltf
tooth*
ID tenth*
flee col. 58

l»«Vi
UB dlvemtlnuod punching oolmu
SB-ol and 63-79 ok I JaaT ly61,
and oojuw $7 aod o? on 1 Mir
IMS cuopt lonaa tad tarn nan
•tatlon.
rrlor to 1 Hay 19el ua* F>
metettntu* tad To FraatoeiMului

So* mark eel. 1»-16.
U*ar or no eloudt nportod.'





*



CARD CONTENT
C«I*PM>

73-72
TJ-
75
TS
T6-T8
.TO
60

II4OT »f (l«NI*l»t
Bcifbt or
Third Layir
SSiilloo"
taount at
Ttlri I«r»r
Aaouit Of .
Tourtb Uy«r
t». or
fourth Uyn
bight of
fourth Ujrar
Total Oj»qu«
R^r Ca**r


Sr*k«Nt
Utt4'








C«>4 C<4»

o^-
X
0-9
X
57

0-9
X


tut c»t» o«i;«ii.««
SM column »-tl
TwOS
10 twtte
T«Dth«
10 t«tbJ
SM Milan 58.
•M caluBU 59-41.
T*Dthi
10 tot**


t4«»>ki
	


'
•unchlnc ^<£ui Jun« 1951.
Fiao 1, 1961 - Cjtqu* Sky Cowr
r«-d«flB«o! Thos* ^artloci of
:loud la/tr* or OBicuntioat whleii
i!4« tU •'«/ ud/er hte.'itr clc-o4j.
rnnalucwt •«/ cover vhlcft biiti
Uw «kj but throuck vhlcli tta «un
ud BOoa (CM >uri) u/ bt dlcly
ililtli vill bo couia*nd u
3pn<»>
(ot u«*d fer puochinc observation*

                                          Ktrlood April 9, 1$66

-------
        DATA PROCESSING DIVISION. ETAC. USAF
        NATIONAL WEATHER RECORDS CENTER, ESSA
                                                   REFERENCE  MANUAL
                                                                                               WBAN HOURLY  SURFACE OBSERVATIONS   144
                 CODE   TABLES
   	.	.	1 r»»»«t. orikolto Uttor*
on r*plM<4 kgr fl«*rM. _i*M •pMlfy tto wl«o or tko

                    i lottor (or group of lotton)
         *uu of th*
»•«***«•»•*» W» »••« B»JB»«J01 •• *w»WMi «v» •• i • ™ •———"—••
to o>ffUlmt to ponlt » «ln«t tnaMrlfttai IBM flgm*
(..§., CO or »r).  In ethor MMO. tbtoi fi«u«o or* ok.
toteoi ky OOMO of » «|0 ,wtrUMI«M (i
                     ooo*
                                   Xr tbo «•• tMloo U
                 «M, otter Ht« of ooo* WhlM on ootobllikoi
         to tk> WO for ncloaol «oo.  rtutbir utltmy ooloo km
         •MI HO* Memuy kr tin w* of iote to oori 4ooko iklok
         von xnr i»oo<«l tato IMB font.

             taly oedM yortlaoat to tklo tort oMk «• Uali«U4
         IB the fni«rt inimil.  Ikojr «»nr U a* orter to nhUk
         tko olcmtt wn iatratand IB tte texrlyUw of tkt  w4o B«Btiir« BIO (ton.
                                                              Code  1

                                                        U949 WMO  Coc/e  23)
                                                      (I960  WMO Code 0877)
                                                                   tlmtloa, U ton <
                                                                   M (or vtil Uo»>
                                                    CO   Cola

                                                    OX
10
O
                                                                    f -  I**

                                                                   15*-  M*
                                                    07    «•• TV
                                                    08    W- 8W
                                                    e»    aj»- »*•
                                                    iA    'yf -v»f
                                                    u   iw0 -iiV»
                                                    U   IIJ»-M*»
                                                                                                                      Code   2
                                                                                                                     . IOBB MTMUB*
»   18J° •

M   19? •
U   909* •

U   2Jj* •

83   tSCSr '

'*   ra°-
                                                                                8
                                                                                3D

                                                                                31
                                                                                                                     00
                                                                                                                     11
                                                                                                                  I/   ••rUBoithoMt
                                                                                                                  *v   lortt lortkMit
«-/  bit lortkout
•-•-  brt
*-\  tut •oiitkoMI
                                                                                                           M
                                                                                                           1*
                                  fj   »Mta loutkMot
                                  ft   feirfk
                                  f /   Cxitk tcuUmt
                                  /"/   touthvoot
                                  -• "   «nt aoutkwtt
                                                                                                                                               s*»*.
                                                                                                                                       3*' - J*'
                                                                                                                                       »r- %•
                                                                                                                                       19' • »1'
                                                                                                                                      US' . I*}*
                     169' - IW
                     194* - tlj'
                     11".- . »]»•
                                                             tt   1JJ° -
                                                                                         JJ.
                                                             lo   UfO'tfv*
                                                             «   up . vff
                                                                                     Vf-
                                                                      K«rl««4 ^.ril 29,  IBM

-------
             DATA f tOCCSMNO DIVISION. CTAC. WAP
             NATIONAL WEATHER If CO t OS CENTER. USA
                                                    REFERENCE MANUAL »BAN  HOURLY  SURFACE OBSERVATIONS   U4
                                                                           APPENDIX

                   METHODS   FOR  DETERMINING   INTENSITY  FOR  WEATHER   AND   OBSTRUCTIONS    TO   VISION
H
\r>
              THUNDERSTORM
                     1W5-

         - CuraoUrliod ay oocoaloml or fairly fl*qmat
fliibM of llcbUIagi >Mk to land pail* of tturfirj i» Infill,
If tar, llfht or aed*nt*. tad ranly huryr htll, if 017, llfM
             or B»»nt*i «4ai Mt ib «O»M of W itilu ptr bomrj
             lire* tmpmtaro drop with point* of tl» atora.
             RoUi uiad apood caaac*d to toot* en 1 Jan. 1955- »9 and 1* 35 **•
KlTT nnmnsifaBl - CWn P>IH(O tt UM
                                                                 RATE  OF   FALL
                                                                      19*5-

                                                               un, tat OBMM, main un

                                                   AIM wmii (i«sw* 0017), swt, am mama, mat mats,
                                                   •an tototpulod tr otter prMiptUtlai or eWtrMtioM to rUtoo.

                                                   Tor/ llfM • Un tU> llfhti wt uod tofora Jin* 1931, pmefaod u
                                                            li» Vma 0.03 iMh 1*
                                                            •Ix >lnUo,

                                                        (tea «i»«iiri»JBt «f r«U of fell «u lnpn«tt*iblo(
                                                        «ho latralfr of nia wo dotomiaol
                                                                                                                                    VISIBILITY
                                                                                                                                  PRECIPITATION
                                                                                                                                             i DUZZIS, mxiK auriif
                                                                                                                                             «j*loo»
                                                                                                     •otoi Xi 1945 -    for «11 fora. *f MHO, (tea oooanrtaf olo
                                                                                                                 •aa d«Un«lD*d kj Tlilblllty, aa OBMB kalow.
                                                                                                                 of drlul*, «b*a ooeuTiiif aloao. *ao datonOaol
                                                                                                                                     ,            oo. MO  oo
                                                                                                                      •/ Tl«l»lLltr IB lUVUCi onl oftor kqr »5t omjy.
                                                                                                     •ootroto
                                                                                                            • n*lHlity
                                                                                                            - Tlolbtlltr 3/14 to 1/4 mil.,
                                                                                                                          o or IMI.
                                                                                                          ZaUulV of XCI CFTSTAIfl tr.»t»r tbu *wy ll^ht" Mil bo
                                                                                                          nnljr obMrnd. Abev* erltorU vm nfomd ta
                                                                                                          OB 1 April 1963 nportiaf of Urtttiltloo of
                           GUSTS   OF  WIND
                                 1W5 - 1951
                                                   J»B l«7Jlior ^51, «h.th.r tlono or not. 4td tftor HUT 1951, IBM
                                                   oOvoBpmiol ly otbnr p»4lpltatto* «r OMtruotloM to *i*ioB.
           •MCT SQUUSfSKM StPUlS,
 Xatnatty of IQUUS dlaeootlBuad 1 Juo* 1951.
Utht   - Gaita of U all** por boor or IMI. 21 knota
Eodmto • OajU of 25 to 39 Blloa Ar nour, Inolualn. aa-Jk kt*
~	   - CBBU of 40 all*i par boar or onr. 35 '
      •loBaUo roporUd aopontolr aftor 194*.
                               MPUU 1JJ1 .

              1 Joe. Wl. A Ittmll U • rtnoc vlat th»t Inonu.t ml.
              only 1> wol. BBlatala . poik OPM« of 19 Bpb (It
              or cm «nr B jorlod of tM or BOM Blaut
              la «fMd| otatUr nactartloni vlll OMUT »t
                                                               Ueht
                                                               •odon
                                                                  mzzLB, mtzino

                                                            rlraoo to 0.01 Inob pir hoar.
                                                       U  - karo ttoB 0.01 U 0.03 lack por hour.
                                                          - bora tbaB 0.02 laob por boor.
                                                                                                                          HAZE
                                                                                                                          mi-

                                                                                                     nis    « Tl.lbllttj 6 Bllo. or lou, tat nrolr U}o> J BUM.

                                                                                                     U0 VZS - TtitWUty t Bllo* or Ion, toft nnlr oo lo» ••
                                                                                                             11/i •UM. lot r*pwto« oftor 19(1.
                                                   RATE  OF  FALL  AND   ACCUMULATION
                                                                      1*6-

                                                                 •un, an, »uu ua
                                                   U(ht    - 1 fo> polloU tell.
                                                   Hodonto  - r»U»ti foil it • aMorato nto| OOM
                                                                       - Nllct* foil ot B BMIT r*t«| npl4
                                                                        MttogrooBd.
                                                                                                            OBSTRUCTIONS  TO  VISION

                                                                                                                          1«5 - Mtt

                                                                                                          IDA, ICE FO3, CMOUU) FOG, SMOKE, BOST, UttiiJB DDBT,
                                                                                                              BUMUC SiH>, BUMIM MM, JUnOB $HH

                                                                                                     •otot »o Intuition of InUoiltr «•• nportod for all «h»tiBoilBBi
                                                                                                         U Tl*iM .ft.r 19Ci%

                                                                                                     LtfM    - Tlilbllitj i/S allo to t Blloi, iaolMtro.
                                                                                                     Modonto  - TlilblHty 5A* to 1/2 ailo, latlmilT..
                                                                                                            - TlilMUt/ V* Bllo or IOM.

                                                                                                                im *ti net rtportod oTtor 19U.

-------
                   DATA PKOCtSSINO DIVISION. IIAC, USAP
                   NATIONAL WCATHM »£CO»OI CINTEt, tSSA
                                                                      REFERENCE  MAHU/1LWBAN   HOURLY  SURFACE  OBSERVATIONS    144
                                                      tttptlaacntary Hot*.
                 A.Colu
H
VO
ro
                 T>a tls» pjnahel u that of the record oburvatlona, vhloh generally are taken about 80 attnutee
                 put UK hour.  Xlwrtee u* dll regarded la punching. All "War Tlaea" Mi "Standard Meridian
                 Tlaea"  ver* converted to Local Standard TIM before funcaina.  Tor Air reroe autloai In tb*
                 (felted  State*, tb* tlf*t wen punched in accordance vita the eitabluhad tin* MOM.  tla* *B-
                 trlee far Air Fora* itatleni outaid* the felted Statei von edited prior to punching and. vben
                 MMieiry converted u tb« Local Standard Tlae of tin neereit Bcrldlan evenly dlvlclble by 1J
                 degree*.

                 ••Coloni H-16

                 Celling vu recorded IB hundred* of feet above tht (round to aeereet 100 feet 19 to 3000 feet,
                 to Bearcat 5OO f**t up to 10,000 f«tt, to B*amt 1000 feet above that.  Bafon 19110, Air row
                 atatloca  recorded celling* up to and Including 20,000 feet, above union point th> celling uaa
                 elaaalflcd u unllsltedi Weather Bureau and Kavy atatlona neorded celling only up to and in-
                 cluding 9,500 feet, above vblch point tb* ceiling vu conaidcred unlSaUted.  Beginning la 191*9,
                 eellinc vu re-defined to Include tb* vertical vUlblllty Into obeourlng pheneaena not clutl-
                 fl*d a> thin, that. In auaxatln with all lower layera,  cover 6/10 or man of the aky. AUo *t
                 that tie* all llalti to height of eaULaj van nnovad,  ao that unllaltad celling haaaa* ilaply
                 Itii than 6/10 eky cover, aot luludlnf thin obecuratlen.  Than, beginning 1 Jun» 1951, celling
                 k«litt« van DO l«(ar ««UUl«i»d aeltly OB tba bull of oonraca.  Tb* aaaVlblnf of o*UU«i to
                 thin brok« or owrout laytri vu ellBiaatod.  A layar  ba«aM clMitrud aa "tola" U tba ratio
                 of »pM.ua ecnrtract to total coraraga at that la«*l vaa 1/8 "r ****•
                 C.Colvi
                         i 17-SO
If tw or BOI*  Itytra or «louia MI* nportad, tvo fyabol* 4, aod there it BO prorlalai for nnchlae it OB
thla card form.

Kftctlve 1 Juu 1951, to* reporting of heltht or lev acattered vaa dlacontlnued, aad prorlalon
vaa u4a to report aay nvcior of aky condition «y.V61i, vita the bei^it of aaeh.  The celling la-
yer vaa not reported aeperatety aa before, but vaa Identified by the entry of a ceiling elaealfl-
aatlon letter lasedlataly preceding the tolaht.  Sky condition eyBbola vere reported In aaaandlnf
oraer of Ulcht, eni vere puncbod In that order, unlee* aore than four van reported.  In that
eeee, the l»t  (M«hut) ryBbol vu punched In eolumu aa, aad the flrat three |a colima 17-19,
unltn u* aelltnf lyehol vaa thereby ejuluded.  IB the latter oaae, tbe Mret tvo ayabata van
puncLed In aoluBne 17-18, the ceUlac ayabol la eoluan 19, and tba hlehaet ayafeol la eolacn 90.
Ko ayebola vere reported la ReBerka, a* to* the practlo* before June 1S51.
                                                                                                     Sky condition ijnbola vere alao rt-deflncd ao that obieurlnc phenoanw aloft aad clouta vtrc  reported
                                                                                                     la tat MM Banner (i.e., obeeurlnf pbancEcna aloft vore  reported by (D, Q, and 0, r»ti*r Uan X
                                                                                                     aad -X).   X and -X vera ueed only to indicate the (count  Of iky hidden by eur.'ac*-:.ued pUntc*:*.  -X
                                                                                                     vaa ra-darined aa partial obacuratlon (1/10 to leia than  10/10 aky hidden).  The «;-i-ol« '/. it.". -I. unlike
                                                                                                      (D, O,  and ffi, vere defined by the aamnt of the iky hldden'by lurraca-taaed ph*f.octna, and -X dll aot
                                                                                                     Indicate  the aavunt of iky aovared.  The Beaalae of "thin" vaa re-dcflned.  If the total epio/M cover
                                                                                                     created by any layer In coabioation vlth lover layer* va* 1/i or leia of the ausaatiea total  cover at
                                                                                                     that level, the layer vu clualfltd a* thin,  fete that the aim elan, vbea applied to A, A. orQ
                                                                                                     aeani "thin"; vhea applied to X, aeana •partial'.

                                                                                                     D. COllBB 26

                                                                                                     la 19tt,  iateaalty aeterained by Tialbility (aa for aaoke} only If orUala
                                                                                                                                                                                    alo
 -----  .        .            .      -----  ---------    — . ------------            When drli.
 •1* ua* aoaaeaealad by other formi of precipitation and/or obatruetion* to rliioa, ita iateeaity vu
 detemlnod by rat* of fall.   In l°*7, vlitblllty llaiutloni vere dnppcd, aad iateuUy va* deter-
 Blaed by rate of fall, even  thoutfi drlitle octurred alooa.  In June 19)1, prwloge vlaUHlty llaltt
 van rt'laatltuted.  Intanalty of nreeilnf drltile deu rained In Mae tanner aa for driitla. So*
 appeadU.

 X. Caluan 30

 Intanalty of lliht, aoderate, or heavy vere aealaned to obetructlame to vtilao, tamifa lj*e. la 19*7
, (ii lateaaltitaa ver* dropped, and any aaaaa of llfht or heavy vuca van arronaoualy reported vere punch-
 ed.** Boderata:  Int*n*ltlee a* uaed throuth l°Ao are aagva la tba appcaduc.  TtUr to 1 January l«lij,
 the olatiactloa betveen r aad or vaa arbitrary, but beciavlat vltk that eat* aa objective oiatlactioa
 va* eatabliabad.  If tbt aky vaa not hiddea above aa aafla  of JJ' froa harUeatal (lea* thaa 0.4 alddn),
 tba foe vaa reported a* (round fat iU> reapect to ice  If teaperaUr* we Wloe J3f.
           Jan. 1%9,  coaputed >ith  reepect to aater rafardlaja of taaparatar*.
                                                                                                                     a Coluan*  50-55

                                                                                                                     frOB Aueuit 1, 1960 punched at itatlooa vlth hyarotberaoaetar only vbea dry-bulb aeaaor va* aot opera-
                                                                                                                     tlonal.  Xoraal operational ranfe variea troa -yt in -to r. Macbina italnilated vbea ay(rotb*raoa*t«r
                                                                                                                     operatlooal.

                                                                                                                     At dry-bulb teaperaturca belov -35* r, toe vet-buli taaraoa*t*r 1* act read then fort nlatlve hualdlty
                                                                                                                     1* set recorded for atatloaa aot eoulpped vlth a hyfrotberaaaeter.

                                                                                                                     prior to January \&9,  relative kuaidlty caaputed vlth reapcet to la* If the diy-tail* taaperature vaa
                                                                                                                     laaa than 32 T,  atclnalnf January 19*19, coaputed vlth reaped to vater, refardleaa of to^enture.
                                                                                                                     Felatln nuidity aachlaa  calculated froa 1 Auauit I960.

                                                                                                                     H. Coluana  56-79

                                                                                                                     rroTUlos vaa aade for  aa  aany aa four layen or cloud* and/or obacurlnc pbtnoaeaa exlltlax at one   ,
                                                                                                                     tiae. If aon than four layera eiclated, the data 'for levela above tae rourU vere estend la the
                                                                                                                     Raaarki  portion cf VB« 1OT, and ver* not punched.   Their preaeac* 1* ladlcated by ta* entry for total
                                                                                                                     aky cover.  layera van punched in ueesdla( order of alave.tlan.  All field* above a layer vblch prevent-
                                                                                                                     ed obaervatlon vere left blank.  If tvo or aore type* of  cloud* vere obaenad at the ease heljfct, col/
                                                                                                                     the predoalaatlne type  vaa punched, their aaouata being eoablnet.  nr caak layer, the asoust, type, and
                                                                                                                     height vere punched, and for the (ecoad and third layer,  the auaaatloo aaoant u the level involved va*
                                                                                                                     punched, reflecting the total aaount of aky aorarad by that layer end taoae Wlov It.   The auautlen t*ul
                                                                                                                     for tha  fourth layer la obvloualy tb* total aky cover.  The aueaatloa total la aot naeeaaarlly the iin
                                                                                                                     af tb*. Individual layen.
                                                                                                    Berlaod April », 1960

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                      NATIONAL WEATHER tECORDS CENTER. (SSA
                                                                                    RFFFPENC?!  MANUAL  *BAN  HOURLY  SURFACE  OBSERVATIONS    144
                                                                                    I\J-tt. JLliVLjlM VS.1-1  AVA*11>1 VJ^U-I       ,  •	   	
                   I. Celmnc ji-T? (cotlM.)
                   IB addition to th. tot*l «»y «ov.r,  jrx.-Ulos «« »1« IB Jur-a 1951 for raconllii« Hid P*>cl>l"f **•
                   total asovjzt of  o^av* rty eo»r, vl.leb U «^i or.ii'.t «f iiy kUi«n bjr cloudi or obMuruc fMnoa-
                   •na, an dl«tt&£ulat^d fna tl^ toVil asvar.t of Bit?
                             of l«y«r. of elouJ» or
                                                                                               of
                   *"" •™«f(.l~ w. &!.,,«.• w» «*W.4V w. WVH.H..1... ,-.rt *.**^».»- »«w>« —	—       ^     M»—   	. - -
                   ror rally oVmrlnj; (!.ma£«u> te»i J on tt» »•!«•£. i, tl* »«rtle»l ri»ttlllty Urt* w «•» "™"*?'
                   with BO ^rwierlbeu 15alt.   All Ml«->.t« v»r« W5or>t to t!.« i\«arwt 100 foot froB tht mtrnM to
                   9,000  fwt; to tbs »«r««t 500 f*«t t»tvi»a 5,O/) ar.l 10,000 I««tJ and to tin naarwt l«COOf»*t
                   a*o«  10,000 fe«t.  For otMCurliuf ftMceain |.r-;«jrli.«.i ai "thln-, a condition rtjortawa rro«
                   Augutt IjVf throuji t*r 1951« tbi Ml.it of «.« b*M «•« punclMd, and In the oaa* et tain lot, vu
                   always MIO.  nifora January 19*7, obicuntlon vu net raportoU* a> a cloud tyy*.
                                         a»jr euMi In thl» d«t «r». punoUd fron th« eld t»t of
                   (M» «BMI 1* ulth vhltH d.ck 1M It all,j*4) »d In «hl«h riw cloud l«)f.ri wn
                   •uOMtlan total*.  IB tb»< »««, tin lunttloa toUl eolunni «r« left «l«*i
                   If nfortcl, nn «eni*nMd Into four.
                   X.  AIWBKSBI-SCOrr

                   1.  Hind MrMtlon on nil enrd. vu punched ueardlng to th« rollovlni (jmtonl

                         A.  A vind trot 0* loneltal* vu fw»1u.\ u I or 360.
                         ».  A «lnl mm JO* *ut laoyituJ* v«. puneMd'H * or 0?O.
                         C.  A vlnd fm l60* loncltaJo vm> punched 3 or 180.
                         D.  A vlnd from 90* «nt lonijltuJ* vu puiiotnl V or (TO.

                   9.  IB fine* of ut-Urel pnijun (Colicm J3-35) UK fctlfht of to* TOO Kb mrfMo
                       K*t«ri vu punclwd.  Tblj uppllci to tha ported DMaibvr 1, 1957 tlrou«h DnMter 31,
H*                     1958.  (prior to till* porlol tbo ntatlon praiiur* In «b> vu punebtd in UMM colum*. )
VO
(^                 BXRD 8XJIX105, AHZARCTICA

                   1.  IB »Uao of m-lcnl. ym (Calino* 32-35) th. btifht of th. 850 •» nrfiuso IB
                       vbalo mt«r» van puuted.
                                                                                                 fcTUod A»cll Sf 1966

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vo
it*
                  DATA PROCESSING DIVISION. ETAC, USAF
                  NATIONAL CLIMATIC CENTER, NOAA	


                                       COMPUTATION  OF WET BULb
                                                 REFERENCE  MANUAL
I'JBAN  HOURLY  SURFACE OBSERVATIONS  144
Dry Bulb zero and above

TW • T - (.0314N -.00072N [N - l)  )   (T + Tdp - 2P + lOfl)

If temperature is less than 100°

TW Rounded « TW *  .9 if col. hS  is 0, 1, 2
            TW *  (.9 - .01 (T *  .93 if coJ. lp. is 3,  U
            TW + .1 if col. U8  is  5 througi 9

If temperature is 100° or greater:

TW Rounded • TW + .9.

for Dry Bulb temperatures leas than zero:

TW - T - (.03hN - .006N?) (.6(7  » Tdp) - 2P * 108)

TW Rounded - TW - .OlTdp

T - dry bulb temperature in  °F

TW » wet bulb  in  °F

Tdp • dew point in °F

N = T - Tdp


P • Station pressure measured in  inches of mercury

In all cases TW should be computed  to at least two decimal
places prior to applying the rounding factor.
                                                                                   COMPUTATION OF RELATIVE HUMIDITY
                                                                                                               RH
    '/173._. -IT * TdpV
     \  173 + .9T    /
                                                                                                              Where T  « Air Temp,  in °F
                                                                                                                    j
                                                                                                                       • Dew Point Temp,  in  °F
                                                                                                              Reference to the above formula may be found in
                                                                                                              "An Approximation Formula  to Compute Relative
                                                                                                              Humidity from Dry Bulb and Dew Point Tempera-
                                                                                                              tures" by Julius F.  Bosen, Monthly Weather
                                                                                                              Review, Vol. 06, No.  12, Dec. 1958, page U86.
                  .'.0~«  tSS* 44MIV
                                                                        Revised:  November  1970
                                                                                                                                                           >««• 13

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vo
               DATA PROCESSING DIVISION, ETAC, USAF
               NATIONAL CLIMATIC CENTER, NOAA
REFERENCE MANUAL
WBAN HOURLY SURFACE  OBSERVATIONS 144
CITHER CARD DECKS CONTAINING HOURLY OBSERVATIONS
DECK GEHERAL PERIOD

019 London Airport Hourly Surface 1948-1961
021 USAAF in Great Britain Surface 1942-1946
132 Canadian Hourly Surface Obs . 1946-1951
134 Canadian Hourly Surface Obs. 1951-1953
135 Canadian Hourly Surface Obs. 1950-1967
139 Japanese Airway Obs. Hourly Sfc. 1958-1961
141 WBAN Hourly Surface Obs . 1937-1945
142 WBAN Hourly Surface Obs. 1945-1948
156 British Hourly Obs. 1941-1948
157 Turkish Hourly Surface Obs. 1950-1959
158 German Hourly Obs. GZMO 1955-1961
158 German Hourly Obs. GZM3 1962-1964
159 Korean Hourly Obs. ROK 1954-1964
159 Korean Hourly Obs. ROK 1965-1967
160 Azores Hourly Obs. 1951-1955
171 Nanking Hourly Obs. 1928-1937
172 Yungan Hourly Obs. 1938-1942
175 Taichung Hourly Obs. 1952-1956
928 Hourly Marine Sfc QSV's 1965-

EUSMFNTt? (ITEMS) PUNCHED

Page Page
CEILING 2 SKY CONDITION 2
CLOUDS (4 layers) 6 STATION NUMBER 2
Amount, Type, Height
Amount Total 5 TEMPERATURE
Amount Total Opaque 7 Dew point 5
Dry Bulb 5
DATE V;et Bulb 5
Yr Mo Day Hour 2
VISIBILITY 3
HUMIDITY Relative % 5
WEATHER AND/OR
PRESSURE OBSTRUCTIONS TO VISION 3-4
Sea Level 5
Station 5 WIND 5


AT
AWS
CAA
ESSA

ETAC
FAA
GZM3
GMT
ID
METAR
MF
NCC

NNYB
NOAA
NWS
CSV
ROK
USAF
ViB
V/BAN
VWQ















CARD DECK 144 ACRONYMS

Air Force
Air Weather Service
Civil Aeronautics Administration (same as FAA)
Environmental Science Services Administration (NOAA after
3 Oct 1970)
Environmental Technical Applications Center
Federal Aviation Administration (formerly CAA)
German Zonal Meteorological Organization
Greenwich Mean Time
Identification (cards)
Meteorological Aviation Routine Heather Report
Meteorological Form
National Climatic Center (formerly National Weather Records
Center (NY/RC))
NOAA National V.eather Service (formerly V.B)
National Oceanic and Atmospheric Administration (eff . 3 Oct 1970)
Naval V.eather Service
Ocean Station Vessel
Republic of Korea
United States Air Force
Weather Bureau (changed to NNWS 3 Oct 1970)
Weather Bureau - Air Force - Navy
V.orld Meteorological Organization















               kJSCO*»M 445*- ASHtv
                                                           Revised: November 1970
                                                                                                                                   '««•

-------
 c
 C      PROGRAM TO _PRJ3CESS DATA  FROM 10-YEAR SURFACE  AND  SOLAR hEATHER
 c         BUREAU TAPES'"
 C      ENVIRONMENTAL SYSTEMS  LABORATORY   -L . PA TMURE- (4081  734-2244
 C
C         THIS PROGRAM PRODUCES  JOINT DISTRI BUT IONS(BY CLASS),COMPUTES*
-           PLUT.S EQUILIBRIUM  T_EMPERATUPES, PERFORMS  INJDEPEl^QENCE._IE_SJLS
C           AND FITS TO DISTRIBUTITNS(ON OPTION FLAG!.
C	
c           PROGRAMS""INCLUDED  WITH THIS PACKAGF ARE  ~HiST,iNr>TST,"EQSU8i
_C	  ._..    EQPLT.DIST AND  THEIR SUBPROGRAMS,	
r;
C           THE IBM SCIENTIFIC SUBROUTINE PACKAGE  IS  USED. 	
C
C           THE SURFACE OBSERVATION TAPE MUST BE USED. THE SOLAR TAPE  IS
C           OPTIONAL.
C    ...	.		   _ . ._	
r
r

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        ZD2404040,   ZD3404040tZD4404040,ZD5404Q40,ZD&404040,ZD7404040,
        £C.g4Q4Q4J), _____ £09404040., ZF0404CKO,ZF 1404040, ZF 2404040 rZF 3404040,

        ZF440404C,   ZF5404040, ZF6404040 , ZF 74U4040, ZF8404040\ ZF9404040/ "
C
.c.
c
 c
 c
 c
 c
 c
_c
 c
 c
 c
 c
 c
_c
 c
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 c
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 c
_c
 c
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 c
 c
 c
JC
 c
 c
      NAMELI§T_/TEMP_S/   IQUT.NMREC ,NDFLT? I YAR, MNTH, IVfc AR.MNTH1 tMNTH2

      It         MHOURtNHOUR.NHI ' ST ,MHI ST , MBASE ,HEAD    ""  ~

      2,         I SURF, ISLSJj_IPJ_N» 1 1 NT, I DPT

      3  t  TMERR ,WMULT,IFLAG,HSMULT,IPLOT,A,B
     AtAlPRME, A2PRMEfRGtDA.PS _
                                           ' " '      -  - -  -
      REAJ
PROCESS

 IPTN =
                OUTPUT OPTION  (OUTPUT EVERY  ICUT RECORDS)
START YEAR MONTH     (IF ZtPO  USE FIRST

  PROCEED FOR  DELTA YEARSf_DATA IN MNTH1

                              HI STOGRAMS
DATA

 RUN
IN WINDOW

OPTION
                              _

                  HOUR TO  HOUR2
                                                          ON TAPF)

                                                          TO MN_TH2

                                                          CHOS~EN "lIM
                                                                     ~NHI ST
=1
               COMPUTE

                     NO
                  __

                SECTION 10

                 MS SING DATA
                                          __            _

                        AND  PLOT E     " ....... "      "' '  ~~

                        CHOICE  NECESSARY                   _   ___

                            IN  THIS VERSION  IS  SAVE!) FOR "INVALID OR
            =2 COMPUTE CONDITIONAL  olS TR I3UT IDNS'.M

             ____ CHOOSE 1-4  PARAMETERS IN NHIST
                                                      ANS , ETC.
             _
            .=3
                INDEPENDENCE  TESTS"
                     CHOOSE  2-5 PAKAME TER S  IN N H IST
                             "
                                                   __  _______
             =4 DISTRIBUTION  PITS
                     £HOO_SE__l_-^5_PAR_AMETERSf _ALSO I DPT AND  I INTTBEIMG SURE
                      THAT  1 1 NT DOES NOT  RESULT IN ONLY  A  SUBSET" UF THE
             _      siQUBS  BE_I_NG USED TO COMPUTE THE SAMPL.E  STATISTICS.
                 ~'              "                       " ..... ~   "~"   "
      START  RUN  WITH EVERYTHING  ZERO  BUT DO  NOT  RETURN HtRE,
      T 0 _A , L LOW__M I N1M UM 0 F CH AN GE S_ Wj TH NA M E_L I S T .      _  ___
      DO 1 1=1.4

      NHIST m_=o ___   _  ____   _   • _    _          _
      MHIST(I)=0
      MBASE( I)=0 __ ___ __ __ __
                                                                   NEXT CASE
C

C
      NHIST(5)=0

      UPTJON FOP EO. PLOT_-_TO_ACCyMULATE  DATA FROM CASE TO  CASE.

  10      IFLAG=0 "

      REAp(5tTF.MPS.LENO*999.) ___                     ____


      INITIALIZE  ALL   CPTIONS
                                    197

-------
      IKD=0                 _
      IF (MNTHl .E0.~ 0V MNTHl ~=  1
      IF (MNTH2 .EO. 0) MNTH2  =  12
      iF(NDELt .EQ. O)  NDELT=I
      IDELT = NDELT    ___    __
      ICMP=IOUT
      IFtl
      N0=0
        --.-_          __
      i> (IPTN  NE.  u   GO   o  11
      EQUILIBRIUM TEMPERATURE  OPTION
      ND=5
      DO 9  1*1,5
 9 _  NHIST(1)=I ___  _  _____                     ________
      GO TO 19
C ___________       _           ___
C     INITIALIZE HISTOGRAMS, INDEPENDENCE T ESTS ,D iSTR I8UTIUN FITS
C        __ ___ ________  __                  ____ ____
 11   CO'NTINUE
      P9 15^  1 = 1,5  _        __        _              _____ ; __
      IF(NHSTU)  -EQ.  0)  GO  TO  17
      IFINH1STCI )  .EQ.  51  ISOL = I
      NO=ND+1
 1 5   CONTINUE  _   __  _   _
C     CHECK FOR  INPUT  ERROR  IN NHI ST FOR THIS OPTON
      IFCIPTN .EQ.  2)  ND=4  __  _ __ __          _
C
 LL   GO TO (19,16  ,19, 18), IPTN ____     _
C _   HISTOGRAM OPTION  ONLY
 16   DO 12 1=1,4
      JHISTII)=1
 12    IND(I)=1
       DO 13 1=1.NO
 13   IND(I)=10
      DO 14 J= 1,5000  	
 14   IZR(J)*0
  	G0_ . TQL19	
r
C     DISTRIBUTION  FITS  ONLY
C
 is
      00 185  1=1,5
      KD(1)=0    	
      KMN(I)«0
      MEAN(ll«0	
                                  198

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      MSDt I)=0
.115  .CONTINUE _________   ______ ..... .            ..         _______ „_ ____ ..... _ ...... _
      ITSO=IINT
C     NQW__I±AV£__£.OUNTEQ. NUMBER OF HISTOGRAMS TO DO  AND  CLEARED SPACE
 19   CONTINUE
__ hRITE  (6*799)  HEAD ____             _    _   ___
      fcRITE(6,700)   NOELTtlYARt IVEARiMNTHl.MNT HZtMHOUR.
C
C     INITIALISATION OF INPUT FINISHED
C
C     NOW LINE UP  TAPES APPROXIMATELY.
C
      NHR=NHOUR+1
c      _   __    ___     _  _                •           __
C     FIND FIR'ST YEAR, SKIPPING FIRST  DAY REGARDLESS  (FOR SPEED)
 :     READ ONE  FULL  DAY(FOUR RECORDS)  AT A TIME
      K—4
 20   "oo~ T5~^J=T7K
 25   RE AD L12j_80JLjtENP-= -55 0) I S T A T, I S_Y, I M_N
      IFUYAR  .EO.  0) IYAR =ISY
      IFdSTAT   .NE.  ISURF) GO TO  _95.0_
      COMPUTE   NUMBER OF RECORDS  TO SKIP
      K= (J LYAR- i_SY_i_*36 5t ( MNTHI -i MN- 11*301*4
      IF(  K  ,GT.  0)  GO TO 20
      WP I I.E. ( 6jr 750)   LYARiJHN ,_I S TAJ
      ir<  I SOL  .EO.  01  GO TO 40
C     FIND   DAY CN SOLAR TAPE
 29   DO J30__J^1 j.K
 30   RfcADt13tEND=39) ISTAT,ISY.IMN
      1F(  I STAT .NE. ISLST)  GO TO 9_55
      K=  ((IYAR-ISYJ*365+(MNTHi-IMN-l)*30)
„	TF(K.GT.O) GO TO 29	
      WRITEC6.750)   IYAR,IMN,ISTAT
      KSL=_0			 .    -
      GO  TO  40
 39   WRITEi6jJ521 ISY   			
      fsoL»o
 C	   	 	
T  ~ BOTH TAPES ARE SET* AT  CORRECT YEAR,  CLOSE  TO CORRECT MONTH
 C_       _     	     _            .     	__   . 		„
 AO   IYUR" = IYAR "+IY"EA"R-I   "
 C     READ A FULL^DAY          . 	   	     ..		
 45  " on  50"jl="lt24,6
                                  199

-------
  50    READ.12,801,END=550) IDATA, ( ( IDD ( I , J » , 1= 1, 8 J , J=J 1 , J2)
       IF{  IDATA {2)-IYyR) 75,70,550
  70    IF(  IDATA (3).GT.  MNTH2)   GO  TO  550
 C           __              _         REJECT  RECORD    _
  75    IPUDATAO) .LT.MNTH1  .OR.  IDATAI3I .GT. MNTH2) GO"TO 45
 C  _       ______   _  ___   _         _     _____
~c~ ........ START" AND END OF SURFACE OBSERVATION TAPE
 C           CONTRGL_S RUN.
 C               ...-....-.--.                     .. . . _

       IF (I SOL .EO^Oi  GO Tp_120
       IF(  KSL.NE.~Q >  GO TO 86  ~
 _____ KSL^l __ _ __ __      _____    __     ____
  85    REAO(13,END=925) ISLD,ISLR
 C            ____ __ ___                _              __ _ ____
  86    DO 37 1^=
 C       __  ___  __           _ RFAD  GOOD   NOT READING YET
       IFCISLOf I)-IOATA(i)i 85,87,120
 C _____ ^ ______     _    _     ____
 C      FALL THROUGH WITH RIGHT  YEAR , MONTH, DAY
 C          __     ____      _                    _
  37   CONTINUE"
       KSL=O _  ___   _     _                        ____
 C
 C .. _.   IF THIS  IS E COMPUTE, MUST HAVE A FULL DATA SET
 C       1
 C
 C      ACCEPTED RECORD
 C
       DO 175 .K^H         _                           __ __  __    __
 C
 C __   USE EVERY IDELT DATA  POINTS( NECESSARY FOR OPTIONS  WHERE  DATA IS
 C        BEING SAVED)
       IF{IDELT .EQ. NDELT  ) GO  TO 130
       IDELT= IDELI*1_
       GO TO 175
  i 30	DO  150  I
                                  200

-------
c
C   ._               __
C     NO  DATA
      ISVm=ri
      JHIST(I)=10
C     CGM3INE NUMERIC AND  ALPHA  PART OF DATA
C
C     CHECK  FOR SUL.AR PARAMETER
C
      IF(_I.NE. ISOLl   GO TO  139
C     SCLAR  RECORD NOT MATCHING
..	IF(KSL «NE. 0) GO TO 14Z	
       HOUR  TOO EAPLY (BEFORE  DAYBREAK)  Q*   TUG  LATE
       KHHr.K-1 __         _
       DO  131   IKM=1,16
       KO_EX =
       IF(  I SLR (1,1 KM}  -    KHHJ  131  ,132,142
  131   CONTINUE _______  ___    __              __
 C      MATCHING HOUR NOT FOUND
       GQ_TO  142
  132   CONTINUE'
       I T SIr_LS LRJL.2 , KD_EX )
       IFIITST .LT. 0)  GO  TO 142
..C ______ GOOD OBSERVATION __         ___        __
       GO  TO  148
 C              _         __
 C
  139   CGN.ILNUJE _
       L=   ILOC (NHIsf(I) )
       ITST=  IDD(L,K)   __             ____  ___
       IF(  TST .EG. AST  .OR.   TST  . E 0 .  BL )   GO TO 142
 C
 C      CHECK FOR CLOUD COVER  MEASUREMENT  E-JUAL  TO X -OVERCAST
 C	                       _   _     _ _
       IF(  L .NE. B .OR.  TST  .NE.XHEX) GO TO 1395
 	ITST=10	     _     ,		
       GO  TO 148
 1395  CONTINUE_  _	
       DO   140  K2=l,3
       DO   140__ ^3=1,^0  __                            	
     ~~ IFCTST .NE".  HEX( K3.K2J )  GO TO  140
       ITST=K3-1		
       GO  TO 145
 140   CONTINUE	   	                 _	
 142   GO  TO <175, 150,175,150),IPTN
 145   IF  (L .EQ. 8) GO _TO  148       __                     _
       IT St = IT S T  * 1001 ( L-1, K ) * 10
       IF(  K2 .EQ.  2)  ITST=  -ITST      _           _   	
                               201

-------
       SAVE ALL CATA  IF  EOUIL  OPTION
       IF < tPJN _.E 0_. 2) GO TO  149
       ISVd )=ITST
       GO TG_150_
       CONTINUE"
       IF(J .LT. 0) J=0
                                    _                    _    _
       IFHISm .GT.9   JHIST(I)=9
  150   CONTJNUF            __                                 _
       I~KD = ikbVf""
   _____ IDELJ=i ________ _   _____                 ___ __
       GOTO (155.170,165,160), IPTN
  155   CCNJINUE              _
       ISV(6)=ISLR(3,Kn-EX)
       ISVm=ISLR(4,KOEX>
       CALL EOSUBUSV)
____    CQ_TQ_IT5 ____    _  __   __   _      ____  ___  _
 C      DISTRIBUTIONS - NOt'JFULL  DATA SETS
 .160.   CONTINUE
 C      EACH POINT IS EITHER  SAVED OR USED IN SAMPLE  STATISTIC,
 C                      _
       IF HINT .NE.  if SO I G'cTto  163
       DO 162 1 = 1. ND ____ ___   __  _   _      „ _ _  _
       IJ=ISVU )                .......... "
       IFUJ .L.T.. PJ_GQ_JO  162
       KMN( I J=KMN(I )+l
       MEAN(I)= MEAMIHJJ              _        _       ____
       MSD(I) = MSOIll +U*IJ
__1_62   CONTINUE _____  ____   ____   __  ____ ____
       ITSD=1
       GO TO 175 _
  163   ITSO = ITSC *1
      , DO 16^ I=i»ND_
       IF(ISVd) .LT. O  GO  TO
___     IF (KDdl .EQ. 1000)  GO TO 168
       KOI [I )=KD( I)*l
       X ( KD t I), I) = ISV( I )     _ _
  164   CONTINUE
       GO T0_175_
C      INDEPENDENCE TESTS -  FULL  DATA SETS
_ 165   DO 167 I = 1»ND ____
  167   X(IKD.I) = ISV(ir
C
C      CHECK  X STCfPAGE NOT EXCEEDED
C
       IF 
-------
       WRITE (6,754)
  	GO TO 550	
  170   CONTINUE                                 	
  	IHISTUl , _J2j_JJ ^JAl^I HI ST (J1, J2 , J3 , JV) 11
  175   CONTINUE
	GO TO 45	
 r                                       ...-.-


 C                       "~
 c      F_LNJIHED._GATHERI_NG DATA  TOGETHER AND SORTING
 c                         ""          ..      _      . .
  550   CONTINUE	
       GO TO (560,570,580,590),IPTN
.c.  . 	
 C      EG. TEMP  AND OTHER PLOTS
 C	__i _    __   	
  560   CALL ' EOPLT""  "
	„   GO TO 600	
 C                                                  	
 C      HISTOGRAMS, CONDITIONAL  PROBABIUT I€S.tETC.
 c	
  570  _CCNTINyE_	
       CALL HISTIND")
	GO TO 600	 _
 C      INDEPENDENCE TESTS
  580   CONTINUE
       CALL INDTSn IKD,NO)
       GO TO 600        __
 C     "             ""    ~  "      -  • •• - -
 C      TEST OF FIT  TO DISTPIBUTION	  _    	
 C                             	~"~
  590  _CONTINUJE_         _
       CALL OISf(N01
  600   CONTINUE
       REWIND 12 """
       REWIND 13
       GO TO 10
 C       _    _   _    _       END OF SOLAR  TAPE
 925   WRITE(6,752)   ISLRU.l)
 926
       GO TO 120
  950   WRITE(6,751) ISTAT,ISURF
       GO TO 999
       *RITE16, 751) ISTAT,ISLST
            "
 c      CHECK" FOR BEGINNING  BLANK SPOT FOUND  ON  SOLAR  TAPE
       i_Fi LSTAT__- E« • PI  G0  T0 29
 C
 C
                            203

-------
 599  STOP
C     ,   _  			        ___               	
\s
C     REFERENCE - TAPE  REFERENCE  MANUAL   AIRWAYS SURFACE OBSERVATIONS
C     TDF 14
 8 01  FQKMAT(4X,15»3I2,6(I2,10X, 12,A l,I2tAl,7X,!2 ,_A 1 ,14X,A1,37X) J	
 700  FORMAT(»0 PROCESS EVERY  ',  14,' RECORDS,  FROM BASE YEAR «,I2,
     1'  FOR «,I3«« YEARSVO TIME* WINDOW IS FROM                   	
     3MCNTH',I6, 'TO MONTH',16, 'HOUR',16,'TO
     4  515,' CODE NUMBERS OF  PARAMETERS'/
     5  4I5,5X,« INTERVAL  SIZE  FOR  CLASSES'/
     6  AI5»5X.* BASE  (ZERO  POINT)  F0«  CLASSES'/
     7  «0 OUTPUT  IS EVERY1,15,'  RECORDS IN WINDOW'//!
 701  FORMAJJ^01,I5,2X,3IJ/4LlP'f6t2I3,Al, I3,Al,I3,Ai, IX,Aim )
 750  FORMATl  «C   YEAR   ',13,' MONTH ',13, •  STATION ',16,'FOUND'I
 751  CCRMATL'C _  STATION NUMBER  ON  TAPE IS ',16,' INPUT IS._!,I6)
 752 ' CORMAT(  »0 SOLAR DATA  ENDED AT YEAR ', 13)      	"
 753  FORMAT CAI6, (2115/11  __    _               	^	
 754  FORMAT CODATA COLLECTION  STOPPED AT  1000 POINTS *************•//)
 7S9  FORMAT!' 1S20A4/'0  NOTE - TENTH HISTOGRAM DIVISION REPRESENTS  1NVA
     1LID OR MISSING DATA'/")
      END
                                  204

-------
      SUBROUTINE FOSUBUSV)
             K
      COMMON /BRUNTC/ BC { 10 , 17 ) , PATBC < 10) , T ABC < 17) , DRA TBC » DTABC
      CHMMGN /EA/ EA { 10 ,7) , SHEA t 10 ) tTAEA ( 7 ) t DRHE A, DT AE A
      CCMMCN /RSR/ RSR<9,3) , SARSR < 9 ) , CCRSP ( 3) ,DS ARSR , DCCRSR
      COMMON /INPUT/ A,B,HEAO(20),TMERR,WMULT, IFLAG,HS MULT , I PLOT( 6 )
     1,A1PRME,A2PPME,PG,DA,DS
r
      COMMON IHIST(5000) ,NH I ST ( 5 ) , MHI ST( A) ,MBASE(4) t IND(^)
C
      DIMENSION YEQ<2U01 ,YW(200) , YTA ( 200) » YRHt 200} ,YCC(200) ,YHS{2001,
     1 YHSC(200)                                                  i
      EQUIVALENCE ( IHI ST(1 ) , YEOI 1 ) I t (I HI ST( 201 ) ,YW ( 1 ) ) , ( IHISTI 401) ,
     1 YTAt 1) ) ,( IHIST(601),YRHC1» , ( IH I ST( 801 ) , YCC ( 1 ) ) ,{IHIST< 1001),
     2 VHS( U)
      DIMENSION ISV17)
C
C     ISV=
C           1    WIND SPEED
C           2    TEMPERATURE
C           3    RELATIVE HUMIDITY
C           A    CLOUD COVER
C           5    SOLAR RADIATION
C           6    SOLAP ELEVATION
C           7    EXTRA TERRESTRIAL  RADIATION
C
      !FLAG=IFLAG+1
      IFdFLAG.NE.il GO TO  99
      WRITE16, 5)
  5   FORMAT* •  TH? FOLLOWING SETS OF  DATA GIVE INVALID EQUILIBRIUM TEMPE
     19ATURES'/1          W         TA         RH         CC         HS
     2    SA        HSC1)
      DO 10 I=ltl200
      IHISTU)=0.
 10   CONTINUE
 99   CONTINUE
      W=ISV(1) *
      PH=ISV(3)
      CC=ISVI«)
      HS=.1*ISV( 5>*HSMULT
      SA=ISV(6)
      HSMUL2=( A2PRME*.5*d.-AlPRME*DS)-DA) /il.-.5*RG*( l.-A 1 PPME*DS)
      HSC=ISV(7)*HSMULT*HSMUL2
      T^=TA
      IW=ISV( 1)
      ITA=TA+1
                                  205

-------
       IHS=.l*!SV(5m
      IF(IW.LT,l.nR.IW.GT.200l  !rt
      IFUTA.LT.1.0R.ITA.GT.200) ITA=200
      IFUCC.LT.1.0R.ICC.GT.200) ICC=200
      IF( IRH.LT.1.0R*IPH.GT.200) IRH=200
      IF( IHS.LT.1.0R.IHS.GT.200) IHS=200
      YW(! 1>)=YW< IW1 + 1
      YTA< ITA)=YTAl ITA)*1
      YRH( IPh)=VPH{ IRH)*1
      YCC(ICC)=YCC(ICC)*1
      YHS( IHS)=VHS(IHS)+1
      DO 5000 IND6=1,25
      IFIHSC.NE.O.) GO TO  100
      HR=0.
      GO TO 150
1JO   CONTINUE
      RATSP=HS/hSC
r
C        CALCULATE HA, MRST GET VALUE  OF  BC  AND EA
C
      CALL TWOFIT(BC,RATBC,OPATBC,10tTABC,DTARC,17,RATSR,TA,BCl)
      CALL TWOFIT(eA,RHEA,DRHEA,10tTAEA.OTAEA,7,RH,TAf EA1»
      hA=4.15E-8*
-------
c
C     CALCULATE   EQUILIBRIUM TEMPERATURE
C
      EQUIL  = C-U+CAPD)/(2.*CAPA)
C
500   FORMAT (F10.2.6F15.2)
       IF{ABS(EOUIL-TM).LE.{TMERR*TMM  GO TO 5001
      TM=EOUIL
 5000 CONTINUE
5001  CONTINUE
      IEO=EQU!L+1
      IFUEO.LT.1)IEQ=200
      IP(IEO.GT.200)  IEO=20C
      YFQUEO)=YEQUEQ)-H
      RETURN
 6000 WRITEl6t6)ISV
 6    FCPMAT<7I10)
      RETURN
      END
                             207

-------
      SUBROUTINE TWOFIT t FXY,X ,DX, M, Y,DY ,N, XX, YY , ANS )
      DIMENSION FXY(M,N),X(M),Y(N)

      IX= (XX-X(1))/DX  + 1
      IY= (YY-Y(1)J/OY  + 1

      IF{ IX. LE. 1) GU TO 110
      IF( IX.GE.M) GO TO 115
      I XI* IX
      IX2=IX+1
      GO TO 120
  110 1X1= 1
      1X2= 2
      GO TO 120
  115 1X1= M-l
      1X2 = M
  120 CONTINUE

      IF (IY.LE.1) GO TO 130
      IF ( IY.GE.NI GO TO 140
      IY1=IY
      IY2=IY+1
      GO TO 150
  130 IY1=1
      IY2=2
      GO TO 150
  140 IY1= N-l
      IY2* N
  150 CONTINUE
      FY1=FXY< IX1,IY1) + UFXYUX1,IY2)-FXY(IX1, IY1I )+(YY-Y( I YD )/OY>
      FY2=FXY(IX2,IYm-{ {FXY( 1X2, I Y2 »-FXYI 1X2, IYU )*IYY-Y( IYU )/OY)
C
      ANS = FY1 * (FY2-FY1)*(CXX-X( IX1II/OX)
C
      RETURN
      FNTRY TOLOOK(FXY,X,nX,MtY,DY,N,XX,YY,ANS»
C
      IX=CXX-Xtll)/OX +1
      IY=(YY-Y(1U/OY +1
C
      IF(IX.LT.l) IX=1
      IPdX.GT.MI IX=M
C
      IFUY.LE.l! GO TO  230
      IF(IY.GE.N) GO TO  240
      IY1=IY
      IY2=IY+1
      GO TO 250
 230  IY1=1
      IY2=2
      GO TO 250
240   IYl=N-l
                                  208

-------
250   CONTINUE
      ANS*FXY( IX,IYim (FXY(IX,IY2)-FXY< IX, I YD I*(YY-Y(IY1» I/DY)
      RETURN
      END
       SUBROUTINE FBETACTM, BETA1 ,CBETAU
      XNT=9501./T
      XNTT=XNT/T
      YNT=EXP<17.62-XNT)
C
      ES=25.4*YNT
      BETA1=25.4*XNTT*YNT
      CBETA1=ES-(TM*BETAII
      RETURN
      END
                                  209

-------
           INTC/ BC(10,17),RATBC(10),TABC(17».DRATBC,OTABC
           .50,.55,.60,.65,.70,.75,.80,.85,.90,.95/f
           8..32.,36.140., ft.,48.,52.,56.,60.,64.,68., 72.i
           ,88.,92.7,
BLOCK DATA
COMMON /SRUNTC/
DATA RATBC/.50,,   ........
     TABC/28.,32.,36.,40.,44.,48.,52.t56.,60.,64.,68.,72.t76. ,80.,
      .73..725,.72,.71,.
                    7 3 5,. 72 5,.72
       .74,.74,.74,.74
       • I •»» • Itt • '*»t» It,. It
DATA DRATBC/.05/.OTABC/4./
r rtuunKi / cr » /  c A * i si  •* I  DUCAI
DATA RHEA/10
      i
vn f r* ri • i^ n f & v
DATA TAEA/40
r.05/,OTABC/4./
EA( iO,_7l ,RHEA{ 10IJLTAEAJ7J ,DRHEA,DTAEA
>. *20. ,30. ,40. 150. ,60. ,70. , 80. ,90. , 100./
). , 50. , 60. ,70. , 80. ,90. , 100. /
t/M I « OH(\ jr\/ V. , JLVJ . ,C.V. ,

DATA CCRSR/3.,6.5,10./
•^A^TA «-*tf>fkJI  C- I-   -* ^   • *fc **
     \^^r\«jr\* ^* r«^*^v«.vr»^
     RSR/.55,.25,.125,.08,.
           ^ cr   IQ  i /%  rt-»  r
          .55,.25,.125,.08,.06,.05,.045,.04,.035,
          .45,.18,.10,.07,.06,.05t.045,.04,.035,
          .2 5,.14,.09,.075,.06,.055,.05,.045,.04/
DATA DSARSR/lp./iOCCRSR/3.5/.
COMMON /INPUT/  A,B.HEAtH 2Q),TMERR,WMULT,IFLAG.HSMULT,IPLOTC6)
DATA A,B  /O.,il.4/,HEAO/20*»    '/.TMERR/,01/,«MULT/1.15/,
 IFLAG/0/,HSMULT/88.47/,IPLOT/l,i,i,l,l,l/
cmn
                                   210

-------
      SUBROUTINE  EQPLT
             K
      COMMON  /INPUT/  A,B,HEAD(20).TMERR,WMULT,IFLAG,HSMULT,IPLOT(6l
      COMMON  IHISTf 50001 ,NHIST(5>,MHIST<4) , MBASECt), INOK)
      DIM£NSIpN^_YEQ(200^^^(2001 ,YTA(200) ,YRH(20Q) t YCC (200 I t YHS (200) ,
     1 YHSC(200»
      EQUIVALENCE  fIHISTf1).YEQf1)I,(IHIST(201),YH(1I),(IHISTf401),
     1 YTAd)l,dHiST(601),YRHfl)) ,(IHIST1801),YCC(1)»,(IHIST(10011,
     2 YHSf111ttIHISTt1201ItYHSCflI>
      DIMENSION XEQC 2001,XH 12001,XTA(200 I ,XRH(2001,XCC(2001,XHS(2001,
     1 XHSCI 2001
      EQUIVALENCE(IHIST(14011,XEQ(II I»(IHIST(1601),XW(1)),(IHIST(18011,
     lXTAdl».dHIST(2001J,XRHdl),(I HIST(2201),XCC(1)I,(IH1ST(2401),
     2  XHS(i) »,( IHIST(2601) ,XHSC( 1M
      DIMENSION YLIST(51»
      DATA  YLIST/51*1.EIO/,MPAGES/1/,YMIN/0./
      DI MENSiON. TITLE(20),TTITLE(26)                  _
       DATA  TITLE  /•     «,•   ~'t»      «,'    ','     S1    't
     * •     • , •    • ,«     • ,
     1 • FRE', •OUENl,fCY  O'.'F OC•,«CURR',«ENCE*,

      DATA  TTITLE/^QUt't'LIBR'.'IUM »,«TEMP«,'ERAT*,'URE  «,
     I •WIND
-------
      TITLE42)-TTITLE12I
     TITLE<3I=TTITLE(3)
     TITLEt5»=TTITLE(5l
     TITLE<6>*TTITLE«6I
     CALL PPLOT(TITLE,XEQ{in,YEO< ID ,N,YLIST,XMIN,XMAX,YHIN,YMAX,
    1 MPAGES)                               "            .......
150  CONTINUE
     IF(IPLOTC2).NE.1> GO TO 250
     11=1
     1 2=0
     YMAX=0
     DO 200 1=1.100
     IF(YH( n.EO.O.) GO TO 200
     12 = 1
     IFiYWU I.GT.YMAX) YHAX»YN(I>
200  CONTINUE
     IYMAX=YMAX/5.
     YMAX=10.*IYMAX
     XMAX=XW(I2I
     N=XMAX-XMIN*i
     TITLE( l»=TTITLEt7»
     TI TLE ( 2 ) «TTITLE i ( 8)
     TITLE{3)=TTITLE(9>
     TITLE(4)=TTITLE(26l
     TITLE<5>=TTITLEC26)
     TITLE(6»=TTITLE(26i
     CALL PPLUTITITLE.XHUI) ,YH( II) ,N,Yl 1ST, XMIN.XHAX.YMIN, YMAX, MPAGES)
250  CONTINUE
     IF«IPLOTC3).NE.i» GO TO 350
     11 = 1
     I2»0
     YMAX=0
     00 300 1=1,120
     IFIYTA{It.EQ.O.J GO TO 300
     IFf f2.EQ.~6) 11=1
     12=1
     IF(YTA(I1.GT.YMAX» YMAX=YTAII»
300    CONTINUE
     IYMAX=YMAX/5.
     YMAX=IYMAX*10      _
     XHIN=XTA(I1)
     XMAX=XTA(I2)
      N=XHAX-XMIN *1
     T1TLE{1I=TTITLE110I
     TITLE(2l*TTlfLEI ill
     TITLE(3_»^ITITLE(i2.l __   _
     TITLE(4I«TTITLEC13I
     TITLe(5l=TTITLE«26l
     TITLE(6l»fflTLEC261
     CALL PPLqT(TXTLEtXTAIIl)tVTAIIlltNtYLISTtXMINtXMAXff
    1 YMIN.YMAX, MPAGES)
350  CONTINUE


                                  212

-------
     IF(IPLOT(4KNE. l»  GO TO 450
     U--1
     12 = 0
     00  400  1 = 1,100
     IF ( YRH< I) . EQ_._0. I  GO TO .400
     IFUZ.EQ.O)  11=1
     12=1
     lFiVRHm.GT.YMAX) YMAX=YRHII»
400   CONTINUE
     IYHAX-YMAX/5.
     YMAX=IYMAX*1Q  _
     XMIN=XRH~(li»~
     XMAX*XRHU2)
      N=XMAX-XMIN +1
     TITLEm = TTITLE(14l
     T!TLE(2MTTITLE(15J
      T I TLE I 3 1 ^TTITLE ( l_6l
     TITLE{4>=TTITLE(17I
     TITLE(5)aTT[TLE(ia»
     TITLE(6)=TTITLE(26)
     CALL  PPLOTUITLE ,XRHU1) ,YRH( 1 1 1 ,N,YLI ST ,XHIN, XMAXt
    1 YMIN,YMAX,HPAGESI
450  CONTINUED
     IF  (IPLOT(5>.NE.1I GO TO 550
     Ii=l
     12=0
     YMAX*0
     DO  500  I - 1 , 1 1
     iFCYCCd l.EQ.Q. I  GO TO 500
     12 = 1
     IFlYCCm.GT.YMAX) YMAX=YCCIII
500   CONTINUE
     IYMAX=YMAX/5.
     YMAX=IYMAX*10
     XMIN»XCCi.Ill
     XMAX=XCC(I2f
      N=XMAX-XMIN +1
     TITLE! 1I=TTITLE< 19)
      T1TLE<2»=TTITLEUO>
     TITLE(3)=TTITLE(21)
     TITLE(4I=TTITLE(26)
     TITLE{5»=TTITLEt26»
     TITLE(6I=TTITLE(26)
     CALL  PPLOT(TITLEt  XCC( II I t YCC( U » ,N,YLIST,XMIN,XMAX,
    L YMIN,YMAXtMPAGESJ
550  CONTINUE
     IFflPLOTjm.NE.U  GO  TO 650
     11=1
     12=0
     00 600 1=1,200
     IFCYHSm.EQ.O.) GO  TO  600
     IFU2.EQ.O) Ii-I
                                  213

-------
     12=1
     IFCYHSd I.GT.YMAX) YHAX=YHS< II
600    CONTINUE
     IYMAX=YMAX/5.
     YMAX=IYMAX*10
     XMIN*XHS(IU
     XMAX*XHSU2>
      N=XMAX-XMIN + 1
     TITLEm=*TTlTLE(22l
     TITLE(2)=TTITLE(231
     TITLEt3l=TTITLE(241
     TITLei4l»TTITLE(25l
      TITLEt5)=TTITLE(26l
     TITLE16)=TTITLEC26»
     CALL PPLOT(TITLE,XHS(I1)»YHS(I1» tN,YLISTrXHINtXHAX,
    1 YMINtYMAXtHPAGES)
650  CONTINUE
     RETURN
     END "
                                  214

-------
   SUBROUTINE  PPLOT  (HEADNG,XX,YY,M,VARY/XMIN,XMAX,YMIN,YMAX,MPAGESI
   REAL LINE,BLANK/'  •/,DOT/'.'/,X/•X•/,0/•O'/,Y/•Y•/,PLUS/ • +' /
   REAL AST/'*'/
   DIMENSION LINE(1121,XX(100),YY(100),YAXIS(20),XAXIS(lOl)
   DIMENSION VARY(lOi),  HEADNG(20)
   WRITE  (6,9)  HEADNG
 10 OYMXMN  = YMAX -  YMIN
   YAXISU) =  YMIN
   GO TO  (12,14), MPAGES
 12 XSPACE  = 50.0
   MSPACE  =51
   GO TO  16
 14 XSPACE  =  100.0
   MSPACE  =  101
 16 DO 20   K=2,il
 20 YAXIS(K) »  YAXIS(K-l) + 0.1*DYMXMN
 30 IF (DYMXMN  - 1000.0)  40,100,100
 40 IF (YMAX -  1000.0) 50,100,100
 50 IF (YMIN  +"100.6)  100,100,60
 60 IF (ABS(YMIN)  -  ll.OE-02))  70,70,80
 70 IF SYMIN)  100,80,100
 80 IF (ABS(YMAX)  -  (1.0E-02H  90,90,110
 90 IF (YMAX)  100,110,100
100 WRITE  (6,1) (YAXIS(K)t K=2»li)
   GO TO  120 -~  •
110 WRITE  (6,2) (YAXIS(K), K=2,ll)
120 DO 130 J=l,112
130 LINE(J) -  BLANK
   WRITE  (6,31 LINE
   KOUNT  = 0 __
    IF (XMIN)  140,170,170
140  IF (XMAX)  170,170,150
150 DO  160  J=10,112
160 LINE(J) = BLANK
   GO TO  200
170 DO  180  J=10,110
180  LINE(J) = DOT
   DO  190  J-10,110,10
190  LINE(J) = PLUS
   LlNE(lll)  = BLANK
    LINE(112)  = Y
200  DXMXMN = XMAX - XMIN
    XAXIS(l)  = XMIN
    DO  210  KK-11,MSPACE,10
210  XAXIS(KK) = XAXIS(KK-IO) + (10.0/XSPACE)*DXMXMN
    KK = 1
    XINVL  = DXMXMN/XSPACE
    VARX = XMIN
220  DO 770  L=ltMSPACE
    IF  (YMIN)  230,260,260
230 JY = (100.0/OYMXMN)*ABS(YMIN)  + 9.5
    IF  UY-110) 250,240,240
240 JY = 9
250 LINE(JY+L) - DOT


                                    215

-------
    GO TO 270
260 LINE(IO) = DOT
    JY = 9
270 IF IL-ll 280,330,280
280 IF U-li) 290,340,290
290 IF (L-21) 300,J340,300
300 IF {L-311 310,340,310
310 IF (L-41) 320,340,320
320 IF (L-51) 321,340,321
321 GO TO <430,322),MPAG£S
322 IF (L-611 323,340,323
323 IF 
-------
530 CONTINUE
    J = IVARY(L) - YMIN)*100.0/QYMXMN * 9.5
    IF (J-ill) 540,5800580
540 IF (8-J) 550,580,580
550 IF (LINE(J+1) - 0) 570,560,570
560 LINE! J1*11 = 0	
    GO TO  590
570 LINEU + i) * AST
    GO TO 590
580 J » 0
590 JI » J +"T           -    --
    Kl = KMAX + I
    JY1 = JY * 1
    IF (LINEdlZ) - Y) 600,720,600
600 IF {JY - J) 620,610,610
610 IF (JY - K) 660,630,630
620 IF {J - Kl 660,690,690  "
630 IF (L - KM 640,650,640 _
6401 WRITE 16,31 (LINETJJ). JJ=10,JYl)
    GO TO 750
650 WRITE (6,6) (LINE(JJ), JJ«10,JY1)
    GO TO 750
660 IF (L - KK) 670,680,670
670 WR IT E (6,3_J C L1NEIJ J) , J J-10 ,JK1)
    GO TO 750
680 WRITE (6,61 (LINE(JJ), JJ»10,ja)
    GO TO 750
690 IF (L - KK) 700,710,700
700 WRITE (6,3) (LINE(JJ), JJ-10,J1)
    GO TO 750                     __
710 WRITE (6,6) (LINEUJ), Jj'*lo,Jl)
    GO TO 750
720 IF (L - KK) 740,730,740
730 WRITE (6,6) (LINE(JJ), JJ=10tlL2)
    GO TO 750
740 WRITE (6,3) (LJNE(JJ), JJ=10,112)
750 00 760  J=10,112
760 LINE(J)  = BLANK
    VARX = VARX * XINVL
770 CONTINUE
    IF (OXMXMN - 1000.0)  780,870,870
780 IF (XMAX - 1000.0) 790,870,870
790 IF (DYMXMN - 1000.0)  800,870,870
800 IF (YHAX - 1000.0) 810,870,870
810 IF (YMIN + 100.0)  870,870,820
820 IF (ABS(YMIN) - (l.OE-02)) 870,870,830
830 IF (ABS(YHAX) - (l.OE-02)) 870,870,840
840 IF (XMIN + 100.0)  870,870,850
850 IF (ABS(XMIN) - 
-------
  2 FORMAT (/,17X.F7.3,9(3X,F7.31I
  3 FORMAT (1H ,9X»l03Ali
  4 FORMAT «• «,1PE9.2)
  5 FORMAT t» «,F9.4»
  6 FORMAT l«+«,9X,i03Al)
  7 FORMAT (/ti4X,*XMlN -  • , 1PE12. 5.5X, »XMAX  =  SlPE12*5t
   1 /fi4Xt*VNIN *" •flPE12«5lSXt'YHAX •"•t'iPElZ.'SI
  8 FORMAT (/.14X,'XMIN =  • ,F10.6,5X, «XMAX  =  SFL0.6,
   1 /tl^Xt'YMIN * •tF10.6,5X,lYMAX  =  '.F10.6)
  9 FORMAT C*l't20A4)
900 RETURN
    END
                                  218

-------
      SUBROUTINE HIST(NO)
C
C     COMPUTE AND OUTPUT MEANS, CONDITIONAL MEANS AND NORMALIZED
C        MATRICES ALL BASED ON FIRST VARIABLE SELECTED.
C     OTHER ROUTINES TO PROCESS   IHIST CAN BE WRITTEN
C     THIS SUBROUTINE COMPUTES AND OUTPUTS IN TERMS OF CLASSES
C
      COMMON   IHIST.NHIST,MHIST,MBASE,IND
      DIMENSION     NHIST<5),MHIST{4I,MBASE<4I,INDC4)
      INTEGER*2 IHIST(10,10,10,101
      EQUIVALENCE   (INO(l)tll),  f I'NDf 21« 12) t  UNDO),13),
C
C
      COMMON  /PCOM/ IPTC150),APT(100),1S(20»
      DIMENSION     ISVtlO),PMS{10),FACT(lO),APUTUO,lOI
      INTEGER*2 IPUT<10,10,3»,I ADD
      EQUIVALENCE  (IPUT(1,1,1I,IPT\
     1,             CIS(l)tISyillif      (APTU),APUT11,1J I
c
      DATA ZR/0./
      00 20 1=1,10
      PMSCI 1=0.
 20   isvm=o
      DO   50  I « 1,150
 50   IPTtI)=0
      MAX=0
C     BREAK UP  INTO THREE  SEPARATE MATRICES
      DO 200  Kl=ltji
      DO 200  K2=1,I2
      DO 200  K3=1,I3
      DO 200  K4=1,I4
      IADD =  IHIST
-------
      DO  400  1=1,3
      IF( INOU + 1) .EG. II GO TO 405
      DO 325   K1=1,U
      IFi ISV(Kl) . EQ. 01 GO TO 325
      M=0
      00  300 KK=i,9
      IADD=IPUT(KltKK,l)
 300  M= M+ IADD*KK
      EH=M
      EMS= ISVCK1)
      PMSCK1) = EM/EMS
 325  CONTINUE
C
C     NORMALIZE AND OUTPUT MATRICES
C
      DO 350   KK=1,9
      DO 340 Kl»i.9
 340  M= M+IPUT(Kl,KK,I)
      IF(M .NE. 0) GO TO 343
      DO 342 Kl=l,9
 342  APUT(Kl.KK) =0.
      EM=0.
      GO TO 346
 343  £M=M
      EM=EM/100.
      DO  345  Kl=l,9
 345  APUT
-------
    1  F6.2/'  FREQUENCIES OF DATA IN EACH CLASS ARE  '/IX.IOIIO//
    2» NORMALIZED DATA BY CLASS FOR EACH PAIR FOLLOWS. COLUMN  10  IS NOR
    3MALIZING FACTOR1/' ROW 10 IS MEAN  <8Y CLASS) FOR EACH  COLUMN*/)
701  FORMAT(«0I,I3/(9F10.2.10X,F10.2)>
702  FORMAT!«1 FREQUENCY TABLES OF DATA BY PAIRS'/1 FIRST PARAMETER SPE
    1CIFIEDJS ALWAYS FIRST PARAMETER OF EACH PAIR, _AND  EACH CLASS  IS  A
    2  COLUMN1///I
703  FORMATCpYdOIlO) I
714  FORMAT I'1'1  SUBSET OF EMPIRICAL DISTRIBUTIONS 'I
715  FORMAT(  5I10J
     END
                                  221

-------
      SUBROUTINE  INOTSTfKD.NOI
C
C
C     TEST INDEPENDENCE OF ALL DATA PAIRS USING SPEARMAN RANK
C         CORRELATION COEFFICIENT, AND OF ALL  DATA TOGETHER USING
C         KENDALL COEFFICIENT OF CONCORDANCE
C
C
C     THIS SUBROUTINE DESTROYS THE INPUT DATA
C
      COMMON   X(1000,5»
     L         ,    NHISTtSI
      DIMENSION     XR(1000,51,WORK(2000»,XXt5000)
      EQUIVALENCE   (XX(11,X(1,11)
C
      WRITE (6,700) KD
      DO 100 1=1,ND
      CALL RANKlXd, 1) ,XR( 1,11 ,KD)
 100  CONTINUE
      I2=ND-1
      DO  150  1=1,12
      13=1+1
      DO  150  IJ=I3tND
      CALL SRANK(XRU,II,XR(l,IJ»,X,KD,TAU,SD,NDF,ll
      WRITE(6,705I  NHISTII»,NHIST(IJ»,TAU,SD
 150  CONTINUE
      IF( ND .EO. 21 GO  TO 200
      12=1
      DO 180 K=1,KD
      DO 175 I*1«ND
      XXII2) =XR(K,I)
 175  12=12+1
 180  CONTINUE
      CALL WTEST CX^XR ,ND-,KD,UORK,TAU,SD,NOF,l1
      HRITE<6,706) TAU,S~D
 200  RETURN
 700  FORMAT(• INDEPENDENCE TESTS. NUMBER OF DATA POINTS  IS  «,I6/
     1'0',10X,'VARIABLE  NUMBER*,6X,•VS.  VARIABLE  NUMBER1,6X,'RANK  CORR,
     2COEF',8X,'SIGNIFICANCE  PARAMETER1  />
 705  FORMAT(25X,I2,23X,I2,2E20.8I
 706  FORMAT CO ALL VARIABLES* ,42X, 2E20. 8)
      END
                                  222

-------
      SUBROUTINE DISK NO)
C
C     OPTION COOES INPUT IN IOPT ARE
C              0    STOP
C              1    NORMAL
C             _2	EXPONENTIAL	        	
C              5 '  USEDST tNHISt|5),MHISTI4l,MBASEUlt INDIt)
      COMMON	/DSTCH/KHN(5)tMEANt 51tMSD C 51«KD(511IDPT(3111INT	
      DO  200  Y-itNO'" ••-•-••
      KP=KO(l»
      IF( KP ."EQ. 0)  GO TO 200
      OK =KMN< II                                     _              _ . ..
      DKM» DK-1.
      ISRT«0 _                                      _              	
      SMD« MSDCII	
      SHE AN - ME AN CD                                          	
      SMEAN * SMEAN/OK
      SOEV »(SMD-DK*SMEAN*SMEANI/DKM                     _          _ ..
      SDEV - SQRTIA8SISDEVH .
      WRITE 16,700i NHlST(I>,KMNHttKP,SMEAN,SDEV    _	
      DO 150 IT*1,3
      IF( IDPTIITI .EQ. 01 GO JO  200	     ,     	
      CALL KOTMO  (XUtr»VKP,Z,PROB,lbPT(ITI,SMEAN,SDEVtIER,ISRT,USEDST»
      ISRT » l_        _•    _                         	
      WRITEC 6,7011  ibPTCTfltZtPROBtlER
 150  CONTJNUL _   _        _   ..   ,  .  	 _. .    	
 200  CONTINUE
      RETURN                                         .....           	
 700  FORMATC'O DISTRIBUTION TESTS  FOR  VARIABLE NUMBER •tI2/iOX,I6t
      !• POINTS USED  FOR  MEAN  »,I6,«  POINTS USED FOR TEST•  /lOX,  E15.A
      2,« SAMPLE MEAN™«tl6XtEi5.4,'  SAMPLE  STANDARD DEVIATION •)
      PPW?AT(lpXt •KOLMO  OPTION _• t IZ^.1 Z V» ElS.^t* PROB *tEiS.4B.«
      It" I2"l
      END
                                   223

-------
       SUBROUTINE   KOLMOU.N, Z, PROB, I FCOO.U ,S , I ER, ISRT, USEDST )
       DIMENSION XI II
C
C           NON DECREASING ORDERING OF XIII »S  (DUBY METHOD »
"C
             ____
       IFUSRT .NE.  01   GO TO 100
       DO 5  I^2_t_N
       iF
     3  CONTINUE    __
       XC IMTEHP
       GO TO 5
     5  CONTINUE    __
C
c            COM_PUTES.M.AyMUM DEVIATION ON IN ABSOLUTE VALUE  BETWEEN
C            EMPIRICAL AND THEORETICAL DISTRIBUTIONS
C __    _ __   ___                            __  _
 100  CONTINUE
       DN=0.0      __
       FS=b,OT
       IL-JL  _    __    _
     6  DO 7  I=IL,NM1
       J»I
       IFlX(J)-X(J+l»<9t7,9
     7  CONTINUE
     8  J=N
     9  I_L^J*1       _
       FI=FS
       FS*FLOATCJ)/XN
       IFCIFCOD-2UOVi3,17
    10  IF IS 1 11, 11, 12 _
    11  IER=1
       60 T0_29    _
    12  Z •IXCJI-Of/S
       CALL NDTR(Z«Y,D}
       GO TO 27
    13  IFCSUl, 11,14
    14  2=(X(J)-UI/S-H.O
              _
    15 Y-0.6
       GO TO 27
    16 Y=1.-EXP<-ZJ
       GO TO 27
    17 IF(IFCOD-4)18,20,26
    18 IF IS 1 19, 11, 19
                                   224

-------
  19 Y=AT AN( ( X < J}-U >/SI*0.318309 9*0". 5
     GO TO 27
  20 lFrS-UTTr,il,2T
  21 IF(X(J)-U)22,22,23
  22 Y«0.0
     GO TO 27  _
  23 IF|X(J|-S)257F5t24   "~"
  24 Y»1.0
     GO~TD 2T"
  25 Y= t X { J »-U I /^S-UI
  "	GO~TD 27              —-.-..
26	Y* USEDSTUC J)fU,S)
  27 EI-ABSIY-FI)             	
     ES«ABS(Y-fSI
     ON-AMAXi C DN,"E I, E S~»~
     IF(IL-N)6,8,28
                       ._          ..   		

           COMPUTES Z*DN*SQRTIN)   AND   PROBABILITY
  28 Z=DN*SORT(XN»
     CALI siflU
     PROB«1.0-PRQB
  29 RETURN
     END
     FUNCTION USEDST(X,U,S»
     USEDST*0.	
     RETURN
     END
                                  225

-------
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 PROGRAM TO PROCESS ONE YEAR (PORTLAND) TAPE

    THIS IS A SUBSET,WITH FORMAT CHANGES, OF THE THERMOS PROGRAM


 ENVIRONMENTAL SYSTEMS LABORATORY   -L.PATMORE-(408» 734-2244


    THIS PROGRAM PRODUCES JOINT DISTRIBUTIONS*BY CLASS),PERFORMS

    INDEPENDENCE TESTS AND FITS TO DISTRIBUTIONS (ON OPTION FLAG),


    PROGRAMS INCLUDED WITH THIS PACKAGE ARE HI ST.INDTST,DIST,  AND

    THEIR SUBPROGRAMS.


      THE IBM "SCIENTIFIC SUBROUTINE PACKAGE IS USED.
 COMMON JFOR ALL OPTIONS

 COMMON   I HI ST , NHI ST ,'MHI ST , MBA SE , I ND

 INTEGER *2    IHISTJ10,10,10,10)
 DIMENSION

1,
2,

 EQUIVALENCE

1,  (JH'fSTU

2,

3,
                    NHISTf5),MHIST(4>tMBASE(4),IND14)

                    JHIST<5),IDATAi10),ISV(7),IZRI50001.ILOC(4>
                    HEXdO,3) ,X( 1000,5)

                    I ITT,ATT)

                       , lJHIST(2»f J2>, (JHISU3) ,J3) , ([JHISTI 4) , J4)

         (IHISTdtUltlltlZRIll)

                    (ITSTtTST),   UHISTUtitlfflltXU.lll
 COMMON FOR  DISTRIBUTION FIT


 COMMON   /DSTCM/KMNI5l,MEAN(5l,MSD(5»,KD(5)tI DPT(3),I I NT
      DATA     AST/'*    ViBL/1     •/, ILOC/5,7,9,10/, IOUT/O/tNDELT/1/

     It IYAR/0/,IYEAR/2/,MNTHl/6/tMNTH2/8/fMHOUR/iL/,NHOUR/14/,HEX/
     5 ZC6404040,   ZC7404040.ZC8404040,ZC9404040,ZD0404040,ZO1404040,

     6 ZD2404040,   Z03404040,ZD4404040,Z05404040,ZD6404040,ZD7404040,

     7 ZD8404040,   ZD9404040,ZF0404040,ZF1404040,ZF2404040,ZF3404040,

     8 ZF4404040,   ZF5404040,ZF6404040,ZF7404040,ZF8404040,ZF9404040/
     9,XHEX/Z60404040/
 NAMELIST /TEMPS/  lOUT.NMRECtNDELT,IYAR.MNTH,IYEAR.MNTH1.MNTH2
1,        MHOUR,NHOUR,NHIST,MHISTtMBASEtHEAO

2t     	ISURF_,JSLST,IPTN,IINT,IDPT


 READ     OUTPUT OPTION  COUTPUT  EVERY  I OUT  RECORDS)

          START YEAR MONTH      (IF  ZERO  USE FIRST  ON TAPE I

            PROCEED FOR  DELTA  YEARS.DATA IN MNTH1  TO MNTH2

 PROCESS DATA  IN WINDOW  HOUR TO  HOUR2,  HISTOGRAMS  CHOSEN IN NHIST

  IPTN =  RUN  OPTION
                                  226

-------
C              =1   NOT AVAILABLE FOR THIS TYPE OF INPUT TAPE
C               MISSING DATA
C
C
C           =2 COMPUTE CONDITIONAL DIS1RIBUTIONS,MEANS,ETC.
C            _ SECTION 10 IN THIS VERSION IS SAVED FOR INVALID OR
C                   CHOOSE 1-4 PARAMETERS IN NHIST
C
C
C           =3 INDEPENDENCE TESTS
C                 ~    CHOOSE  2-4 PARAMETERS IN NHIST
C           =4 DISTRIBUTION FITS
C             "    "   CHOOSE  1-4 PARAMETERS,ALSO IOPT AND IINT.BE SURE
C                    THAT IINT_DOES NOT RESULT IN ONLY A SUBSET OF THE
C                    HOURS BEING USED TO COMPUTE THE SAMPLE STATISTICS.
C
C
C     START JRUN WITH EVJRYTHING ZERO  BUT DO NOT RETURN_HERE, NEXT CASE
C     TO ALLOW MINIMUM OF CHANGES WITH NAMELIST.         " "         "
      DO 1 1=1.4
      NHIST(I)=0
      MHIST(I)*0
 1    MBASE
-------
      00 13 I=ltND
 13   IND(I)=10
      DO 14 J=l,5000
 14   IZR(J|-0
      GO  TO 19
C
C     DISTRIBUTION FITS ONLY
C
 18   CONTINUE
      00 185 1-1,5
      ME AN (I 1=
      MSDU J=0
 185  CONTINUE
      ITSD=IINT
C     NOW HAVE COUNTED NUMBER OF HISTOGRAMS TO 00 AND CLEARED  SPACE
 19   CONTINUE.    _        _
      WRITE I 6*6991
      WRITE (6, 700)  NDELT,IYARtIYEAR,MNTHi,MNTH2tMHQUR,
     1  NHOUR,NHIST,MHIST.MBASE,IOUT
C
C     INITIALIZATION OF INPUT FINISHED
C                  _
 40   IYUR * IYAR +IYEAR-1
 45   CONTINUE
 50   READ(12.801,END=550I IOATA
      IF (IYAR .NE. 0)  GO TO 55
      IYAR=IOATA(1)
 55   CONTINUE
      IF( I OAT A( II- IYUR) 75,70,550
 70   IF< IOATA (2).GT.  MNTH2 I  GO TO 550
C                                     REJECT RECORD
 75   IF(IDATA(2) .LT.MNTHl   .OR. IDATA(2)  .GT.  MNTH2)  GO  TO  45
      IF( IDATAC4)  ^LT. MHOUR  .OR.  IDATAI4)  .GT. NHOUR)  GO  TO  45
 121  CONTINUE
      IFUCMP .NE. lOUTI GO TO 125
      WRITE (6,7011 IOATA
       ICMP=0
 125  ICMP=ICMP+1
C                  _
C     ACCEPTED RECORD
C
C
C     USE EVERY IDELT DATA POINTS! NECESSARY FOR  OPTIONS WHERE DATA  IS
C       BEING SAVED)
C            _   ____ _
      IFUOELT .EQ« NDELT  ) GO TO 130
      IOELT= IDELT^l
      GO TO 175
 130  DO  150  I'ltND
C
C     DEFAULT VALUES

                                  228

-------
C     NO DATA
      isvm=-i
      JH!STCII=10
C     COMBINE NUMERIC AND  ALPHA  PART  OF DATA
C
 139  CONTINUE
      IT_ST» IDATA(L)
      IFt L.EQ. 9)  GO TO  148
      IF{ TST .EQ. AST  .OR.   TST   .EQ.  BLI   GO TO 142
C
C     CHECK FOR CLOUD COVER MEASUREMENT  EQUAL TO X -OVERCAST
C
      IFt L .NE. 10  .OR.  TST  .NE.  XHEX)  GO  TO 1395
      ITST=10
      GO TO 148
 1395 CONTINUE
      00  140_  *2^1,3
      DO  140~ K3»l,10
      IF{TST .NE. HEX(K3,K2I)  GO TO 140
      ITST=K3-1
      GO TO 145
 140  CONTINUE
 142  GO TO U75tlSOjL.l?5fjL50lf IPTN
 145  IF{ L.EQ. 101  GO TO 148
      ITST » ITST*1Q * IDATAlL+1)
      IF( K2 .EQ. 21  ITST= -ITST
C     SAVE ALL DATA IF EQUIL OPTION
 148  IFUPTN .EQ. 21 GO TO 149
      ISV(I J = IT_ST
      GO TO 150
 149  CONTINUE
      J= ITST-MBASECIJ
      IF(J .LT. 0) J=0
      JHISTCI»= J/MHISTd) +1
      IF(JHISTd) .GT. 91  JHISTtI)=9
 150  CONTINUE
      IKO = IKD+1
      IDELT=1
      GO TO < 155, 170, 165, 160), I PTN
 155  CONTINUE
      GO TO 175          _    _
C     DISTRIBUTIONS' - NOT  FULL DATA SETS
 160  CONTINUE
C     EACH POINT IS EITHER SAVED OR USED IN  SAMPLE STATISTIC,
C
      IFUINT .NE. ITSDTGO TO 163
      DO 162 I=ltND
      IFUJ .LT. 0) GO  TO  162
      KMNU)=KMNII 1 + 1
      MEANd )- MEAN(I)-»-IJ
      MSOII) = MSDII) *IJ*IJ
 162  CONTINUE
                                  229

-------
      ITSD=l
      GO TO 175
 163  ITSD * ITSD *1
      00 164 1=1, NO
      IFtlSVU) .LT. 01 GO TO
      IF (KD(I) .EQ. 1000) GO TO 168
      X(KO( I ), I)=ISV(I I
 164  CONTINUE
      GO TO 175
C     INDEPENDENCE TESTS - FULL DATA SETS
 165  DO 167 I»1,ND
 167  X( IKO,I)*ISV(I>
C
C     CHECK X STORAGE  NOT EXCEEDED
C
      IF (IKO  .LT, 1000) GO TO 175
 168  CONTINUE
      WRITE <6,7~54)
      GO TO 550
 170  CONTINUE
      IHISTI J1,J2,J3, J4)»IHIST(J1, J2,J3, J4) + l
 175  CONTINUE
      GO TO 45.    __
C           ..-_..-. ...... -

C
C
C     FINISHED GATHERING DATA TOGETHER AND SORTING
C
 550  CONTINUE
      GO TO (560, 570, 5 80, 590), I PIN
C
C     EO. TEMP  AND OTHER PLOTS
C
C     THIS. OPTION NOT  IN THIS PROGRAM
 560  GO TO 600  __
C
C     HISTOGRAMS* CONDITIONAL PROBABILITIES, ETC.
C
 570  CONTINUE
      CALL HISTINO)
      GO TO 600  ____
C     INDEPENDENCE TESTS"
 580  CONTINUE
      CALL I NDTST ( IKO t NO )
      GO TO 600
C
C     TE ST OF_ F I T T0_ D I STRI BUT! ON
C
 590  CONTINUE
      CALL DIST(ND)
 600  CONTINUE
      REWIND 12
      GO TO 10
                                   230

-------
c
 999  STOP
C
C
C
C     REFERENCE:  r___WBAN HOURLY SURFACE OBSERVATIONS  DECK  144
 801  FORMAf(5X,4I2,27X,Al,Ilf4X,AifI2,3XPI3,Al)
 699  FORMAT!•1PROGRAM FOR TAPES FROM  W.B. CARD DECK  144  'I
 700  FORMAT(«6 PROCESS EVERY  «, 14,•  RECORDS, FROM BASE YEAR  «,I2,
     1' FOR •iI3tt_Y6ARS«/iq TIME WINDOW  IS  FROM
     3MONTH ',16,'TO MONTH* , 16, 'HOUR •, 16 , 'TO  HOUR',16/
     4  515,•_CODE NUMBERS OF _PARAMETERS•/
     5  4I5,5X.» INTERVAL SIZE FOR CLASSES'/
     6  4I5.5X,' BAJIE (ZERO POINTJ FOR CLASSES'/
     7  *0 OUTPUT IS EVERY* ,15, • RECORDS  IN  WINDOW'//)
 701  FORNATI'0',4I5,3X,Al,I2v3X,Al,I3f3X,I4,3X,Al)
 753  FORMAT (416, (21157)1
 754  FORMATCODATA COLLECTION STOPPED AT  1000 POINTS„*************•//1
 799  FORMAT(»Of,20A4/«0 NOTE - TENTH  HISTOGRAM DIVISION  REPRESENTS  INVA
     1LID OR MISSING DATA*/)
      END
                                    231

-------
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 1

 10
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     L.PATMORE
              MAY  1972
     CONVERTt  COMPACT, REORDER TEN YEAR SOLAR
     THESE TAPES HAVE MISSING DAYS, BEGINNING
     AND BEGINNING PORTIONS OF RECORDS BLANK
                                         RADIATION TAPES
                                         BLANK RECORDS
     DEFINE FILE
     DIMENSION
    1,  IWROTEC132
     DATA HEX/
    4 ZC0404040,
    5 ZC6404040,
    6 ZD2404040,
    7 ZD8404040,
    8 ZF4404040,
    l,BLNK/«    •
     EQUIVALENCE
     DO 2 1=1,132
     I WROTE 11) »
     KST=0
     KMX=l
     K=l
     IDAY=1
     READ (13,803
                    14(132,2109,U,IFND>
                    ISLRC10,16),ASLRIIO,16I,IPUT(2108»,ISVC2I,HEX(10,3>
                    ZC1404040,ZC2404040,
                    ZC7404040,ZCS404040,
                    Z03404040,ZD4404040,
                    ZD9404040*ZF0404040,
                    ZF5404040,ZF6404040,
                                  ZC3404040,ZC4404040,
                                  ZC9404040,ZD0404040,
                                  ZD5404040,ZD6404040*
                                  ZF1404040,ZF2404040,
                                  ZF7404040.ZF8404040,
ZC5404040,
ZD1404040,
ZD7404040,
ZF3404040,
ZF9404040/
75




100

113

115

120
                    tISLRU,U,ASLRU,l)),  (ITT,ATT I
            ,ENO-600) tSLR
TAKE CARE OF POSSIBLE OVERPUNCHES IN DAY-
  ACCEPT ONLY VALID DAYS
DO 113 M»lf16
L=M   	 ~
FIND FIRST NON-BLANK YEAR,MONTH,DAY
IF(ISLR(2,L) .EQ. 0 .OR. ISLR(3,L) .EQ. 0) GO TO 113
DO   100 1=1,2
TST = ASLR(I+3,LI
IF(TST .EG. 8LNK) GO TO 113
DO    75  12=2,3
DO    75  13=1,10
IF(  TST .NE. HEX(I3,I2)I GO  TO 75
ISV(II=I3-1
GO TO 100
CONTINUE
GO TO 113

READ TO  A VALID DAY

CONTINUE
GO TO 115
CONTINUE~
GO TO 500
DO 120 1=1.3
IPUT(KI= ISLR(I,L»
K=K+1
IPUTCK)= ISVC1I*10+ISVC2I
                                 232

-------
C     TAKE POSSIBLE MISSING DAYS INTO ACCOUNT
C
C     IPUT SHOULD NEVER BE LESS THAN  IDAY
      IFUPUTtK) - IDAY) 900,140,130
 130  IOAY = IPUT(K)
 140  CONTINUE
C
C     NOW CONVERT RADIATIONS AND LOAD FULL DAY  INTO  IPUT
C     MAY INCLUDE INITIAL ZERO RECORDS
C
      DO 400 1=1,16
      IPUT(K|= ISLRI6.I)
      IT=0
      ITT= ISLR(7,II
C     FLAG BLANK RECORDS
      IF (ATT .NE. BLNK) GO TO 190
      I T=-9999
      GO TO 210
 190  DO  200 12=2,3
      00  200 13=1,10
      IFUTT .NE. HEX(I3,I2JI GO TO 200
      IT = U3-1)*1000
      GO TO 210
 200  CONTINUE
C
C     ASSUME INVALID CHARACTER IS  ZERO  (X/BLANK)
C
 210  CONTINUE
      IPUTCKI=ISLR(8,n + IT
      IPUT(K*2I=ISLR( 10,1 »
 400  K=K+3
 500  CONTINUE
      IOAY =  IDAY+l
      IF (IDAY .LE. 311 GO TO  10
C
C     PUT ONE MONTH  ON DISK
C
 525  KPL=K-1
      IF(KPL  .EQ. 01  GO  TO 530
      KYR=IIPUT(2I-52I*12
      KM = -6)
      IF(KM  .LE.  0)  KM - IPUTC3H-6 -12
C     RECORD  NUMBER  FOR  OUTPUT
      IV= KYR4-KM
      IF(KPL.j.T.IWROTE(IV>»  GO TO 530
      I WROTE I IV »  - KPL
C     FIND NUMBER OF RECORDS WRITTEN FOR REREAD
      IF I IV  .GT.  KMXI KMX=IV
      WRITEd^'IV)   IPUT
 530  IF IKST  .EQ.  OJ   GO TO 1
C     FINISHED  READING  AND SORTING
                                   233

-------
 550  CONTINUE
      URITEf6*720) IHRQTE
      DO  650  1-1, KHX
      KPL=IWROTE(I)
      IFIKPL .EQ. 0) GO TO 650
                         _
      IFCI .EQ. KHX) GO TO 615
      FIND(14*K)
 615  DO  625  l=l,KPL,68
      L2=L+67
                            ..
 625  CONTINUE
      JW=KPL-67
      WRITE(6,700)  tIPUT< J) ,J=1 ,681 tdPUT(J), J=JW,KPL»
 650  CONTINUE
      ENOFILE 12
      REWIND 12
      REWIND 13
      STOP
C
C     END OF INPUT  FILE
C
 .600  IF
      END
                                  234

-------
Programs to Calculate Equilibrium Temperature and Its
Sensitivity to Meteorological Parameters

One computer program was written that calculates equilibrium
temperature over a range of meteorological conditions and outputs
the results in tabular form.  This program, called EQUIL, calculates
equilibrium temperature using the same equations as subroutine EQSUB,
i.e., equations 4-2 through 4-12 of Appendix A.  A flowchart of
EQUIL is shown in Figure 4-28.  The listing of program EQUIL follows
the flowcharts.

Table A-7 lists the input and other important variables.  Figure A-29
shows a sample set of input, and Figure A-30 shows the corresponding
output.

Another program (EQUILS) was written that  calculates equilibrium
temperature and its sensitivity to a change in air temperature,
solar radiation, relative humidity, cloud  cover, and wind speed.
The equations used to calculate the sensitivities are  listed in
Section IV, equations 4-14  through 4-58.   A flowchart  of EQUILS is
shown in Figure A-31.  The  listings of EQUILS and its  associated
block data follows the flowchart.

This program was designed  in  a modular  form so  that  if any
equation was changed, its  partials could be updated  and the rest
of the  program would  not need to  be changed.   For example,  if  the
equation for long wave solar  radiation,  (HA),  is changed the
subroutine that calculates this  value,  (subroutine  XHA),  must  be
altered by replacing  the equation for  HA and  the equation defining
the  partials with  respect  to  the  meteorological parameters.
                                  235

-------
                            (  EQUIL  J
                            READ INPUTS
                                 i
                         CALCULATE BRUNT C
                         AIR VAPOR PRESSURE
                         SHORT-WAVE SOLAR
                         REFLECTIVITY
CALL TWOFIT
                        CALCULATE SLOPE AND
                        INTERCEPT OF SATURATION
                        VAPOR PRESSURE CURVE
CALL FBETA
                             CALCULATE
                             EQUILBRIUM
                             TEMPERATURE
Figure A-28.     Flow  Chart and Listings of Program EQUIL
                                 236

-------
       RE A 1*4 K
       COM^O~N78RUNfC/  BC(10, 17) ,RATRC(10J ,TA3C(17),DRAT6CVOTABC

       COMMON /EA/ EAtlO, 7), RHE A ( 1C ) ,f AEA (7 ) f DRHEA ,~DTA= A '
\rf
      "C"OMMCN"~/R~S"R7 "RSR f9 ,3i,~SARSR{ 9 ) ,CCRSR (3 ) , OS A'fTSR , 3CCRSR --------

       COMMON /INPljT/T^l,DTAfTA2,HSl,OHStHS2,RHl,DRH,RH2,CCl,DCC,CC2,
      lhUDW,W2 fHSC,SA,TM,A,B,H£ADEPf 20 I .TMERR, WMUL T , IF LAG, HSMULT
      2tA~i°RME.A2PRPEtRGfDA,DS
             ST/IN/  TA1 ,DTArfA2,HSl ,OHS,HS2 ,RHltDRH~,RH2,
      i   CC1.CCC,CC2, Wl,DW,W_2.HSC,SAtA, B, HE ACER ,
      2  TMERR.WMULT, IFLAG, HSMULT
      3 , A 1PRHE , A2 PR ME. RG , DA , OS
c       ~   "~~ ....... ""
              .           _    _
       CONTINUE  '    "          "     .......  "
 4     FORMAT (///•  ' ,20  A_4)
3      FORMAT ("•       TA'  "   "         HS              RH
      I •        CC              H                P
       WRITE (6, 2)
              ' *')
                 __
      "READ (5, IN, END =99 99")
       IFdFLAG.EC.DGO  TO  11
       WRITE16, IN)"
11     WRITE (6, 4) HEADER
       WRITE (6, 3)
?      S5T  y^LpJ^PS ^FOR _T_Aj jj S ,_R H , W , AND C
       IF(OTA.NT.O.) "GC  TO  20
       ITA=1
       GC  TO  25
 20    IT^A=(TA2-TA1J/CTA +1
 25    DO  5005  IND1=1,ITA
       TA*TAl+{ I INpl-lJ*DT_A
       TM=TA   ......    "" ...... ..... "~
C
       IF  (DHS.NE.O. J  GO TO 30
       IHS^l
       GC  TO  35
 30    IHS=(HS^-HSl)/DriS +1_
 35   ' DO '500A"VND2 = 1, IHS
       HS=HSl+( IND2-1 J*CHS
      HSfUL2=l A2PKME+.5*(1.-A1PRMF*DS)-DA) /( l.-.5*FG*( l.-A 1 PRME+DS
           = HSC*HSMULt*HSMUL2'
               Figure  A-28.      — Continued

                                   237

-------
      IF IDRH.NE.O.IGO  TO 40
      GO TO 45
 40   IRH=(RH2-RH1)/ORH +1
 45"  DO 5003  IND3sl,IRH
 ___ RHfR H 1*1 IN 03-^1 *DRH
     ~  " ~~   ~"  "   ...... ""
      IF
-------
c
C     CALCULATE  EQUILIBRIUM TEMPERATURE
C
      EOUIL =  (-^.+CAPD)/<2.*CAPA)
C
500   FORMAT (FIQ.2t6F15.2)
"	" IF(ABS(EQUIL-TM} ;LE"".("TMERR*TM} j  GO TO 5001"
      TM*EOUIL	
 5000 CONTINUE
5C01  WRITEU>,_50_OJ  TA tJHS ,RH,CC , W , PQUIL
 5002 CONTINUE"	"
 5003 CONTINUE
 5004 CONTINUE
 5005 CONTJNyE
      GO"TO  1
 9SS9 STOP
      ENP" 	
                  Figure A-28.      —  Continued


                                 239

-------
  BLOCK DATA
  CCMMGN /B_R_UNTC/_8C(lC,17)_,RAT3CtlOJfT/'r<:	J f
 I       .74,.74,.74,.735,.725,.72, .705,.6V,.W, ,.JT,
 2       .74,.74,.74,.7375,.73,.7225,.71,.70,.68,.655,

 4
        .f4,./4,.f4,.f3/5,.73,.7225,.71, .70 , .68 , .6 55,
          .74t.74,.74,.74,.735,.725,.715,.705,.69,.67,
          .74,.74,.74,.74,.7375,.73, . 72,.71,.70,.o825 ,
        • 74_»_- 7* • -7A».« 74 , . 74 , . 7325 , . 725 , . 71 5 , . 7 1, . 7 0 ,
          .74,.74,.74,.74,.74,.735,.73,.72,.7175,.7075,
         .74,.74«.74,.74,.74,.7375,.735,.725,.72,.7125,
         .74,.74,.74,.74,.74,.74,.735,.73,.7275,.72,
         .74,.74,.74,.74,.74,. 74,. 735, .735,.735,.73/
 CATi  CRAT3C/.05/,DTABC/4./
 CCMMON  /EA_/ EA<10,7) , RHF A ( IP ) , TA CA (7 ) . QQHC ft. DT At" A
 CAT A  RH£ A/ 10. , 20 . , 30 . ,40 .", 50. ,60 . , 70 . ,"80 . , 90 . , 10 0.7
 CATA  TAEAMO. ,50 ._,60._,70 . ,80. ,90 . , 100./
 CATA  EA/
                   L»_io-/_
                                 ..05,"
              >,.""
           : 25,
                18 f •101J^07,.06, .05,.045,.04, .035,
           .^5, .14,'."09, .d75,.06,.C55,.05~,.045, .047
 W>-TA CS^RSR/10.7,CCCRSR/3.57
 C C M -10 N  71 N PL T / T A 1, DT A , TA 2 , HS V,fDn S V HSi'ZTKMTf P^"lT, ^H
1W1, OW , W2 ,HSC , SA,_T_M, A , B, HE ADER (2C ) , T'1 ERR , WMUL T , IF
2,A1PRME",A2PFME,RG,DA,DS
_CAT^ TA1 ,CTA,TA2_760. »0±,6_0./,
1  "   hSl,UHS",HS"27T5CO.,6. ,1500.7,
2      RH1 ,CRH,RH2750.,Q.,50./,
                                 240

-------
      CCl,PCCtCC2/5.tO.,5./,
                  ..0 . . H) ./ t
 __              ___  _ _   _
5   "  HSC,S~A,A,"B/3000. ,60. ,0.
6 He
                       ____
7 TM^PP'.WMLlT, IFLAGtHSMULT/.Cl, 1. tlti./
Jt^IPRMEf A2Pt*MEtFG»DA, OS/.BIO» .708, . ^ ^ ,_y_7 , 0
 ENC
                             241

-------
Table A-7.
Variables Used in EQUIL
Functional
Area
EQUIL















Name (Dimension)
TAl
TA2
DTA
HS1
HS2
DHS
RH1
RH2
DRH
CC1
CC2
DCC
Wl
W2
DW
HSC
Program Value
60
60
0
1500
1500
0
50
50
0
5
5
0
10
10
0
3000 (BTU
Pf 2 Day"1)
Description
First Temperature
used
Last temperature
used
Step size*
First value of solar
radiation used
Last value of solar
radiation used
Step size*
First relative
humidity used
Last relative
humidity used
Step size*
First value of cloud
cover used
Last value of cloud
cover used
Step size*
First wind speed used
Last wind speed used
Step size
Extraterrestrial
solar radiation
(units must be con-
sistant with HS1,
HS2.
                   242

-------
                    Table A-7.
                      — Continued.
Functional
   Area
Name(Dimension)
             SA

             A, B
             A1PRME,
            .A2PRME
             DA,  DS

             RG


             HEADER (20)


             TMERR
             WMULT
             HSMOLT
                               Program Value
                  60

                  0, 11.4


                  .81, .708




                  .07, 0

                  .20


                  (blank)


                  .01
Description
Solar Angle

Characteristics of
evaporation formula

Transmission coefficients,
functions of optical air
mass in and water content
of the atmosphere

Total dust depletion

Total reflectivity of
the ground

heading to be printed
at top of output

The equilibrium
temperature is
calculated using an
iterative method that
terminates when the
change is less than
TMERR* equilibrium
temperature.

Value used to change
the units of the wind
speed.  If wind speed
(Wl, W2) is in
miles/hour WMULT=1.
If wind speed is in
knots WMULT=1.15

Value used to change
the units of the solar
radiation.  If solar
 radiation (HS1, HS2)
is in BTU Ft"2 Day~l
then HSMULT=1.  If
solar radiation is
in Langleys hr
the HSMULT=88.47.
                                 243

-------
                    Table A-7.
                      — Continued.
Functional
   Area
Name(Dimension)
Program Value
Description
             IFLAG
             TA
             HS
             RH
             CC
             w
             BC1, EA1, RSR1
             HA, HAR, HSR
             HR, K, CADA,
             CAPB, CAPD, EQUIL
               •   1
                                   If IFLAG is equal to
                                   zero the inputs are
                                   printed; if IFLAG is
                                   equal to one they are
                                   not.

                                   Current value of air
                                   temperature

                                   Current value of
                                   solar radiation

                                   Current value of
                                   relative humidity

                                   Current value of
                                   cloud cover

                                   Current value of
                                   wind speed
                 As in Table A-5
*A step size of zero indicates that only the first value is to be used.
                                  244

-------
                                                                        CF
                       IFLAG=C»

                       1 = 1C.»U2=15.»I)W=5.!'

                         s.icc2=ic.>rcc=s.>

                    RH1=5C.!.RK2=6C.»I:RK=1C..»

                    Sl = lf.CC.?KS2=25GC. »r.HS=lCCC.»

                  MM Tftl=6C.»Tft£=7G. »PTft=lC. »
to
*fc
tn
0 fl 0 0 fl ! 8 0 fl 0'." B"" 0 fl 0 0'." 0 ™ 0 " 11 0 0 " 0',' 0 0 0 0 0 0 0 0 0 0 B 0 0 I) 0 fl 1110 I) 0 0 0 fl 0 0 0 0 0 0 0 0 0 II 0 0 0 0 (I 0 0 0 0 fl 0 B 0 0 0 0
1 I 3 4 S < 7 I I 10 II 12 13 14 IS 1C II II « 20 21 ?! 21 24 ?S ?6 2) 21 11 10 II V U * IS * 1) MM 40 41 4J 43 44 45 « 47 41 41 SO SI 52 U 54 S Si S7 SI tt (0 it 6! i) U » H fl U U 10 71 72 71 H 7S It 71 71 71 It

111111.. 111 11 i  11111111.1,1111111i ii^MTrt-wui i111111111111111111111111111111111


222222222222222.222222222222222 Ijftl 2222 1/*V* 2?V 2222222222222222222222222222222


3 3 3 3 3 . 3 3 3 3 3 ... 3 3 3 3 3 .. 3  3 3 3 3 . , 3 fl 3 3 3 3 3 3 3f3 3 3$ 3 3 J 3 3 3\3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3


4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 r 4 4 4 4 4 4 4


555.5555555555555555555555555
                                                                        444444444444444444444444444444


                                                                       i555555555555555555555555555555


                 E 6 6 6 6 6 6 6 , , 6 6 6 6 6 6 , 6 6 6 E 6 B 6 , 6 6 E 6 6 IB 6 E 6 6 6 tE 6 6t 6 6 G E S i B/ 6 6 5 6 G 6 6 6 6 6 B 6 6 6 6 6 6 6 6 6 6 G 6 B 6 6 6 6 6 S


                 7 7 7 77 7 7 7 7 7 1 1 1 1 7 7 7 „ 7 7 7 7 7 7 7 7 7 7 7 7 7 HU7 7 7/ 71/7 7 7 7 77/7 7 7 7 7 7 7 7 7 7 7 7 7 7 / 7 7 7 7 7 77 7 7 7 7 7 77 7 7 7

                                                    ^ •'"*-'       .X^
                 8 8 8 8 8 8 8 8 „ B B . . 8 8 8 „ 8 B „ „ 8 8 8 „ 8 8 „ „ 8 8 8 8 8 8 8 » * » 8 gJU ITS B 1 1 8 8 8 8 8 8 8 8 8 8 B 8 ! 8 B 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8


                 99~!!99999999999999999999999999999399999999999S9S99999999999999999999999399999999
                    • • s i e ! i" ii 12 i] i« is ii • i* u :o ?i 2::, :< ,'> i<> 21 a ,i m 31 31 s » n * ji i» w « 
-------
w
I.
60.000000
,BTA-
10.CCOCOO
,TA2-
70.0COOOO
iHSl-
1500.0000
lOHS-
1000.0000
, HS2-
Z500.0000
iRHl-
V"

10.000000
»ORM
tO>"  5.0000000
                                          .M2-
15.000000
                                          .HSC-  3000.0000
                                                                    .$*«  60.000000
osnnwn — . D.Z*O«BO»B - .   zsovaoia — , g.'gsosaoa  — rvrffamvn
        0.7T2>4pJ4    .-0.56T07Z5JE  Hi 0. 25096036    , 0.29098038
        Wtett'Stt    t"Tr;75TOBII55     ri)'.7ST)'9B03B - . 0.25096039
            1. 0000000    tAlPRHE- 0.80999994    tAZPRHt' 0.70T9999*
                                                                                                 ,A« 0.0
                                                                                                     OOO
                                                                                                       18-
                                                                                                                      1 1.400000
  .39itlt>t1t   _ _
 0.25098038   ' "'"
_ OtHSKULT
                                                                                     t 0.2*098038    t 0.25096038__t 0.25098038
                                                                                     .TMERft- 0.999»*>979e-02tvwuC'T"   TTSooocToo
                                                                                     tRC" 0.19999999    .DA- 0. 69999993E-01.DS-
           o«o
          tfNO
10
itk
o\
TEST OF EOUIL
T*
60.00
6Q.OO
60.00
oU«00
60.00
6O.OO
60.00
60.00
60.00
"60.00
60. CO
50.00
60.00
6~0".0"0~
60.00
6~OTCO
70.00
70.00
70. OC
' 	 76766 '
70.CO
70.00
70.00
ro.oo
70.00
70.00
70.00
70.00
70. OC
70. CO
70.00
70.00
HS
1500.00
1900. CO
1500. CO
IsOo.UO
1900.00
1 SOD. 00
1500. CO
1500.00
2500. CO
	 2 5COVC 0
2500. CO
2 Wo. oo
2500. CO
2500. CO
Z500.CO
2?ffb.cc
15CO.CO
15C3.0C
1500.00
"1500.00
15CO.CC
1501. CO
150'J.OO
15CO.CO
2500. CO
2500. co
25CO.CC
2500. CO
2503. CO
2500.00
2500. OC
25CC3.0C
RH
90.0C
5O. OC
50.00
3D. 00
60.00
6O.OO
60. CO
60.00
50.00
50.00"
50.0C
50.00
60. CO
60.00
60.00
60.00
SO. 00
50. CC
50. CC
50.00
1 60.00
60.00
60.00
60. CC
50.00
50. OC
50. CC
50.00
60.00
60.00
60.00
60.00
CC
5.00
5*0 0
10.00
io.oo
5.00
>.uu
10.00
10.00
5.00
• 	 -5:00
10.00
• 10.00
5. CO
s;oo
10.00
10.00
5.00
S.oo
10. CO
10.00
5.00
5.00
10.00
10.00
5.00
5.00
10.00
10.00
5.00
5.00
10.00
10.00

u
10.03
I S.OO
10.00
1 $*0ti
10*00
IS. DO
10.00
15.00
10.00
. .. JJ_.gg_
10.00
- IsYtfo
10.00
15. OO
10.00
-rsroo
10.00
1~5.0J
10.00
13.00
10.00
15.00
10.0}
15.00
10.00
15.03
10.00
15.00
10.00
15.00
10.00
15.00

E -- 	
61.76
59. 75
61.69
9s * 70
63.20
60.31 	 	
63.14
60.26
69.61
,"~ 	 64.76 	 '"
69.51
64.68
70.86
66.16
70.76
66.08
68.88
66.01
63.62
6>.S7
70.66
68.15
7). 80
6d.lO
76.04
71.46
75.94
71.39
77.77
73.38
77.68
73.32
                                        Figure  A-30.
                                                      Output  Example  for EQUIL

-------
Figure A-31.    Flow Chart and Listings of EQUILS
                        247

-------
c
      REAL*4  K_
      COMMON/BPUNTC/ BCUO , 17) ,R AT8C ( 10) . TABC ( 17 ) , P8CT (10i 17 ) ,
     1 PBCRdCf 17),ORATBCtOTABC
      COMMON  /EA/ EA(10,7), RHE A {1C ) ,TAEA < 7 ) ,Pc ARH(10,7),PEATA(10,7) ,
     1 DRHEA.DTAEA
C    	   	      _                                         	
      COMMON  /RSR/ RSR C5.3) t SARSR ( 9 ) ,CCRSR ( 3 ) t PRSRCCT9 ,3)t DSAR SR ,DCCRSR
C        __ _
	COKMON  7lNPUT7TAl,DTA,TA2,HSl,OHS,HS2,RHl,DRH,fiH2",CCl,DCC,CCT,
 	lHl,DH,H2tHSCtSA.A,6,HEADER(20) ,TMERR,HMULT , I F LAG^HSMULT	  __
     2,A1PPKE,A2PRME,RG,DA,DS                ""
C         ___     __        __                                            _
      COMMON" Tb'A'TA/" HSt TAfW,RH tCCt RATSR.H'SCltTM,
     1 HA,PHAHStPHATA,PHAH,PHARHtPHACC,               	             	
     2. HAR,PHARHS,PHARTAf PHARW .PHARRH, PHARCC.
     3 HSR tPHSRHStPHSRTAtPHSRW.PHSRRH,PHSPCC,
     A  KP,PHRHS,PHRTA,PHRW,PHRRH,PHRCC»
     5  K,PKHS«PKTft,PKW»PKRH,PKCCt
     6  C~APAtPCAHSiPCATA'.PCA¥;PCARHvPCACCt
     7  c*?B»PCB|Js.»J>CBT/1_»PC8w.!PCtiRH»PCB^c'
     8  CAPD,>CDHStPCbT'/»,>COw7PCbRHf PCDCCf
     9  EQUIL,PEHS,PETA,PEW,PERHtPECCt   __          ____  __
     *  BC 1 , EA1 , R SR 1 , BE T Al ,C BET Al ,'PBCRTi PBC tl , P EARH 1 , P^ AT Al , PRS RC i"
      NAHELIST/IN/ TA1 .OTA .TA.HSl ,DHS ,HS2 ,RH1 ,DRH ,RH2 ,
        '~~~~
      1  'C~CltDCC~tCC2tWLt~OWtW~2,HSCtSA.A,B't
      2  H^?_E?±I^EIR^»W^ULTt
      3,AlPRHE,A2PRME,RG,OA,bS
C         °EAD INPUTS
 4     FORM IA_TI/ //_'_'_? 20 AA)
3 "    FCRMAfl'     "  TA              HS  ~            RH
      !•     __CC _      _    W               t
 1     CONTINUE
 2    'FGRMATl*  *' )
       READ ( 5 1 IH , Ej^D
       IF (I FLAG. EO. iTGO TO  11
                 ^_
       WRITE(6,4VHEADER
       IF(DTA.NE.O.) GO TO 20
       ITA=1  ..... " ........ ""
       GC  TO  25
 20    ITA={fA2-TAl)/CTA +1
 25    DO  5005 IND1=1,ITA
                  Figure A-31.      —  Continued

                                   248

-------
      TA=TA1>< IN01-11*OTA
      TM=TA

      IF (DHS.NE.O.J GO  TO 30
      IHS=1
      GC_TQ 35_  _              _
 30    IHS~=("H~S2-HS1)/DHS  -H
 35    DC 5004 IND2-I.IHS
      HS=HSl+( 1N02-1)*DHS
      HS=HS*HSf'ULT
      HSMUL2=(A2PRME*. 5*(l.-AlPRMF*OS)-DA)/(l.-.5*RG*(i.-A'lPRME*bS)
      IF (DRH.NE.0.1GO  TO 40
      IR H= 1       "
      GO TO 45
 40   iRH=lRH2-RHlT/DRH -H
 4_5 __ DO 50J03  IND3=lf IRH _
      RH=R"HI-K IND3-1 >*"DRH
                        _
      [F(DCC~.NE.6.)~ GO  TCf 50
             _
      GO TO 55
 5.0   ICC=(CC2-CC1)/DCC*1
 5.5   O'O 5C02  IND4=ltICC
      COCC1 + C IND4-1)*DCC

      IF
-------
 5000
4999
      TH=EQUIL
      CONTINUE
      WRITE(6,500) TA,HStRH,CCtWtEQUIL
	   HRITE<6>502)PETA,PENS,PERH,PECC,PEW
 502  FORMAT
-------
      SUBROUTINE  XHA
      REAL* 4 K
      COMMCN/6RUNTC/ BC ( LO , 17) ,RAT 8C { 10) , T A 1C ( 17) , PBCT { 10, 17) \
c                           '"	         	   	"	"            	~~~
   _ COMMON, /EA/  EA(1Q,7) ,RHEA( 10 L»TAEA< 7 ) , P: ARH( 1Q,7),PEATA( 10,7) ,
     i CRH¥A,DTAEA    "            	 ~	  	
c	                                  	'_
      CGMMCN VR'SR/ RSR(9,3) ,SARSR(9),CCRSR (3), PRSRCC (9 ,3) , DSAR SR, OCCRSR
C
      CGMMON"7iNPUf/tAl,DTA,TA2,HSl,DHS,HS2,RHi,ORH,RH2,CCl,DCC,CC2>
                                   20),TMERR,
     2,AlpRME,A2PRHEVRG,DA,DS

      CCMMON 7DATA"/'HS»TAt^,RHfCCf RATSkt HSCltTM,
     1 HA» p.liA_t!S« PHAJA, PHAW, PHARH tPHACC t
     2 HA^,PHARHSt PHAR TA, PHARW ,PHARRH, PHARCC,
          • PHSRHJ . PHSR T A ,_P H S R W  PHS R RH * PH S R C.
     _ _                   _
     4 hR",PHRHS,PHRTA,>HRW,>HRRHfPHRCC,
     5 KrPKHS, PKTAt FKW , PKRH, PKCCt
     6 CAPAVPCAHSfPCAfA,PCAW,PCARHfPC*CCt
     7 CAPB.PCBHS.PCRTA.PC BW» PCSRH .PCBCC t
     3" CAPD,PCOHS,PCDT/5,PCOW,PCDRH,PCDCC,
     9 FCUIL,PEHS,PETA,PEW,PERH,PfECC,
     * BCl,FAltRSRl,8ET/MfCBETAl,P8CRlfPBCTl, PEAP.lUt PEATA1 ,PRSRC1
C
C        CALCULAfe'HA, FIRST GE>  VALUE OF BC AND EA
C                 _
      TA460=TA*460.
      TA4603=TA460**3
      CALL  THOFJ T C BC t» ATBC » ORATBC 1 1 0 1 T ABC, DT ABC , 17 ,R AT SR , T A , BC 1 )
      .CALL  TWOFlf 
-------
0023              RETURN
0024              END
                Figure A-31.     — Continued


                            252

-------
       SUBROUTINE XHAR
       REAL*4  K
       CCMMCN/BRUNTC/ BC (10, 17) ,RATBC(10},TABC(17),PBCT(10, 17 J",
      I P8CR(iq,17)j,DRATBC, DTABC
 c       ~"	        -  -- —	
_  	  COMMON  /EA/ ...EAjlOtT) .RHEA(IO) ,TAEA(7) ,P»T A*H< 10 , 7 ) »P&ATA< 10,7)j	
      1 DRHEA/DTAEA   "	                        "    "" "          	

       COM'MCN/RSR/~RSR<9~t3) tSARSR(9),CCRSP (3), PRSRCC (9 ,3), DSARSR, DCCRSR
 C            _     	    	
       COMMON  7"1 NPUT/tA I ,DT A ,TA2 ,Hbl ,DH S t HS2 t RH1, DRH, RH2 ,CC 1, DCC ,CC2 t

   "  1 , ATP R~M ETA 2 P R~ME\ R G ,"D A/D S
 C
       COMMON  /DATA/ HStTA,W,RH ,CC,RATSR,HSC11TM»
      1 HA_»PHA_HS.PHATA,PHAWtPHARH,PHACCt
      2 HAR,PHARHS,PHARTA,PHARW?PHARRH,PHARCC,

      4^^VR,P~HRHStPHR~TA, PHRwVP~HRRH,PHRCC t    "       	
      5 K,PKHS» PKTA_,PKWf PKPH.PKCC,
      6 CAPA.PCAHS, P"CATA,PCAW,PCARHtPC,aCC,
      T J?A.pBjPCBHS, PCBT A , PC BW ,_PC c
-------
      SUBROUTINE XHSP

      COMMON/BRUNfC/ BC(10,17) .RATBC(IO) tf ABC't 17),PBCT(167 f7),
     1 PBCRtlOtl7),DRAT8C,OTABC                                   	
C            ""              ' """      "        	      	
      COMMON _/EA/JE_A( iOtTI tRHEA (10 ) .TAEAJ7 ) ,PE ARH< 10 , 7 ) , PEATAf 10,7^f_
     1 bRHEA.DTAEA
C
      COMMON /RSR/"RSR(9t3r»SARSR(9)tCCRSRl3)tPRSRCCI9f3)tDSARSR,DCCRSR
C
      COMMON /INPUT/tAT.bTA,tA2,HSlfDHS,HS2tRHlfORHtRH2fCCl»OCCfCC2i
    ^ lWl,pW,W2_,HSC,SAfArBjHEAO_ERC20)tTMERR_»WMULT»IFUl^fHSMU(LT _    	
     2.AipRME,A2PRME,RG,DAtDS
C                                                                   	
      CCMMCN /CAT4/  HStTA,W,RH,CCtRATSR»HSC1,TM,
     1 HAfPHAHS,PHATA,PHAWfPHARH,PHACC,                   _          _
     2 HAR,PHARHS,PHARTAtPHARM,PHARRH,PHARCCt
   	3 HSJJ.PH^RHStP^SRTA^HSRJiiPHSRRHtPHSILCCjL,     _   	
     4 hR.PHRHSfPHRfA.PHRW.PHRRHtPHRCCt
     5 KtPKHStPKTA, PKW.PKRH, PKCC,                   __
     6 CAPA,PCAhStPCATA,PCAW,PCARH,PCACC,
     7 CAPB,PC_B_HS,PCBTA,PCBW,PCBRH,PCBCC,
     8 CAPD,PCDHS,PCnTAtPCDW,PCDRH,PCDCCt
    _9 EOyiLffP.EHSjfETAvPEW»PERH(PECCf          _      	    	
     * 8CI,EA1 ,RSR 1. BETA'l.CBETAl,PBCR1 vPBC'tltPEARH1 t~PEATAl *PRSRCl"
C        CALCULATE HSRt  FIRST GET VALUE CF RSP
C
      CALL IWOF I T< RSR, SARSR_,DSJiRSR 19.CCRSP .QCCRSR t 3? SA tCCt RSR1)
      CALL TOLOCk(PRSRCC,CCRSRtDCCRSRt3tSARSPtDSARSRV97CCtSAtP^SRCl)
C
C     CALCULATE  PARTIALS
C
      PHSRHS = RSR1
      PHSRTA = C.
      PHSRW  =_0.	
	PHSRCC* = HS*PRSRC1
      PHSRRH = 0,
C
      RETURN
      ENO
                    Figure A-31.     — Continued

                                   254

-------
       SUBROUTINE XHR
       RE_AL*4_K     _                                    _____
      "COMMCN/BRUNTC/  BC (10, 17) .RATBC (10) ,TABC ( 17) T PBCT~UO, 17 ) ,
      1  PBCR(10,171,DRAJBC,OTABC
c  "  	" ""   """ """ -     -  -   •                           	--••••
       COMMON /EA/  EjUlQt?) .RHEA(IO) ,TAEA(7),PEARH<10,7 ) ,PEATA< 10,7),.
      1  "DRHEA.DTAEA                                      	
C
       COMMON "/PSR/" RSR(9,3) , SARSR ( 9 ) ,CCRSR (3), PRSRCC (9 ,3 ) , OS AR SR .OCCRSR
C
       COMMON /INPUT/TM ,'6t A ,TA2 ,HS 1 ,DHS,HS2 ,RH1 ,DRH,RH2,CC 1, DCC ,CC2 t ~
  	I HI LDWjtW2jHSC_tSA * At Bf HEADER (20) .TMERR ,WMULT , I FLAG , HSMULT
      2,AlPRME,A2PRME",RG,DA,b~S             "    -      -  -   --	--

       COMMON /DA'TA?" HS,TA,Wt~RH,CC,RATSR,HSCl,TM,
      1  HA.PHAHS, PHATAtPHAW,PJrHARHfPHACCf
      2  hAR**tPHA~R~HStPHARTAtPHARWtPHARRHf PHARCCt
      3  HSR,PHSRHS,PHSRTA,PHSRWtPHSRRHtPHSRCC,
      5 K.PKHS, PKTA,PKW,PKRH,PKCCf
     "6 CA>A,PCAHS,PCATA, PC AW, PCARH , PCACC ,
      f CAPB tPC_BH St JPCBT A » PC BW,PC BRH , PCBCC ,
      8 CAPD,PCDHS,PCbTA,PCbW,PCDRH,PCDCC,
      9 EOUILtJPEHS.PSTAtPEW.PIERH.PFCCy
      * "8C'ltEAltliSR"lf"BE'TAltCBETAl\PBCRlfPBCfUPEAPHlt>'EAtAi'VPRSRCi
 C
       HR=HA-hAR+HS-HSR
 C _
 C
 C    _ CALCULATE.PjtRnALS
"      ......              ..-..- ......      ......  ..      .   - ..... --
       PHRHS*  _.__
       PHRTAa PHATA-PHARTA-PHSRTA
               _         .
       PHRCC =~PHACC-PHARCC-PHSRCC
       PHRRH=__P_HARH-PHARRH-PHSRRH
          """   '   " ........  ""   ""
       RETURN
       tND
                      Figure  A-31.    — Continued
                                     255

-------
      SUBROUTINE  XK
      COMMON/BRUMC/  BC(1C,17) .RATBC ( 10» ,T ABC( 17 ) , PBCT <10, 17),
     1 PBCR(lp,17),DRATBC,DTABC
c	T .. •"""""      .                      .
     _ COMMON /EA/  EA110 ,7) t R.HF. A t10 ) , IAEA (7 ) , PE ARH(10,7 )_,£E AT MJ 0L7 ) L _
    ~ 1 ORHEA.DTAEA     "                 '         '    ~	" "
C	    -  .  .
      COMHCN /RSR/  RSR(9,3),SARSR(9),CCRSR(3)tPRSRCC(9,3),OSARSR,DCCRSR
C	    __	
      CO>MCN /INPUT/TA;,OTA,TA2tMSl,DHS,HS2,RHitORH,F,H2,CCi,OCC,CC2,^
   _ lWljLDWfH2tHSCtSAfA,B,HE_AOER(20)! t^MERR tMNULTt IFLAGjtHSMULf	
     2,A1P"RME,A2PRME,RG,DA,OS
r
      COMMON"/CA"fA"7~HS,TA,W,RH,CC,RATSR,HSCl.TMf
     I yA»pyAHStPHATA,PHAW,PHARH,PHACC,
     2^HAR, PHARhS,PHARTA,PHARW",PHARRH,PHARCC,
     *5 ijCD  DUC,D fcj C OtJ CD T A Dt4^QU OH^O DiI PI I C!D ^ ^
     4~HftTPHftl^S,T»^A»PHRH,PHRRH,PHRCCV            ~      	
     5 K,PKHS,_PKTAjjPKV^,PKRHtPKCC,
     6 CAPA~,PCAHSfPCATAfPCAW,PCARH,PCACC,
     7 CAPB.PCBHStPC8T*.,PCBW,PCBRH,PCBCCf
     8
     *  BCl,eAl,RSRl,BeAl,CBEAl,PBCRltPBCl,PEARHlfPEATAl,PRSRCl
C        CALCULATEDEXCHANGE COEFFICIENT ,  FIRST CALCULATE BETA  AND
C
      CALL  FBETAtTHtBETAl,CBETAl)
      K= 15.7  *(.26+BETAl)*(A*B*W)
C _	     __       _   	
C     CALCULATE >ARTIALS
C	                                 _
      PKHS  = 0.
      PKTA  =0._ 	
      PKW   = ( .26+BETAl)*B
      PKCC  ^0-		
      PKP'H  =o.
c            ______
      RETUKN
      END
                  Figure A-31.      — Continued

                                   256

-------
      SUBROLTINF XCAPA
      REAJL*4_K_         __                                           __
      COMMQN/BRLNTC/  30(10,17) iRATBCdOJ ,TABC (17 J,PBCT~(~ 10,17),"
     1 PBCR(10,17),DRATBC,pTABC                     	             _
C                 "     "~                         '  ' "      "
     -COMMON /EA/  EA(10,71tRHEA(10),TAEAJ7)tP£.ARHI10X7) f^EATA(10,7),	
     1 ORHEA,DTAEA
C           _    _              _
      COMMON /RSP/  RSR(9,3),SARSRH9),CCRSR(3),PRSRCC(9,3);DSARSR,DCCRSR
C	
      COMMON / INPUT/TA 1 , Of A ,TA2 ,HS1 ,DHS,HS2 ,RH1 ,bRH,RH2",CC 1, DCC't CC2V"	
                                     ,TMERR,WMULT,IFLAG
     2»A1PRME,A2PRME,RG,DA,DS  ""            "

      COKMON'/DATA/  HS,TA,W,RH,CC,RATSR,HSCI,TM,
     1 HA,FHAHS,PHATA,PHAW|PHARIifPHACC,
     2 HAR.PHARHStPHARTA", PHARWfPHARRH, PHARCCf
     3 HJR»p^iR.HijLPIlSRTAfPHSRWtPHSRRH
     4 HRt'PHRHSf PHRTA~t PHRW ,'PHRRH,PHRCC , ""
     5 K,PKHSi PKTAjPKW,PKRHfPKCC»
     6 CAPA,PCAHS,PCATA,PCAW~fPCARHfPCACC,
     7 CA^B,PCBHS,PCBTAj,PCBW,LPCBR_H,PCBCC,
     8 CAPD,PCOHStPCDTA,>C6w,PCDRHtPCOCCf
     9 EOUIL.PEHS,PETA,PEW,PERHtPECC,
     * BC1,EA1,RSPI,BETA1,CBETA1,PBCR1,PBCTI,PEARHI,PEATA1,PRSRC1
      SOK=K*K       __
c	""
      CAPA= -051_/K_
c     	"
C     CALC_UL_AJTE_PA_R_TIALS	_.			

      PCAHS =
      PCATA ="
      PC AW  =
      PCACC ="
  	PCARH »_
C
      RETURN
      END
                -.051*PKTA)/(SQK)
                -,051*PKW J/CSOK)
                -.051*»KCCJ/(SOK)
                -,051*PKRH)/CSOKJ
                   Figure A-31.      — Continued

                                   257

-------
       SUBROUTINE XCAPB
       REAL*** K
       COMMON/BRLNTC/ BC ( 10 « 17) , RATBC ( 10) ,TABC ( 17) , P8GT < 10, 17 ) f
      1 PBCR(lOtl7},pRATBC,DTARC
 C                   "                               ...........  "        "  --
 . _ COMMON. /E A/. EA(IOt7)tRHEAUCl,TAEAm,PEARm 10,7 I , PcATA( 10,7 > ,
      1 DRHEA,DTAEA
 C
       COMMON /RSR/ >SR( 9,3) ,SARSR t 9 ) ,CCRSR (3 » , PRSRCC <9,~3) , DSARSR, DCCRSR
 C
    " "COMMON /INPUT/tAi,DTA,TA2,HSl,DHS,HS2,«Hl,DRH,RH2,CCi,DCC,CC2,
 . _   LHlj(DWfW2l.HSCtSA,A,^HEApJ.RI20),IMERR,WMULT_,lFLAG,HSMULT ___    _
      2,AiPRME,A2~PRME,RGtDAfDS                  ................. ..... ~
 c                     _            _                    _
       COMMON /DATA/ HSt TA,WtRH,CC,RATSR»HSCltTH,
      1 HA»PHAH^,PHAI^A,PHAW,PHARH,PHACC,
      2 HA"R",P"HAR"HS,PHARTA,PHARW,PHARRH, PHARCC,
____  3 HSRt PHSRHS»PHSRTA,PHSRW,PHSRRH, PHSRCC.        __ ^     _  _____
      ^ HR,PHPHS,"PHR"TA,P'HRW,PHRRH,PHPCC', "           "
      6 CAPA.PCAHSf >CATA,PCAW,PCARH,PCACCt
      T__CAPB.,PC_BHSt_PCBTA,PCBW?PCBRH!PCBCCt
      8 CAPD,PCOHS,PC"DT^,PCOW,PCORH,PCDCC,
                                           ____      __ ___
      * BC,Al,RSRltBEAltC8ETAl,PBCRl,P6CTr,PEARta,P£ATAl,PR"SRCr
       HRjL.8=HRj
       SCK=K*K
                                                     ___
       BET26=.26+BETA1
       CAPB= -I (HR181/K +  MJizi5«7J/KJ*.ltEAl-CBETAI+TA2^)/.
      1 (BET26)))
        ________                                       _
 C      CALCULATE PARTIALS
 C  __       ___
       PCBHS = -r(K*PHRHS-(HRi8>*PkHS)/(SQK) + { ( K*PK"HS-(K-15.7 )*
      1 PKHSI_/i.S.QKII*C I E A l^C BETA1_ ) +( TA26 J ) /_! BET2_6 I )    _
 c       "            "    ""     "'"   " ""   ~""  "     ~ ..... ...... "       "
       PCBTA = j-{ (IK*PHRTA-(HR18»*PKTA)/(SQK) +( ( (K-15.7 J/K J *
     KPEATAI+ .26)/
-------
lPKRH)/(SQKn*((EAl-CBEtAl*TA26l/(BeT26))*{(K-15.7)/K)*tPEARHl
2 /BET26))

 RETURN
 END	  """  "	
              Figure A-31.     — Continued


                             259

-------
      SUBROUTINE XCAPD
      REAL*4_K
      CQHMGN/BRUNTC/  60(10,17) .RATBC (10) ,TABC( 17) , P8CT (16", 17 ) ,
                          » ° T AB C
c
c
  COHMON /EA/ EA(1C,7) ,RHFA( 1C ) f TAE A (7_l_t Pi: ARHl 10 ,7J t PE ATA( 10 1 7
"1  ORHEA.DTAEA

  CQMMON~7RSR7nRSR (9"«3 ) ,SARSR ( 9 ) .CCRSR (3 ) , PRSRC(T(9 , 3 T» DSAF. SR,

               tHSCtSAt AB, HE ADER ( 2 0 ) i THERRtWMULT ,  PLGHSMLT
                                             ••
      CCMMON "/DATA"/  HS, fAfw,RHfcc,RATSPfHSCifTM,
     2 HAR, PHARHStPHAR"TAtPH5RW,PHARRH,PHARCC,
     3
c
c
c
 .          _                                _
 4 ~HRfP"HRHStP"HRTA,"PHRW,PHRRH,PHRCC, '"" ....... "
 5  K tJP_KH l^PK TA t PK W , Pj
-------
       SUBROUTINE XEQU!L
       REAL** K_  	
       COMMON/BRUNTC/ BC (10 ,17) /RATBC (10) ,TABC ( 17) , PBCT110","17 ),
      1  PBCR(10,17».DRATBC.DTABC
    _ COMMON /EA/ EA(10,7J t_RHEA_( 10),TAEA(7 ).PEARH( 10,7)tPEATA( 10, 7).
      i "ORHEA.DTA'EA        "   "  "	          ~                  "~
c      _      	     __
      'COMMON /RSR/ RSP ( 9 ,3)7SARSR( 9 ) .CCRSX (3), PRS^CCl9 ,3 ), (5SAR SR
C       	
       COMMON" 7TNPUT7TA 1 ~,"DTA'7TT2 tHSI,DHSiHS2 ,^H 1,DffHf,RTiTiCCl", DCC .
      lWl,DW,W2tHSCtSAtAtB,HEADER(20) ,TMERR_tWMULT t I FLAG tHSMULT
      2,A1PRHE,A2PRME,RGVOA,DS    ""
      1  HA_,PHAHS. PHATA, PHAW.P^ARH.PHACC ,
      2  HAR,PHARHS|PHARTAtPHARW,PHARRHf PHARCC'i
     _3  HSR,PHSRH$TPHSRTA,PHSRW,PHSRRHf PHSRCCt
      4  HRVPHRHStPHRtAtPHRWtPHRRHt'PHRCCt" "
      5  K«PKHStPKTAtPKWfPKRH,PKCCt
      6  CAPA.PCAHStPCATAtPCAW.PCARH.PCACCf
      7  CAPB,PC_BHS,PCBTA, PC BW.PCBRH ,PCBCC,
      8"CAPlD,PCDHS«PCDTA,PCbwrPCDRH,PCDCC,
      9  EQUIL»PEHS,PETA
      * BC1,EA1.RSR1,BETA1,CBETA1,PBCR1,PBCT1,PEARH1,PEATA1,PRSRC1
 C         _	                   _
 C  ""   CALCULATE  EOUILIBRIUM TEMPERATURE              """
 C
    "  EOUIL = l-lV+CAPOJ/(2.*CAPA)
 C   _   	    ___	   	
"C"     CALCULATE "PART IALS"            ""	
 r
       CCNS"T1 =2.*CAPA*CAPA
       CONST2 = (-1.+CAPO)
       PEHS =(CAPA*PCOHS  -  CONST2 *PCAHS)/CONST 1
    __  PETA =
-------
  BLOCK DATA
  CCMMON /BRUNTC/ BCl 10, 1 7 ) ,RATBC{ 10 ) , TABC ( 17 ) ,PBCT 1 17,
 1  PBCRtibtl7),DRATBC,DTABC
  DATA  RATBC/.50,.55,.60,.65,.70,.75,.80,.85,.90,.95/,
 t      f ABC/ 28 . ,32 . , 36. , 40 . ,44. ,48 . , 52 . , 56 . , 60 . , 64 . , 68 . ,72 . , 76 . ,80. ,
 2       _!*-l_8§±±?2i/»                            ____  __  __
 3    "  BC/.71,.705V.70,.69,V675,.655,.62,.59,.535,.45,  ......
 4         .72,.J15..7i,.70,.685,.665,.64,.605, .555,. 48,
 5       ~  .725,.72,.7i5%.705,.69,.675,.65,.62,.575,V51,
 6       .73^.725, .72, .71, .70, .685, .66, .635, .595, .54,
 7       ;735,.73,.~T25,.7i5,.?05,.695,.67,.65,.6l5,.56,
 8 ___ ^LA!LiZ?^i?L3_!-72_irJ^t-L0_f"68»«66!-63'-?825j __  ___ ____
"9       .74, .74, r.735,^725, .7"t5 , .71 ,.69 , .67, .6425,11 6025, ""
 *       •?5»»_-l4»-JV-J.3_!V72»«7l5»«70,. 6825, .66, .6225,          _
 1       .74,,74,.74",.735V.725,.72,.705,.69,.67,.64r ""
              .-____   __
 3         ;74,.74,.74,'.74,;733,.725,.715,.705,.69,.67,"
_4 _ _ .74, ,74. .74, .74,- 737 5 , . TJjr . 72, .71 , ._7 0 , .6825,
 5   ""   .74,.74,.74,.74,.74,.7325,.725,.715,.7l,".70,
 6.      _   r7^i.-7lf^74»-7^*«7^».-735f-73l-72'*7l75t-7075_»_    _
 7        .74V.74,.74,.74,.74,.7375,.735,.725,.72,;7125,
 8        •7^JL?li»-_7l!-7^»-7l»-_7A«.-735»^73l-7275,.72,   _ ____
 9        . 74,. 74, .74,V74,.74,. 747.735,. 735, .735,. 73/
  CATA CPATBC/.05/,DTABC/4./ ____         _
 " CATA PBCT/            _--- --  . ...  .....   ......... .

 1  . 0025,. 00 125,. OC1 25,. 001 25,. 001 25, 12*0. ,           __    _
 2.0025 , .001 25, .00125, .001 25 , . 00125, .00125 ,0 . ,0. ,0 .,0. ,0. 70. , 0. ,
 2  C., 0. «0._t_0*t_
 3  .6025,.OOi25,.OC125,. 00125, .00125,. 00125, .00125 ,0.", 0.,C. ,0.,
 3  0 . t_0 » , 0 «.». °« » 0 « , 0 . ,
 4  ."002 5 ",.00 125, .OC125V.C6125, .00125, .00125, .00125, ,0~6~l2"5r;0006,
 4  .0006,0. ,0. tO.,0.,0. ,0. ,0.,                                    __
 5  . 0025. .00125, .OC25, .001 25, . OC125, .00125 , .00125, .00125, .00125 , "
 5  .00125, .0006, .^06,0. ,0.,0. , 0., 0. ,
 6  ".00 25 , ."0025 ,. "0025 , . 0025 , . 001 25 , .002 5 , .00125 , . 00 1 25, .00156 , ."0006 ,
 6  .00125, .0006, . 0006,. 0006,. 0006,0.. 0., ___          __ _ _____
 7  .00507. 0025,. 0025Y.OG25 ,.bO~25,.C025 ,.0025 , .0"6T25T.OOr25, .00125,
 7  .00125, .00125, .00125,. 00125, O.,0.,0.,
 8  .00375,".06375,.C"037"5,V00375,.0025,.0025,.00306,.0019,.0025,""
 8  .00125, .OC125,.Opl25,.00125, .00125, .00125, .00125,0.,      __
"9  .00"50.. CO 50,. 00"5""0,. 0050,. 00375,. 00306,. 0044,. 0025,. 0025,. 002"5,
 9  .0025 ,.0050,. 001 9, .0006,. 00 19,. 00 19,0.,          __
 *  .OC 75, ".0075,. 0075,. 0050, .006, .005 ,. 005, ^0"044f .D?)4, .0047 ."0^51,
 *  . 0044,. 0019,. 00125,. 0019,^,0025, O./
  CATA PBCR
 I/-. 10^0, -.IOC, -.200,-. 300, r. 400, -.700 ,-.600, -1.10, -1.80, -2. 00,
 2  -.iod,-7lOO,-.26C,-.30Q,-.40d,-.500,-.7db,-1.00,-i.50,-l.?5",
 3  -. 100,-. 100 t-. 200, -.300, -.300, -.500, -.600, -.900, -1.30, -1.50,
                                 262

-------
 *--. rr CCF
 CAT?, QSP/
1
2
 TATA PRSRCCV
1  -,"28,-.C56,-.057

3   .,00 7,-.003,-.00 3,
          *»/3.,6.5, 10./
          . 55, .25, . 125,.08,.06,.05».J't5..04f .035,
          .45f . 18t .lCi.07 i .06 ( •OS* .0*5* t04t iC)35t
          . 25.. 14,. 09,. 075 ,.06,. 055,. 05 »; 045,. CK/
          CCV
5 Oc    ,0.    ,0.    ,
6 C.    *.001A,.001<»f
7 C .    f.001A..qpl4(
a 0.    t.0014, .0014t
 CPM.-10N /INPUT/ TAl,DTA,TA2,HSi,DHSiHS2»3Hl,ORH,RH2,
1 CCl ,OCC ,CC?tWl,D^»W2,HSC,SA,A*B
2 TMcf- R,WMULT, IFLAG.HSMULT
^.Al^PPE, A2PRME,PG,DA,CS
 CATA TA1 ,CTA,TA2/60. ,0.»60./,
1     HS1. DBS, HS2/1500. ,C. ,1500. /»
2     RH1 ,DPHtRH2/50.,0., 50. / ,
.1     CCl ,nCC,CC2/5.,0.,-3./,
                             _
o     HSC ,SA, A,n/3000. ,60. ,(5. ,ll*4/f
6 HFADFP/2C*4H    /,                   ;
7 T^EF R.WMULT, IFLAG,HSMULT/.01,1. 01»L./
8tAl
 END
                                  263

-------
                                             ,.,.,.,
                                             ,-.05b,-.~26b,-.275,
 COMMON /EA/ EA
      RHEA/10. ,2O.,30.,40.,50.,60.,70.,80.,90.,1CO./
      TAEA/4p._,50.,60.f7p.,80.,90.f10p./           __            __
 CATA "EA/    "  ~ " ...........  ""  '   . ........... ~"~
I   .50   tl.10  t2.00 ,2.50 t3. CO  ,3.30  ,4.50  ,5.00 t5.50 ,6.00t
2   1.00  ,2.00  ,2.80 ,3.90 ,4.80  ,5.50  ,6.50  ,7.50 ,8.20 ,9.10,
3   1.50  »2.80  j.4*00 ,5.1C_»6.80  ,8.00  ,9.20  , 10.60, 12. 00,13. 10,
4   2.00  ,4.00  ,5.50 ,7.50 ,9.30  ,11. 20, 13.00 ,15. 00/17.00 ,18.80,
5_  2_._5jO_, Sj^p^^Op , 1 0. 50^13.00 , 15. 90 , 18. 10 ,JJ.. pp,23.401^6^ppj| __
6   3.50  ,7.00  ,10^90,T4".6~6, 17.90, 2K60",25.0b, 28". 80,32.00, 36.00,
7   5.00_, 10_.CO, 14.90,19.80,24. 50, 29. 30, 34. 20, 39. 10,44. 00,49. OO/
 CATA "~PFATA/ "
1 .050,.05C_,.p5p_L»050,.lpp,,150,.175,
2 .090, .080, .120, .120, .180, .300, .360,
A_. 030,^120, .150,. 250,. 29p,.4pO,.4551          _       _      __
4 .140i.i26Y.24b,. 300,. 350, .580. .695, ~
5 .180, .200,^250,. 370, .490, .660, ,745.
6 .170,. 250,. 320,. 470,. 570,. 7 70,. 870,
7 .200, .270j>. 380, . 510, .690 ,.880 ,1 .035 ,
8 '.250^. 310, .440,.600,. 780, 1.030, 1.155,
9 .270,. 38p_,.550t. 640^.860, 1. 20, 1.370, _      __             _____
* ~.290T74Cb,.570, .T2d,l.b6,"lJ3C,i.45/ ......... .....
 CATA PEAftH/
1 .06b,.09C",.05"b, .050,V08d,.070,.050,.050,.b56,".J50,
2 .lpp,.080,.llp,.p9C,.070,.lOO,.10p,.070,.09p,.100, _
3 .13b,.120,."ilb,.l70,.120,.i20,.14b,.140,.ll6,.095,
^^Op,. 15£1.2pjO,.18pjL.^9p_,_._18p,. 200. •200JL. 180L.17p,   __   __  _
§" .f767.280,."250,;250,.290^.22b,.29b,.2"40,.260,i2"70,  ..... "
6 .35q,.39pj.310,.390,.37p,.340,.380,.320,.40p,.44p,         __   _
7 .500, .490,". 490,. 470t- 480,. 490,. 5iO,'.4~90",. 500Y.5057  ......... """
 DATA DRHEA/lp./,OTAEA/10./                          ____        _
 CGMMON /RSR/  RSR 1 9 , 3 ) , SARSR( 9 ) ,CCRSR ( 31 , PRSRCC (3 ,9), OS AR SR , DCCRSR
 CATA SAPSR/0. ,10.,20. ,30. ,40. ,50 . ,60 . ,70. , 80. /
                                264

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Table A-8 lists the variables  used  in  the  EQUILS  program.   Figure
A-32 lists a set of input  and  Figure A-33  lists the  corresponding
outputs.  Note that the  input  values for the  meteorological parameters
are listed below the headings  while the sensitivity  of the  equilibrium
temperature with respect to  that  parameter is printed below and to
the right of the value of  the  parameter.
                                  265

-------
Table A-8.
Variables in EQUILS
Functional
Area
EQUILS














XHA










XHAR




Name (Dimension)
TAl, TA2, DTA,
HS1, HS2, DBS,
RH1, RH2, DRHf
CC1, CC2, DCC,
Wl, W2, DW,
HSC, SA, Af B,
A1PRME, A2PRME,
DA, DS, RG
HEADER (20) , TMERR,
WMULT, HSMULT,
IFLAG, TA, HSf
RH, CC, W, BC1,
EAl, RSR1, HA, HAR,
HSR, HR, K, CAPA,
CAPS, CAPD, EQUIL
HA

PBCT1
PBCR1
PEARH2
PEATA1
PHAHS
PHATA
PHAW
PHACC
PHARH
HAR

PHARHS
PHARTA
PHARW
Description




Same as Table A- 7










Long Wave
Atmospheric Radiation
3BC1/3TA
3BC1/3RH
3EA1/3RH
3EA1/3TA
3HA/3HS
3HA/3TA
3HA/3W
3HA/3CC
3HA/3RH
Reflected Atmospheric
Radiation
3HAR/3HS
3HAR/3TA
3HAR/3W
                 266

-------
Table A-8.
— Continued.
Functional
Area


XHSR





XHR





XK





Name (Dimension)
PHARCC
PHARRH
HSR
PHSRHS
PHARTA
PHARW
PHARCC
PHARRH
HR
PHRHS
PHRTA
PHRW
PHRCC
PHRRH
K
PKHS
PKTA
PKW
PKCC
PKRH
Description
3HAR/3CC
3HAR/3RH
Reflected Solar
Radiation
3HSR/3HS
3HSR/3TA
a HSR/ aw
3HSR/3CC
3HSR/3RH
Net Radiation
Input
3HR/3HS
3HR/3TA
3HR/3W
3HR/3CC
3HR/3RH
Exchange
Coefficient
3K/3HS
3K/3TA
3K/3W
3K/3CC
3K/3RH
               267

-------
Table A-8.
— Continued.
Fuhctionar
Area
XCAPA





XCAPB





XCAPD





Name (Dimension)
CAPA
PCAHS
PCATA
PC AW
PCACC
PCARH
CAPB
PCBHS
PCBTA
PCBW
PCBCC
PCBRH
CAPD
PCDHS
PCDTA
PCDW
PCDCC
PCDRH
Description
Intermediate
variable see
equation 4-9.
3 CAP A/ 3 HS
3CAPA/3TA
3 CAP A/ 3 W
3 CAP A/ 3 CC
3 CAP A/ 3 RH
Intermediate
variable see
equation 4-10.
3CAPB/3HS
3CAPB/3TA
3 CAPB/ 3 W
3 CAPB/ 3 CC
3 CAPB/ 3 RH
Intermediate
variable see
equation 4-11.
3 CAPD/ 3 HS
3CAPD/3TA
3CAPD/3W
3CAPD/3CC
3CAPD/3RH
              268

-------
                   Table A-8.
                    — Continued.
Functional
Area
Name  (Dimension)
Description
XEQUIL
EQUIL


PEHS

PETA

PEW

PECC

PERH
 Equilibrium
 temperature

 3EQUIL/3HS

 3EQUIL/3TA

 3EQUIL/3W

 3EQUIL/3CC

 3EQUIL/3RH
                                  269

-------
                                                             TEST DF  EGU1LS'»
ro
-J
o
               1111111 g n H 011111111 a 11 o i g i i i) o in 9 o g g 11111111 M n 11 M 111 n 11111 B t g g i M s 11111111
               i i > < > i T t t 10 mi i)»»»1111 w id ii an «n nil Hit a n »a »»*»*»<• «« a« «•«•«»» uUMuasrsm MII uuH««tiunn n itn n n»n JIJIM
               i n u i n n H 11) n in n n 111 n n 1111 LM-I m -MJJ 111 n n 111 n n 1 n 11 n n n i n n 1111
111:2222112222222222221222212121
1333 3JJ3J3JI333 3 3 3 3 J 3 3 3 3 3 3 3 3 3 3
444 «44444I«4M M M H M4 H
555.5555555555555555551555555
iiiSSS St S6t6iii SSSSi 65 6S6S66ti
7 ?] i n i n j n )77 Ji in j J77i j)7 j n
181 n in in me in si i a ts g ism in
                                                              n
 kl 1 112 2 2 2 212 Z 2 2 2 2 2 2 2 2 2 2 2 2 1111 ? 2 7 2
   3JJ13333333J333333333333 133333
    444444 4444444 4M444 4444441 144
    55555555555555555555555555555
    (6Ct(« (t( M (t (( (I S6E t S((CIS(
  77777J77777777 /7 )7 777 7J7 77 J7777
II I IIIII8II I 84II8 IBI I IIBI IB 8 M8(1
               9)' S3SJJ9«)S 9S9 9S999398J9D9tJ»H99 999JJJ»9999 ) >99999 3 ! J3993J9JH9J999999 39999995
               , j j , 5 i , i » a i, u mi ii u ir ii nw.'i n mtn mi a ;>» a a i) » is * 11 » aw  n 11 u M ;> » ir n UN
                  672JM 8SC
                                Figure A*-32.
                                      Input Example  for EQUILS

-------



(IN
TA1« 60.000000 .DTA- l.OOOOTOO ,1*2- 61.000000
50.000000 ,DRH- 1. 00 00 J 00 ,«H2- 51.000000 ,CC1
10.0COCOO .Oh- 1.0000000 ,W2> 11.000000 ,HSC*

.MSI- 1500.0000
- 5.0000000 .

,OHS- 100.00000 ,MS2» 1600.0000 ,RHl-
OCC" 0.0 ,CC2« 5.0000000 ,W1-
3000.0000 ,SA- 60.000000 , A» 0.0 .8- 11.400000 .
HEADER' 0.25098038 . 0.25098038 , 0.25098038 , 0.25098038 , 0.25098038 , 0.25098038 , 0.88973820 ,

-0.353016876 42, 0.77284074 .-0 . 568 77122E 11, 0.25098038
0.25098038 . C.25C98038 , 0.25098038 , 0.25098038
, 0.25098038
, 0.25098038
C, HSMULT- 1.0000000 ,A1PRME» 0.80999994 .A2PRWE- 0.70799994











to
^J
H1






<£
«


3
s


33
Z
H
Z
O
•n
O
m

u>
2
T
0.0
tFNC

jjfc T/W&tiF TOUILS X&> fflf.
TA o/t || ij *^/*o RH ^/v CC "w^o:
60.00 f- 1500.00 f 50.00 . A 5. JO / /
0.7527 0.0089 0.1465 0.6
60.00 153C.CC 50.00 5.0C
0.7574 0.0:83 0.1494 0.0
60.00 1500. OC 51.00 5.00
C.7594 O.COB3 0.1460 0.0
h'T.QC. 1500.00 51. OJ 5.00
0. 7L43 0.00a3 0.1489 0.0
60. CC 1600.00 bO.OU 5. CO
C.7415 0.0.1J7 0.1443 0.0
60.00 16CJ.30 50.00 5.00
0.7467 J.OOTi O.It/j 0.0
*.".20 16CO.JO 51.00 5.00
C.7480 0.00d7 0.1438 0.0
60.00 1600. JO 51.00 5. CO
0.7532 0.0032 0.1468 0.0
61. C" 1500. OP 5C.CO 5.CC
0.7441 C.C.»88 0.1529 0.3
61.00 1503.00 50.00 5.00
C.74")5 C.0;d2 *.1559 O.J
61. OC ISro.lC 51.30 5.^0
0.7505 O.OCJ7 0.1523 0.3
61. OC 15CO.OO 51.00 5. JO
C.7543 0.0')3? 0.1553 0.0
tl.OO 16CO.OO JO.UO 5. CO
C.7330 0.0036 0.1506 0.3
61.00 160U.OO 50.00 5.00
3.7J79 O.OC31 C.1537 3.0
61.30 1600. CO 51. C 3 5.00
0.7393 0.0086 U.1500 0.0
61. CO 16CO.CC 51.00 5.00
1.7442 O.OC31 0.1531 6.0






'/ ^

-------
  SELECTED WA TER                     '• *«?<"< »••
  RESOURCES ABSTRACTS
  INPUT TRANSACTION FORM
            2.        3. Accession No.
                     w
 4.  Title  Statistical Prediction  Of                       5- Report Date
Equilibrium Temperature From  Standard                   «.
Meteorological Data Bases	 8. Performing Organization
  7.  Authors)   C. Michael Hog an                               Report NO.
             Leda C. Patmore
  9. Organization
             Harry Seidman	
                                                              16130 GST)
         ESL INCORPORATED                                  ' Contract
-------