&EFK
             United States
             Environmental Protection
             Agency
Environmental Sciences Research  EPA 600 2-79183
Laboratory         September 1979
Research Triangle Park NC 27711
             Research and Development
             Microscale
             Variations in
             Ambient
             Concentrations of
             Pollutants in
             St.  Louis  Air

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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 nine series. These nine broad cate-
gories were established to facilitate further development and application of en-
vironmental technology  Elimination of traditional grouping was consciously
planned to foster technology transfer and a maximum interface in related fields.
The nine series are:

      1.  Environmental  Health Effects Research
      2.  Environmental  Protection Technology
      3.  Ecological Research
      4.  Environmental  Monitoring
      5.  Socioeconomic Environmental Studies
      6.  Scientific and Technical Assessment Reports (STAR)
      7.  Interagency Energy-Environment Research and Development
      8.  "Special" Reports
      9.  Miscellaneous Reports

This report has been assigned to the  ENVIRONMENTAL PROTECTION TECH-
NOLOGY series. This series describes research performed to develop and dem-
onstrate instrumentation, equipment, and methodology to repair or prevent en-
vironmental 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.
This document is available to the public through the National Technical Informa-
tion Service, Springfield, Virginia  22161.

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                                          EPA-600/2-79-183
                                          September 1979
 MICROSCALE VARIATIONS IN AMBIENT CONCENTRATIONS
        OF POLLUTIONS IN ST. LOUIS AIR
                     by
              Lucian  W.  Chaney
        The University  of Michigan
        Ann Arbor, Michigan  18109
            Grant  No.  R803300
               Project Officer

                 W.A.  McClenny
Atmospheric Chemistry and Physics Division
Environmental  Sciences Research Laboratory
    Research Triangle Park, N.C. 27711
ENVIRONMENTAL  SCIENCES RESEARCH LABORATORY
    OFFICE OF  RESEARCH AND DEVELOPMENT
   U.S. ENVIRONMENTAL PROTECTION AGENCY
    RESEARCH TRIANGLE PARK, N.C. 27711

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                          DISCLAIMER

    This report has been reviewed by the Environmental Sciences
Research Laboratory, 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 commercial products constitute endorsement or recommendation
for use.
                              ii

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                             ABSTRACT

     As part of the Regional Air Pollution Study (RAPS), a
series of studies were carried out in St. Louis during the
summers of 1974, 1975, and 1976 primarily to determine the sub-
grid concentrations of ambient air pollution. One primary
pollutant gas, CO, and one secondary pollutant gas, ozone, were
chosen to be representative.  Methodology for determining sub-
grid concentration variations of these gases  is  discussed.

     Portable monitors and the collection and analysis of bag
samples were used to determine pollutant concentrations.  In some
cases the monitors were moved along selected paths while the
measurements were made; in other cases the monitors were placed
at selected sub-grid locations.  The data were collected at six
sites during the first year, and at two sites during the final
two years.  Both urban and rural sites were selected.  All the
data were collected during daylight hours generally between 10:00
a.m. and 4-: 00 p.m.

     This report was submitted in fulfillment of Grant R-803300
by the University of Michigan under the sponsorship of the U.S.
Environmental Protection Agency.  It covers a period from
November 1, 1974- to March 31, 1979 and the work was completed
as of December 31, 1978.
                                111

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IV

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                       CONTENTS
Abstract	,.,	 iii
Figures	,.,....,,..	,	   v
Tables, ,	   vi
Abbreviations and Symbols........	,.   vii
Acknowledgements	viii

     1.  Introduction	 1
     2.  Conclusions	12
     3.  Recommendations	,. .,	14
     4,  Preparations
          Monitor selection	15
          Recorder selection	18
          Calibration standards	18
          Cooperative arrangements	20
          Site selection	21
          Personnel and facilities	22
     5.  Methodology	
          Monitoring paths	23
          Helicopter supplemental data techniques	29
          Field calibrations	29
          Data collection procedures.	33
          Data reduction procedure	33
     6.  Results	
          1974 ozone	35
          1975 ozone and carbon monoxide	35
          19 76 carbon monoxide	36
          Data presentation	36
          Probable sources of error.	41
     7.  Discussion	44

References	52

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                           FIGURES
Number

   1     Regional Air Monitoring Systeni, Site Locations      3
   2     Regional Air Monitoring Site 102                    6
   3     Regional Air Monitoring Site 103                    7
   4     Regional Air Monitoring Site 105                    8
   5     Regional Air Monitoring Site 106                    9
   6     Regional Air Monitoring Site 108                  10
   7     Regional Air Monitoring Site 113                  11
   8     Portable Ozone Monitor on Back-pack               H>
   9     Sub-grid Data Collection by Back-packing          23
         Portable Monitors
  10     Side by Side Comparison around St, Louis          25
         University
  11     Side by Side Comparison near Site 106             26
  12     Area Plot around St. Louis University             27
  13     Sub-grid Data Collection by Fixed Location        28
  14     Ozone Sub-grid Data at Site 105 8/12/75 morning   30
  15     Ozone Sub-grid Data at Site 108 8/12/75 midday    31
  16     Ozone Sub-grid Data at Site 105 8/12/75 afternoon 32
  17     Grand Ave. CO Concentration, August 20, 1976      37
  18     Ozone Correlation Plot RAMS Station 113           39
  19     Space and Time Scale Correlation                  48
  20     Pollutant Area Scale Comparison                   49
  21     Pollutant Variation vs. Time Comparison           49
                              vi

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                            TABLES

Number                                                    Page

  1      RAMS Monitor Ozone Concentrations                 38

  2      RAMS Monitor CO Concentrations                    40

  3      Intensive Studies with Helicopter Support         43
         RAMS Site 1Q8
                              vii

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                  ABBREVIATIONS AND SYMBOLS
AID
CO
cxr
EPA
GE
GFC
Hz
JAPCA
KI
MIT
NBS
NERC
NO
NO-
NO
0 X
ppb-v
ppm-v
RAMS
RAPS
RTP
SLU
SO.,
SRfl
Analytical Instrument Development Company
Carbon Dioxide
Carbon Monoxide
Environmental Protection Agency
General Electric Company
Gas Filter Correlation
Cycles per second
Journal of Air Pollution Control Association
Potassium Iodide
Massachusetts Institute of Technology
National Bureau of Standards
National Environmental Research Center
Nitric Oxide
Nitrogen Dioxide
Nitrogen Oxides
Ozone
parts per billion by volume
parts per million by volume
Regional Air Monitoring System
Regional Air Pollution Study
Research Triangle Park, N.C.
St. ILouis University
Sulfur Dioxide
Standard Reference Material
                             viii

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                      ACKNOWLEDGEMENTS

    The cooperation of Rockwell International Air Monitoring
Center is gratefully acknowledged and, in particular, Mr, Al
Jones who supplied all the preliminary test site information
as well as the other Rockwell personnel who responded to the
numerous requests for RAMS data.

    The Environmental Protection Agency Regional Air Pollution
Study permanent staff was very helpful in many ways, especially
Mr. Stanley Kopczynski who arranged instrument calibration
tests and Mr. William Best who helped make the arrangements for
the installation of the long path instruments.

    Thanks are extended to the Anheuser-Bush and Monsanto com-
panies for permitting the placement of mirror reflectors on
their property.

    The author is especially grateful to St. Louis University
and to Dr. John Forsberg who made laboratory space available
for daily calibrations.

    Thanks also go to the student staff for their whole-hearted
cooperation in collecting most of the data;  Jeff Kochelek,
Michael Travis, and Carol Chaney.

    The reviews and helpful comments received from EPA Environ-
mental Research Center staff members Dr.. David Mage, Mr. Ray-
mond Rhodes and Mr. Arthur Coleman are sincerely appreciated.

    The author thanks Dr. W.A. McClenny for his many suggestions
and review of this report prior to final preparation.

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                          SECTION 1

                         INTRODUCTION

    The study evolved as a result of the EPA air pollution con-
trol objectives.  One of the major objectives has been-,the de-
velopment of urban air quality simulation  (AQS) models .  Cur-
rently many models a,re being developed  and several will be
applied to the RAPS data base,  A set of AQS models will even-
tually be used to determine the environmental impact including
the health risk of all proposed new construction, such as, man-
ufacturing plants, shopping, centers, roadways, etc., on a given
total urban complex.  Of course, impact studies are currently
required for all large projects and many are availabe for this
purpose.  However, all the routinely usable models are relative-
ly simple and are usually applicable on the microscale rather
than on the meso or urban scale.  As the scale increases in
magnitude the model complication increases rapidly in a very
non-linear fashion.

    The nature and complexity of the modeling problems have
been discussed and outlined (Johnson, 1972)3.  jje also identi-
fied the important research needs.  The most important identi-
fied need was an adequate data base for validating both existing
and future models.  The "RAPS program was designed primarily to
meet this need.  The initial RAPS.program was described in a
companion paper  (McCormick, 1972) .  This paper identified the
need for area averaged measurements and outlined the original
plan to use a laser to make area wide measurements.  The de-
tailed RAPS measurement plans were subsequently described
(Pooler 1974)  and the measurement techniques and the data
collected has been reviewed (Schiermeier 1978) .

    The original area measurement plan was to use a laser with
two turning mirrors to trace a triangular laser path around the
monitoring station.  The height of the path and the precise form
would be determined in the field.  It was suggested that the
laser path measurements be made at three typical sites such as;
downtown, urban, and suburban.  It would have been desirable to
collect the data continuously over some extended period (2 weeks)
at each site.

    The original objective of the study reported here was to
meet this challenge and collect data suitable for storage in
the RAPS data bank.  The collection of such data was a goal
throughout the three year study period.  However, it was known
from the start that the laser program might not develop rapidly

                                 1

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enough and area averaged data would have to be collected using
conventional monitors as we have reported here.

    It should be emphasized that the collection of data with
conventional point monitors at a cluster of points inside the
grid area is a significant departure from the proposed spatial-
ly integrated, measurements.  The proposed measurements could
have been compared directly with the model calculations.  The
information collected can only advise the modeler on how he
might interpret the point measurements.

    During the RAPS program a large share of the total project
effort was directed towards the development of the laser sy-
stem.  Due to problems with frequency drift and calibration
neither laser system would function unattended.  However, a
limited amount of CO data was collected by MIT Lincoln Labora-
tories for storage in the RAPS data bank.

    Following the completion of the RAPS program considerable
effort has been devoted to the continuing development of both
laser systems.  At the present time  (Jan. 1979) it is felt
that the fundamental problems of frequency stability and multi-
moding of the diode laser have been solved.  A continuing effort
is being directed towards solving  the non-uniform energy distri-
bution in the CO, laser.  In the event of a future RAPS program
the collection of valid area averaged data seems almost cer-
tain.

    The studies being reported here were all conducted inside
a basic 2.8 km grid area and have  been termed sub-grid studies.
However, they belong to the general class of air pollution
studies termed microscale.  Microscale studies are usually re-
stricted to distances of no more than few feet to approxi-
mately one kilometer.  The purpose of the studies has been to
determine the pollutant variability at RAMS sites  (Fig. 1)
utilized by the RAPS program.

    Pooler  , in an overall description of the program, recog-
nized that the RAPS fixed point monitors located at 25 stations
throughout the St. Louis metropolitan area could measure the
pollutant concentration only at given points.  However, atmos-
pheric modeling can only predict the averagejconcentration over
grid volumes with bases of no less than 4 km  extending to the
inversion height.  Hence, there was a need to either determine
the monitoring station bias or directly measure the volume
average.

    Specifically, the studies have addressed the following pro-
position:  Given an air quality simulation model which will pre-
dict the average concentration in  a defined volume:

     (1)  What are the spatial and  temporal characteristics of
                                2

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                                            HJ&-GKIB srooy SITES
Figure  1.   Regional Air Monitoring System Site Locations.
                                 3

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         pollutant concentrations inside the grid volume?

     (2)  How accurately can a point measurement made at a
         specific location, for the purpose of verifying the
         model, represent the volume wide concentration?

     (3)  Can a calibration factor be applied to a point
         measurement to estimate more accurately the volume
         average?

    The objective of the studies described  in this report has
been to answer the posed questions.  The methodology and tech-
niques employed during the study depended on the instrumenta-
tion both available and under development.  Concurrent EPA
sponsored programs were directed toward the development of
new air monitoring instrumentation.  The EPA sponsored deve-
lopments which were evaluated for use in meeting the study
objectives were a tuneable diode laser  system developed by
MIT Lincoln Laboratory,7 a CO2  laser system developed by the
General Electric Company,8 ana  gas  filter   orrelation spectro-
meters developed by both Ford Aeronutronic  and Science Appli-
cations, Inc.  In addition,  several commercially developed
portable monitors were evaluated and used for the study.

    The studies were performed  in St. Louis concurrently with
the RAPSsumroer intensive studies of 1974-1976.  These time
periods were chosen since many  of the RAPS  ancillary services
such as meteorological information  and  helicopter data were
not available at other times.   The  summer intensive periods
also presented an opportunity to compare results with other
investigators.

    The 1974 studies were primarily ozone measurements made at
six  selected RAMS sites  (Figs.  2-7).  These measurements indi-
cated good correlation between  the  RAMS measurements and the
area, averages determined with the portable  monitors.

    During the second year,  an  effort was made to include mea-
surements of more pollutants and, as a  consequence, the mea-
surements were confined to two  stations, 105 an inner city site
 (Fig. 4) and 108 a rural site  (Fig. 6).  The ozone area measure-
ments again showed good correlation with the RAMS measurements,
but the carbon monoxide data correlated poorly.  The efforts
to measure SO- and NO/NO  on an area wide basis were unsuc-
cessful and were dropped from further consideration.

    The measurements made during the final year 1976 were limi-
ted to carbon monoxide.  The measurements made the previous
year at RAMS sites 105 and 108 were repeated.  The measurements
confirmed the previous year's results.  Additional studies were
made at two roadway sites and some helicopter data was obtained.

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    The conclusions and recommendations are presented in the
following two sections.  A description of the overall study
is given in Sections 4 and 5.  The data which has been tabu-
lated according to the pollutant measured and the RAMS site,
has been summarized by best fit linear equations given in the
results.  The discussion represents an attempt to relate this
study to the overall air pollution measurement problem.

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Figure 2.  Regional Air Monitoring Site 102.



                        6

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Figure 3.  Regional Air Monitoring Site 103.



                        7

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00
                                                                                   ST. LOUIS RAMS SITE 105
                                                                                      2 km RADIUS
                                                                            -*•"•*- LONG PATH MONITOR
                                                                            —— POlNflONiTOR PATHS
                                                                   ANHEUSER-BUSCH
                                  Figure 4.  Regional Air Monitoring Site 105.

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          B)     MAGNOLIA

          TOWER GROVE PARK
         	ARSENAL	
Figure 5'  Regional Air Monitoring Site 106;

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                                LHELICOPTER FLIGHT
                                1     PATH
Figure 6.  Regional Air Monitoring Site 108.
                         10

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           X (A)
Figure 7.  Regional Air Monitoring Site 113.
                       11

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                          SECTION  2

                         CONCLUSIONS
MICROSCALE VARIATIONS

    The microscale variations  in  the ambient  concentration of
air pollutants  are dominated by local  sources, usually  automo-
bile  traffic.   The temporal and spatial variations  can  be large.
The temporal  fluctuation  in the CO concentration was measured to
be as much as two orders  of magnitude  in  30 seconds and the  spa-
tial  variation  was measured to be as large as one order of
magnitude over  a distance of 100  meters.  On  the other  hand,
the ozone concentrations  at rural stations have been measured
to be constant  within  2%  over  a distance  of 50 km.  The magni-
tude  of the temporal and  spatial  variation inside the grid area
depends on the  pollutant,  the  sources  Inside  the grid area,  the
location  of the monitor with respect to the sources, and the
meteorological  conditions at the  time  the measurements  are
made.

AREA  AVERAGES

    The measurements of ozone  concentrations  at six RAMS sites
established that whenever the  ozone concentration reached sum-
mer values of 50 ppb to 200 ppb,  the station  measurements re-
presented the area averages within 10%.   Correction factors
within the 10%  range were determined for  each measured  site.

    The CO measurements were made at two  sites.  One, an inner
city  site, RAMS 105, and  the other a close rural site RAMS 108.
These measurements established two facts:  (1) The RAMS  reported
CO concentrations have a  high  probability of  being  low  due to
undersampling the data.   The values measured  during the study
were  on an average low by 50%.   (2) The coefficient of  varia-
tions of  the  station measurements from the measured area aver-
ages  were 15% for the  rural station and 60% for the inner city
station.

LONG  PATH MONITORS

    Considerable effort was devoted to the evaluation of both
the long  path ozone and long path carbon  monoxide monitors.
Data  taken in test runs of the two systems showed good  agree-
ment  between point monitor readings and long  path monitor rea-

                                12

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ding, demonstrating the feasibility of making long path
measurements.  Monitoring of CO at the RAMS sites 105 and 108
with the diode laser system was successfully accomplished du-
ring the 1975 summer intensive period10 with less extensive
monitoring periods in summers 1974 and 1976.  Monitoring of
0-, at the RAMS site 103 with the C02 laser based system occurred
during the 1974 summer intensive.  However, the system "zero"
prevented any systematic data collection.

    For both systems, long path monitoring was limited to single
path averages instead of the area monitoring originally envi-
sioned.
                                 13

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                          SECTION 3

                       RECOMMENDATIONS
DATA SAMPLING

    This study has shown that the RAMS often reported, as a
result of under-sampling the data, low CO values.  It is im-
perative that whenever an air monitoring station is to be esta-
blished, a determination should be made that the data sampling
rate is twice the highest frequency appearing in the data.  This
can be done by either selecting a sufficiently high sampling
rate or integrating the original data to eliminate the high
frequency components.

STATION SITE SELECTION

    This s£udy has shown that the concentrations measured by
an air monitoring station are strongly affected by its location
relative to local sources.  If the data collected is to be cha-
racteristic of the urban area, then the station should be sited
100 meters and preferably 200 meters away from any local source.

LONG PATH CO LASER MONITOR

    The long path CO monitor development should be continued
in order to demonstrate the capability of making routine field
measurements.  This will require further development of the
monitor itself and the design and implementation of a demon-
stration study.  The demonstration study could be one of the
following: a roadside emission survey to verify existing mo-
dels, an area emission study to verify existing emission in-
ventories, a shopping center emission study, or an airport
emission survey.

LONG PATH OZONE LASER MONITOR

    The monitor which is currently under development should be
evaluated to determine its effectiveness, and the feasibility
of applying the same technique to other pollutant gases.
                                14

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                          SECTION 4

                         PREPARATIONS
MONITOR SELECTION
    The pollutant variability  study was designed to answer
basic questions regarding the  variability inside a given grid
area.  In the initial consideration of the methodology to be
employed in the conduct of the study, monitoring consideration
was given to all of the criteria pollutants: that is, all pol-
lutants for which maximum dosage levels have been established.
The pollutants that fall into  this classification are ozone,
carbon monoxide, sulphur dioxide, nitric oxide, and non-methane
hydrocarbons.  The criteria pollutants are also the pollutants
for which various monitors have been developed and are contin-
uing to be developed.  It was, of course, desirable to use the
most modern techniques available and to measure as many of the
pollutants as possible.  Carbon monoxide, non-methane hydro-
carbons, and nitrogen oxides are primary pollutants contained
in auto emission.  Carbon monoxide is considered to be a non-
reactive compared to the other pollutants and is certainly the
most abundant.  Hence, its measurement was considered mandatory.
However, at the beginning of the program no satisfactory porta-
ble instrument was available.

Ozone

    Satisfactory portable monitors of ozone have been developed.
An AID Model 560 monitor was used satisfactorily in a previous
study and for that reason it was selected for this study.  Two
monitors were obtained.  The total weight of the monitor and
an Esterline-Angus Model T171B recorder mounted on a backpack
was less than 35 pounds  (Fig.  8).  The monitor had ample sensi-
tivity and fast response.  The fundamental problem, which was
common to all the portable monitors, was sensitivity to temper-
ature changes.  The monitor contains an uncooled photomultiplier
tube and the electronics and gas flow rates are temperature
dependent.  A first order correction for temperature change was
made by calibrating before and after each daily data collection
period.

    A long path laser monitor  for ozone was under development
at the beginning of the study  and the eventual use of the moni-
tor for area averaged measurements was a possibility.  The mo-
nitor was tested in St. Louis  during the first year of the study,

                                15

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Figure 8.  Portable Ozone Monitor on Back-pack.
                       16

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Carbon Monoxide

    The method selected for measurement was to collect air
samples in 90 liter Tedlar bags attached to backpacks.  The
bags were returned to the RAMS laboratory for chromatographic
analysis.  The bags selected were  5 mils thick, which were
satisfactory compared to 2 mil bags used by other investigators.
However, only a limited amount of  data could be collected using
this technique.  If the bags had to be stored for more than
four hours before analysis the data was subject to question
either due to diffusion into or out of the bag.  Fortunately,
as a result of an EPA contract to  Ford Aeronutronic, a gas
filter correlation monitor11 became available during the second
year of the study.  This monitor was used in conjunction with
the bag samples to obtain data.

    A long range possibility for measuring CO was a long path
laser monitor being developed by MIT Lincoln Laboratory  for
EPA,  It was not considered that this development would be
ready for use during the first year of the study, but it would
be available for on-site testing in St. Louis and would perhaps
be available during the second or  third year to make area ave-
raged measurements.  A limited amount of long path data collec-
ted during the second year was incorporated into the RAPS data
bank.

Sulphur Dioxide

    The monitor selected to measure sulfur dioxide was a Meloy
Model 165A.  The unit weighs 50 pounds and operates satisfac-
torily in the laboratory.  However, as a portable unit there
are several problems: temperature  sensitivity, limited battery
life, limited hydrogen supply, and long warmup time.  The
combination of limited battery life and hydrogen supply coupled
with the long warmup time made the monitor difficult to use,
but the temperature sensitivity made it impossible on hot days.

Nitric Oxide

    Prior to the beginning of the  second year a portable che-
miluminescent monitor for NO, NO   became available.  The moni-
tor, a McMillan Model 2200, was Initially tested in the labor-
atory and found to be operable, but it never performed satis-
factorily in the.field due to multiple failures of the acid
storage battery selected to meet the power requirements.

Non-methane Hydrocarbons

    As a result of the leakage problem experienced when collec-
 ting CO in bags and transporting  them to a laboratory for  ana-
 lysis, no consideration was given to measuring non-methane  hy-
                                17

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drocarbons.

      In summary,  the monitors  selected  for  the  study were:

        Ozone:             AID Model  560
        Carbon Monoxide:   First year bag sample  and labora-
                           tory analysis
                           Second  and third year,  Ford Aero-
                           nut ronic GFC
        Sulfur Dioxide:    Meloy Model  165A.

RECORDER  SELECTION

      An Esterline-Angus Model  T171B portable  chart recorder
was  used  in  a 1973  long path evaluation test  and  found to be
satisfactory.  A  second identical  unit  was  purchased prior
to the 1974  study for  use with the second ozone monitor.  Two
Hewlett-Packard Model  680 strip chart recorders were obtained.
One  was attached  to the RAMS ozone monitors and one was at-
tached to the CO  monitor.

      Prior to the final selection  of  the portable  strip chart
recorder  for data collection,  some thought  was  given to the
use  of a  magnetic tape recorder.   This  would  have  several ob-
vious advantages:   elimination of  jammed paper  drives,  torn
paper, and the irregularity in the flow of  the  ink.  The dis-
advantage at that time was that a  separate, bulky  instrument
was  required for  play  back and no  convenient  space was  avai-
lable.  Hence, the  decision was made  to use the strip  chart
recorders.

CALIBRATION  STANDARDS

      The  calibration procedures and the selection  of standards
are  probably the  most  important aspects of  any  air pollution
study.  Specifically,  the calibrations  should be traceable
to NBS and the procedures should follow FPA reference  methods
or their  equivalent as outlined in the  Federal  Register Vol.
36,  No. 228, Nov. 25,  1971.  For most of the  pollutants, it
was  necessary to  provide both  a primary laboratory standard
as well as a secondary field standard.

Ozone

     The  primary ozone calibration selected for the first
year's study was  the KI technique  which is  the  current  EPA
reference method.   An ultraviolet  ozone generator,  manufac-
tured by  South States  Industries,  was used  as the  secondary
standard.   The generator was originally calibrated at  EPA-
NERC-RTP  in June  1974 and re-calibrated upon  arriving  at St.
Louis in July 1974.   These two calibrations agreed to within

                               18

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1%.  The generator output was  calibrated  in  St.  Louis  on  two
later occasions..  These  last two  calibrations were  found  to
be significantly lower than the first  two calibrations.   How-
ever, if a decrease in ozone generator output of 1%  for each
100 hours of operation was assumed,  the agreement between all
the calibrations was within 3%.

   12During the second year, the  ozone generator was calibra-
ted   by a dynamic gas phase titration of O3 with NO.  The
NO used in this titration was  a standard  reference material
 (SRM) obtained from the  NBS.   This method is listed as an
EPA equivalent to the KI technique.  The  advantage for field
operations was that no extra equipment was required and the
results seemed to be more repeatable and  were directly trace-
able to NBS.

Carbon Monoxide

     The primary standard selected for the first year was a
set of three span gas concentrations of CO in nitrogen ob-
tained from Scott Research Company.  The  gas concentrations
were checked by infrared absorption  spectroscopy at EPA-RTP
prior to the summer study and  again  in St. Louis by gas chro-
ma tography.

     The procedure was unsatisfactory  due to discrepancies
between the various analyses.  The conclusion was that the cy-
linder material was reacting with the  CO  to  change the con-
centrations.  This was based on the  fact  that all the concen-
trations were decreasing and the  smaller  the concentration the
higher the percentage change.  During  the following years,
NBS made available an'SRM, CO  in  nitrogen, which was used.
The SRM CO in N2 concentration (94 ppm-v) was dynamically
diluted with Scott Ultrapure air  to  obtain a seried of cali-
bration points.  The flow rates were measured with calibrated
bubble meters.

Sulfur Dioxide

     The primary, as well as the  secondary,  method selected
for SO- calibration was  to use calibrated permeation tubes in
a dynamic calibration system.  The tubes  used during the  first
year were calibrated on  Cahn/Ventron Recording Electro Balance
System Model R-100 at EPA-NERC-RTP.  These were  installed in
a Bendix Dynamic Calibration System  Model 551446.

     At the beginning of the second  year  SRM permeation tubes
became available for use as primary  sources  and  commercial
tubes were obtained as secondary  standards.

Nitric Oxide

                                19

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     The  SRM, NO  in  nitrogen,  obtained for the  ozone calibra-
tion was  also used for  the  nitric  oxide calibration.   The SRM
was dynamically diluted with Scott Ultrapure  grade  air to ob-
tain the  calibrating mixture.   The calibrating  procedure was
to measure  the flow  with  a  bubble  meter and rotometer in ser-
ies, then to remove  the bubble meter  and adjust the rotometer
to the  original reading.

Nitrogen  Dioxide

     The  calibrating method selected  for N0_  was an SRM per-
meation tube furnished  by NBS.

COOPERATIVE ARRANGEMENTS

RAPS Staff

     This study was  one of  many carried out in  connection with
the overall RAPS  program.   During  the five year period cover-
ing the entire study, a permanent  staff was assigned to St.
Louis to  oversee  the collection of data from  the 25 RAMS sites
as well as  to assist the  field investigators.   Prior arrange-
ments were  made with the  staff for the following:  (1)  assis-
tance in  selecting sites,  (2)  obtaining permission  to locate
laser reflectors  on  private property,  (3)  granting..permission
to use  space inside  the RAMS to locate monitors and recorders,
 (4) arranging with the  prime contractor Rockwell International
to increase the available power, phone service, and parking
facilities  at the laser monitoring sites,  (5) providing a
laboratory  service of making gas chromatographic measurements
of collected air  samples, and  (6)  providing requested output
data from the RAMS.

RAPS Helicopter

     The  RAPS Helicopter  support consisted of two helicopters
outfitted with a  complete set  of air  pol3ution  monitoring in-
struments.  These helicopters  were normally based in Las Vegas,
Nevada  and  were sent to St. Louis  for the  summer intensive
studies of  1974-1976.   The  purpose of the  helicopter measure-
ments was to add  a third  dimension to the  data  being collected
by the  25 ground-base stations.  Hence,  the usual routine was
to collect  data on a regular schedule over many of  the ground
stations.   However,  a limited  amount  of time  was made availa^
ble for cooperative  measurements with individual investigators.
Prior to each year's study, we made a request for simultane-
ous data collection  over  the sites we were investigating.  Two
or three data collection periods were arranged  during each
summer  period.

MIT Lincoln Laboratory

                                20

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     The MIT Lincoln Laboratory was  responsible  for  the deve-
lopment of diode laser CO monitor which was originally tested
during the RAPS program.  We undertook to evaluate the perfor-
mance of this system with the expectation that the data could
eventually be used to make area averaged measurements around
the monitoring sites.  Numerous sets of simultaneous measure-
ments were made using the diode laser  the GFC monitor located
in the laser van, and bag samples collected in the area.  The
van was a convenient  field location  for the GFC monitor through-
out the study period.

General Electric Company

     The GE Company under contract to EPA had built a CO- laser
to measure ozone.  We undertook to evaluate the performance of
this laser system during the 1974 summer study.  We selected
the site for the evaluation study and also used that as one
of the pollutant variability sites.  Arrangements were made to
carry out a series of comparison measurements on many differ-
ent occasions during the summer period.

Aerospace Corporation

     Under contract to EPA, the Aerospace Corporation developed
a pulse fluorescence NO2 monitor which was tested during the
RAPS program.  We arranged for the laboratory space required
to carry out their evaluations and provided air sampling bags
and a backpack sampler for the collection of air samples.

Ford Aeronutronic

     A contract was awarded to Ford Aeronutronic to design and
build a GFC CO monitor.  This monitor was brought to St. Louis
for testing at the end of the 1974 period.  Data was collected
for about one week and comparisons were made with the Lincoln
Laboratory monitor as well as with bag samples measured by gas
chromatography at the RAPS center.

SITE SELECTION

     In order to implement the study it was necessary to se-
lect the monitoring sites, determine the monitoring paths,
and field calibrate the monitors.

     The choice of sites was limited to the Regional Air Moni-
toring System  (RAMS) sites in the St. Louis area.  The area
map (Fig. 1) indicates the locations of 21 of the 25 RAMS
sites.  The four remote stations are beyond the borders of
the map.  The stations are located on three concentric rings
centered on the downtown area plus one station near  the center
and four remote stations 40 km away  in the general direction

                               21

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of the cardinal compass points.  The six stations on the inner
ring, with the exception of 103 in the stockyard area, are
inner city locations.  The six stations on the center ring, are
near-suburban locations while the eight stations on the outer
ring are far-suburban locations.

     As soon as the site locations were finalized, a survey
was made to select three sites suitable for testing the long
path laser systems being developed by EPA and also suitable
for the pollutant variability study.  The basic requirement
for the long path testing was that an unobstructed one kilo-
meter path at ground level be available, and for the pollutant
variability study a variety of sites was required.  In addi-
tion to the three sites selected to meet the long path laser
system requirements, an additional three sites were selected
for the pollutant variability study.  It was expected that the
inner city stations would have the greatest variability.  Two
were found, 103 and 105, from which one kilometer line of
sight paths were possible.  The third long path site was lo-
cated on the second ring.  This site, 108, was ideal for tes-
ting purposes because a levee ran across one edge of the site.
A retrorefleetor could be placed on the levee at varying dis-
tances from the station.  Another advantage of the sites was
the proximity to industrial plumes which cotild produce a large
variability.  The three additional sites selected for the pol-
lutant variability study consisted of 102 and 106, in the in-
ner ring and 113 in the center ring.  The remaining inner city
sites were eliminated for security reasons.

PERSONNEL AND.FACILITIES

     The personnel required to calibrate and move the monitors
in 1974 were two college students supplied under a task order
to Rockwell.  The facilities needed to set up and store the
equipment were furnished by St. Louis University, Department
of Chemistry.  St. Louis University provided about 250 square
feet of laboratory space and the spectrometer used for the
KI determination of ozone.

     During the last two years, three college students, em-
ployed by the University of Michigan, performed the tasks of
calibrating and moving the monitors as well as carrying out
some of the data reduction.  St. Louis University again pro-
vided the required laboratory space.
                               22

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                          SECTION 5

                         METHODOLOGY
MONITORING  PATHS
     Many  details  of the methodology employed were  developed
in  the  field as  the project developed.   The original  concept
for conducting the study was to hand carry portable monitors
and recorders over previously selected,  orthogonal  paths  ap-
proximately  one  kilometer long, leading  away from the fixed
monitoring site.
                                              gAS/C GKIO-Z.8KM
  Figure 9. Sub-grid Data  Collection by Back-packing Portable
            Monitors.

     The data collected by the portable monitors were averaged
and the average value was  compared with the average measure-
ment reported by the fixed station monitor during the same
time interval.  This was the procedure which we expected to
follow throughout the study.  However, the procedure was al-
tered during the study due partly to the sites selected.

     Geodetic survey maps  were obtained for each station and
paths were initially laid  out on the maps  (Figs. 2-7).  The
selected paths were inspected to determine if the monitors

                              23

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could be safely carried along the paths.  Occasionally  there
were obstructions or blocked streets not noted on  the maps.
One path was eliminated because the neighborhood was badly
deteriorated.  Before attempting to take data, trial runs were
made to establish satisfactory walking speeds.  The two people
carrying the monitors used watches and noted  their times at
major street crossings and at the turnr-around point.

     Prior to the collection of data at any of the selected
sites, preliminary testing was carried out in the  vicinity
of St. Louis University.

     During the previous evaluation of a long path system   ,
the monitor and recorder were hand carried.   However, it was
determined that it would be more satisfactory to strap  the
monitor and recorder to a backpack  (Fig. 8).  It was also
determined from preliminary tests that more consistent  results
could be obtained if sample inlets were placed at  a height of
10 feet, which corresponds closely to the position of the gas
inlet on the RAMS stations.

     As soon as a reasonable configuration of the  instrument
package was complete, data were recorded while both instru-
ments were moved along the same path  (Fig. ID).  The average
difference between the monitors was 5%, and the standard de-
viation of the individual instrument signal from the average
value was 30%.  A similar test was performed  near  site  106
after the completion of a data set  (see Fig.  11).  In this case
the difference between monitors was 9%, and the standard de-
viation was 15%.  These differences were probably  due to the
drifting of the zero and the sensitivity of the monitors.

     Another part of the preliminary testing  involved deter-
mining the length of the recordings, synchronizing the  re-
cordings and walking speeds, and selecting the paths to be
traveled.  The area around St. Louis University, shown  in
Fig. 12, was treated as if it were a RAMS site to  be investi-
gated.  The paths traveled are noted by numbers on Fig. 12.
After taking data for a few days, it became obvious that by ^
walking along the streets the data was biased by the traffic
Hence, in order to obtain a better area average, some of the
measurements had to be taken at points away from the streets.
An attempt was made to assess the average land use of the
area by the use of maps, observations from the top of a 15-
story building, and driving around the area.  Finally,  an
experiment was performed to determine the changes  in the
readings as the monitors were moved away from the  street.
Subject to the prevalent wind conditions, the measurements
which were made at points adjacent to the street were as low
as 30% of the ambient level.  By moving the monitors 100 feet
from the street, the readings were at least 90% of the  ambient

                              24

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                                                   DZDNE:
 3 UUL-  7H
RBPS  &HTR
N)
                                                                                   /ooo
                   Figure 10. Side by Side Comparison Around St. Louis University.

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GI
                                                               PZDNE:
                                                                                              S3  t-lUL.  VH
                 Instrument #1: Digitized at  10 points per minute
                               Mean = 81.41  Std. Dev. = 13.70
                               Digitized at  5 points per minute
                               Mean = 81.58  Std. Dev. = 12.22
                               Diff.  Between 5 point £ 10 Point
                               Mean = -.2%   Std. Dev. = 10.8%
                                                                Instrument  #2:
                                                                     Digitized at 10,.points  per minute
                                                                     Mean = 89.43   "Std.  Dev. =  13.67
                                                                     Digitized at 5 points per minute
                                                                     Mean = 89.52    Std.  Dev. =  13.04
                                                                     Diff. Between 5 Point & 10 Point
                                                                     Mean = -.1%     Std.  Dev. =  4.6%
K)
en
                                                     MErexs
                                                                                   BOO
                                                                                            /ooo
                       Figure 11.  Side by Side Comparison Near Site 106.

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NJ
                        Figure 12.  Area plot Around St.  Louis University.

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level.  At points 200 feet from the street, the street effects
were not noticed.  The same experiment was repeated each year
and in no case were the effects from roadway observed at dis-
tances greater than 100 meters.

     As a result of these tests an alternate data collection
technique was developed.
   FIXED
         ISA MS
        Figure 13.  Sub-grid Data Collection by Fixed Location.
     After surveying the area, four fixed points, all located
approximately 1 km from the RAMS station or central reference
point were selected.  These points are designated on Fig. 13
and all the site maps by the letters A,B,C and D.  The mea-
surement procedure was to take data simultaneously at A, B
and the RAMS station, and then to move the monitors as rapidly
as possible to positions C&D and record a second simultaneous
set of data.

     The operating procedure in the case of using a monitoring
path  (Fig. 9) was to have the two monitor backpackers start
at RAMS station, walk in opposite directions to the edge of
the grid, turn around, and return.  With a little practice it
was possible for two people to walk at approximately the same
rate.  A second traverse would then be taken in a direction
orthogonal to the original traverse.  The total averaged data
was then compared with the data collected at the station during
the same interval.

                              28

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     At each site at  least  one  set of data was  collected while
walking the monitor or bag  sampler along selected  paths.   How-
ever, the bulk of the data  was  collected at  the sub-grid mo-
nitoring locations.   Data was recorded for fifteen to  twenty
minutes at each  location.   One  or two complete  data sets were
taken during the morning, and one complete set  was taken dur-
ing the afternoon.  Occasionally, rain or other unforeseen
factors prevented a data set from being taken.

HELICOPTER SUPPLEMENTAL DATA TECHNIQUES

     A limited amount of helicopter data was  collected every
year.  The measurements were made at 103 in  1974 and at 108
in 1975 and  1976.  The collection procedures  were  the  same in
both cases with  two exceptions.   During 1974  only  ozone was
measured and the helicopter performed a mission for another
project while the monitors  were being moved.  This resulted
in an excessive waiting time for the portable monitors.

     The collection procedure was to locate  the portable ozone
monitors and the CO bag collectors at positions A  and  B while
the helicopter made three passes overhead at  heights of 60,
215, and 460 meters.  The monitors were then  moved to  C and
D and three more passes were made.  The purpose in taking  the
data was to investigate the ability of RAMS  to  represent pol-
lution in a three dimensional area (see Table 1).

     On August 12, 1975 a special effort was  made  to collect
data from two sites.  Morning and afternoon  sets were  collec-
ted at urban site 105 and a midday set was collected at site
108 in conjunction with a helicopter run.  The  three data
sets are reasonably representative of the data  collected dur-
ing the study and demonstrate the difference  in variability
between a rural  and an urban site.

FIELD CALIBRATIONS

     Field calibrations must be carried out  in  a minimum of
time and often under  adverse conditions.   Hence, the tech-
niques selected  emphasized  convenience rather than accuracy.

Ozone

     The calibration  instrument was an ultraviolet ozone gen~
eratbr which could be adjusted  with a simple  sleeve setting.
This required a  clean air supply for operation  and had to  be
left set up in our laboratory space at St. Louis University
(SLU).  The daily procedure was  to calibrate  the portable
monitors at SLU.  The monitors  were then taken  to  the  RAT-IS
site and simultaneous recordings of the RAMS  monitor and the
portable monitors were made at  the station inlet.   The data

                              29

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I SB
                             SITE  I 0S NW
                              12 RUG 7S
                             092S-0SH0 CDT
                             ST.LDUIS RHPS STUDY
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                              SITE  105 SW
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                    T I ME  < M INUTE5 )
S  E  7  8  9  IB  II  12  13  IH  IS
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                 Figure  14.   Ozone Sub-grid Data at Site 105  8-12-75 a.m.

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 TIME  C MINUTE5 >
                                                                                             SITE  IBB 5E
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                                                                                      5  E   7   B  9   1011
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                                                                                                       12  13  IH  15
                                         Figure 15.   Ozone Sub-grid Data at Site 108  8-12-75 noon.

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       I SB
       125
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    O.
    O.
       75
       25
                                      SITE  I0S NW
                                      12 HUE 7S
                                      I4H0-IHS5 CDT
                                      ST LOUIS RRPS STUDY
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                                                                                     ST.LDUIS f!RPS STUDY
                                                                         5  E  7  B   3   IB  1 I
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      125
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                                                                        5   E   7   B  9   IB  I I  12  13  14  15
                                                                          T I ME  C M INUTES >
                          Figure  16.  Ozone Sub-grid Data at Site 105  8-12-75 p.m.

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set for the day was collected after which  another  simulta-
neous set was recorded.  The  portable  monitors were  then  re-
turned to SLU and a final  claibration  using the ozone genera-
tor was performed.  This procedure was required in order  to
account for the drift  in the  portable  monitors during the day.

Carbon Monoxide
                       s.
     The procedure developed  after the first year  was to  peri-
odically  (every 4 weeks) perform a 5 point calibration of the
monitor by the dynamic dilution of the SRM obtained  from  NBS.
Then, immediately following the calibration, the monitor was
used to measure the concentrations of  newly mixed  field cali-
bration gases.  The field  calibration  gas  was stored in small
cylinders about 17 inches  high,  which  were easily  handled by
one person.  The normal daily procedure was to make  a twice
daily check of the monitor with one span gas and one zero gas.
Several gases were available  for zeroing the monitor?  Scott
Ultrapure Air, Linde Prepurified Argon, and Linde  High Purity
Helium.  All of these  produced zero values within  the noise
figure of the GFC monitor  (20 ppb-v).

DATA COLLECTION PROCEDURES

     The data collection procedure followed throughout the
study was to collect at least 10 complete  data sets  at each
site over a period of  one  week.   The daily procedure was  to
perform two zero and span  calibrations of  the ozone monitors
at SLU and one or two  zero and span calibrations of  the GFC
monitor located in the Lincoln Laboratory  van parked adja-
cent to one of the RAMS stations.  While the monitors were
being calibrated, the  Tedlar  bags used to  collect  the air sam-
ples were flushed with helium and evacuated.

     The equipment taken to the site to be studied consisted
of four backpacks:  two each  had an ozone  monitor  and recor-
der and two each had an air sampling pump  and Tedlar bag.
Data was collected by  both ozone monitors  and an air sample
was collected at the RAMS  inlet monitor.   The monitors and
the air sampling systems were then taken to the sub-grid  lo-
cations, or were backpacked along the  selected paths as pre-
viously outlined.  The monitors  were returned to the station
and the six air samples collected were analyzed.   This com-
pleted one data set.   Usually two, and sometimes three, data
sets were collected at each site per day.   At the  end of  the
day, additional ozone  data were  collected  at the station  mani-
fold.  The laboratory  calibrations of  the  ozone generator and
the CO monitor were performed once a month.

DATA REDUCTION PROCEDURE


                               33

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    The analog data recorded on strip charts was digitized
at 10 points per minute,  calibration corrections based on the
difference between the morning and afternoon calibrations were
applied to each data set, and the mean and standard deviation
from the average of the data set was calculated.  Further
analysis of the data required that the RAMS data be correlated
with the sub-grid or portable monitor data.  This was done by
fitting straight lines to data pairs consisting of the RAMS
data and the sub-grid data taken at corresponding times.  A
straight line was fitted to the data set from which were ob-
tained values for the slope, intercepts, and their standard
deviations.  The correlation between the RAMS and the sub-grid
measurements was also determined, then the relationship between
the RAMS and the average of the four sub-grid measurements was
established.  The standard deviation calculated for each data
set was adjusted by a ratio derived from Student's t distri-
bution based on the number of data points used and an 80 per
cent confidence limit.  Thus, each data set was summarized by
a best fit linear equation with 80% confidence limits.
                              34

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                          SECTION 6

                           RESULTS
1974 OZONE
     During  1974  the  pollutant variability  study was confined
to ozone measurements although it was  originally intended that
S02 and CO measurements  should also be made.  The sample pump
failed in one of  the  two S02  monitors.   Because of the delays
and problems in making the measurements only  a few exploratory
measurements were taken.   As  previously explained the technique
of collecting bag samples and returning them  to the laboratory
for analysis was  not  satisfactory because of  the limited num-
ber of samples and the possible contamination.

1975 OZONE AND CARBON MONOXIDE

     During this  study a maximum effort was made to increase
the number of pollutants and  to take more data at a given site.
This required a compromise on the number of sites.  Data was
taken at two sites only,  105  and 108.   These  were also the
sites selected for testing the long path laser system.  A few
ozone data sets were  collected at site 108 by walking along
the orthogonal paths, but most were collected at the sub-grid
locations.

     The CO data  was  obtained by collecting a bag sample while
ozone was being measured, and usually  within  a half hour the
sample was measured with the  GFC monitor which was located in
the Lincoln Laboratory van parked adjacent to the RAMS.

     Two calibrated S0»  monitors were  taken into the field for
data collection.   However,  during £he  first day.of the study
the outside temperature  reached 98 F and it was immediately
apparent that the monitors would never operate in this envir-
onment.  Hence, the SO,  measurements were dropped from further
consideration.  Enough data were collected in 1974 to indicate
that most of the  time the concentration was below the monitor
noise level  (lOppb) but  whenever a plume appeared it was quite
high, hundreds of ppb.

     The ozone and CO data were collected for a period of
two weeks at each station site.   The ozone data were essen-
tially in agreement with that collected in 1974,  Since there
was no statistical difference between  corresponding sets, it

                               35

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was considered that the study objective had been reached.   The
CO data indicated that the station was reading low and  for  this
reason more data was collected,

     A further indication that there was a discrepancy  in the
CO dafca was the conclusion of a separate quality assurance
study  which showed low CO measurements.  At the end of the
1975 study, the GFC monitor was placed in several RAMS  station
manifolds where the GFC and the station Beckman 6800 gas
chromatograph-jwere compared.  The data is contained in  a se-
parate report   which describes the GFC CO monitor application.

1976 CARBON MONOXIDE

     The primary objective of the 1976 study was to repeat
the CO variability measurements at stations 105 and 108 in
order to determine the cause of the low CO values reported
by RAMS.  The procedure in making these measurements was al-
tered in that a bag sample was collected on the roof of the
RAMS simultaneously with the collection at the sub-grid lo-
cations.  Thus, for each data set there were five bags-one
colleced for 1/2 hour on the station roof, and four 15-minute
collections at each sub-grid location.

     This data demonstrated that there was a difference be-
tween the bag sample collected, on the roof and the RAMS mea-
surement.  It was suspected from the Quality Assurance  Study
that a sampling problem existed in the RAMS CO measurements.
The RAMS CO measurements are made on samples collected  during
a 2 second interval every five minutes.  Hence, signal  fluc-
tuation periods shorter than five minutes are not observed.
This can lead to an appreciable error if the data is not aver-
aged over a sufficiently long period.

     In order to determine the possible signal variation, it
was decided to conduct a small roadside study.  This was done
at two locations in the St. Louis area.  One study was  con-
ducted on Grand Avenue near St. Louis University, and all
the others on Page Road near the EPA-RAPS laboratory.   The
GFC monitor was set up with the sample cell open and data were
collected at intervals of 25 meters away from the roadway.
The ^§ta set collected has been included in the separate re-
port   which describes the GFC monitor applications.  An ex-
ample of the roadside data is shown in Fig. 17.

DATA PRESENTATION

     The results of the study are summarized by a set of best
fit linear equations fitted to all the data collected at each
test site.   This data and further analyses of the data  are
discussed in published paper

                               36

-------
  18  -
  16
  14
i

£ 12
c
o
-H
.U
£ 10
4-*
c
*"•
y
5   s
o
u
Recorder -
 Saturation
Grand Ave.  one  block ti. of US 40, St.Louis, MO.
August 20,  1976
On Sidewalk
Stability Class A
Wind Speed 2±.6 m/s
Wind Direction  153°±3b
Traffic Flow 400
        1221
                                            1225
                                                                         1230
                                                     TIME CST
                         Figure 17.   Grand Avenue CO Concentrations August 20,  1976.

-------
 Ozone

      The results of the ozone data collection are given by
 six equations, one from each site studied  (see Table 1).  The
 number of data points for each set is indicated beside each
 equation.  Each point represents the average of 15-20 minutes
 of concurrent data.  The data from four of the stations was
 collected in 1974 and the data from the other two was collected
 during 1974 and 1975.  A single example of how well a given
 equation fits the data is given in Fig. 18 for RAMS 113, a
 suburban site.  The average slope for all the data sets is
 0.99 and none of the sets are statistically different from
 1.0.
         TABLE 1.  RAMS MONITOR OZONE CONCENTRATION-.

                Related to Area Concentration.

          Variations represent 80% confidence limits

        Station                                No. of Points

      RAMS 102 = 1.14 (+.17) area av. -K+11)      14

      RAMS 103 = 0.86(+ .06) area av. +4 (+4)      13

      RAMS 105 = 0.88(+ .10) area av. +4 (+6)      52

      RAMS 106 = 1.07(+ .08) area av. +2 (+8)      32

      RAMS 108 = 0.98(+ .07) area av. +2 (+4)      58

      RAMS 113 = 1.00(+ .26) area av. +K+27)     20

      AVERAGE  =0.99




Carbon Monoxide

      The CO data was analyzed by the same technique as the ozone
data, linear regression by the method of least squares, and de-
termining the correlation coefficient.  The basic objective was
to determine the relationship between the RAMS station monitor
and the area average.  This relationship is expresses by equa-
tions 1 and 2 listed in Table 2.  The very poor correlation
                               38

-------
  sea.    T
I
CO
w
o
w
M
Q
   I SB.
u>  a
«  s
   o

   SB.
 o
 PH
                                                       ST. DEV. OF SINGLfi POINT
                                                                               I-— H	
                                                                       T
                                                          ST. DEV. OF SLOPE
                                                                                                 1:1-
                                                                                          LINEAR REGRESSION FIT

                                                                                            v= «x

                                                                                            5- 7.004
                                          RAMS STATION 113  OZONE MONITOR IN ppb


                                Figure 18.  Ozone Correlation Plot RAMS Station 113.

-------
                        TABLE 2.   RAMS MONITOR CO CONCENTRATION
                             RELATED TO AREA CONCENTRATION.

                       Variations represent 80% confidence limits.
Equation No.

(1) RAMS 105

(2) RAMS 108

(3) BAG 105

(4) BAG 108

(5) RAMS 105

(6) RAMS 108
,07 (±.07)  AREA + .5 ( + .12)

,8 AREA -  .11
,35  AREA +.66

,94(+.06)  AREA + .004(+.03)

,29  (BAG 105) + .28

 86  (BAG 108) - .11
                            Correlation
                          Coefficient (r)
.10

.82

.75

.94

.20

.88
%D
36
38
1.5
5.0
•35
•35
S%D
34
21
17
11
30
21
No. of Pairs

  70/40

   27

   40

   33

   10

   9

-------
shown in equation  1 was one  of the reasons for collecting bag
samples at the station while the area average measurements were
being made.

      The relation between the bag measurements and the  area
averages are expressed by  equations 3 and 4.   The  correlation is
much better, particularly  at site 108.   These equations  express
the basic site variability during the measurement  period.

      The variability between the RAMS monitor measurements and
the bag measurement technique are expressed by equations  5 and
6 which relate the monitor measurements to the measurement of
the bag samples collected  on the station roof.

      It is apparent from  an examination of equation 1 that this
technique of analyzing the data is not completely  satisfactory.
Hence, it was suggested that the data pairs be examined by de-
termining the_present_difference (%D = Y-X/Y+X/2 •  100) and
calculating %D and S%D.  These values are listed with the equa-
tions in Table 2.

      It can be seen that  the correlation between  the RAMS moni-
tor and the area average is  much better at site 108, a rural
station, than at site 105  an urban station.   However, the per-
cent difference between the  fixed monitor and the  area average
is nearly the same at both sites.   We have attributed this to
the data sampling  technique  used in connection with  the station
monitors.

Helicopter Measurements

      The only helicopter  data significant to this study were
collected in 1975.  These  data are summarized in Table 3.  This
indicates that the ozone concentration is very uniform over the
entire grid area and that  it reaches a maximum at  about 60 me-
ters and drops at  higher altitudes.   The values on the ground
are slightly lower and more  variable,  as might be  expected.

      The CO concentraitons  show much more variation and some of
the concentrations are much  higher than the ground level values.
This might be due  to a plume from a factory in Granite City or
it might be temperature drift of the CO analyzer.  Because of
the limited amount of data no analysis  was attempted.

PROBABLE SOURCES OF ERROR

      One of the major sources of error is uncertainty in  the ca-
libration of the portable  monitors and the station monitors.
Much of the uncertainty in these calibrations was  reduced  during
the 1975 and 1976  study by using SRM's  as calibration standards
for all monitors.
                                41

-------
      There is a measureable drift in the zero and sensitivity
of the portable ozone monitors with temperature.  Much of this
error was corrected by measuring the sensitivity of the monitors
before and after the data set each day.  The temperature drift
was measured in an environmental test chamber and over the tem-
perature range from O'G to 35 C, one monitor changed 10% and the
other 20%.  However, on some days during the 1974 study larger
drifts were noted.  This was probably due to absorbed solar
radiation in addition to the high air temperature.

      The drift in sensitivity of the CO monitor was largely
corrected by operating the monitor in a temperature stable envi-
ronment, namely, the Lincoln Laboratory van.  The CO monitor was
tested in an environmental chamber and a sensitivity drift of
0.3% per degree C was measured.

      The RAMS CO monitor samples CO once every five minutes.
Data collected by the Philco-Ford GFC   has shown that the con-
centration of CO can fluctuate with a period of less than 5
seconds  (Fig. 17).  When this happens the RAMS values will not
accurately represent the CO concentration.  The data collected
in that study and subsequent studies shows that the typical
RAMS measurement is low.

      The typical low average reading is due to the fact that
the average does not cover a sufficiently long sampling period.
The minimum averaging period can be determined from the sampling
theorem which states that two samples are required per period of
the highest frequency to be represented.  If the highest fre-
quency of the concentration fluctuation is 5 seconds then a
sample is required every 2.5 seconds.  During the 5 minute. (300
second) interval between RAMS measurements 300/2.5 = 120 samples
are required.  In order to accumulate 120 samples the data must
be averaged for 120 * 5 minutes = 600 minutes or 10 hours.
The concentration is normally not constant nor is it averaged
over such a long period.  The user should be aware that the ty-
pical measurement will be low, but an occasional measurement
will be very high.
                                 42

-------
              TABLE  3.   INTENSIVE STUDIES WITH HELICOPTER
                     SUPPORT RAMS SITE 108
Date  Time (CST)   Position
                            (03>PPb
                            S=10ppb
                               (CO)

                               S=.15ppm
                    Measurement
                      system
8-7-75
    .11:45-12:05
            NW
            SE
            RAMS
Helicopter  at 60M
Helicopter  at 215M
Helicopter  at 460M
8-7-75
    12:10-12:25    NE
                    SW
                    RAMS
       Helicopter at 60M
       Helicopter at 215M
       Helicopter at 460M

8-12-75
    11:52-12:05    NW
                    SE
                    RAMS
    11:52-53 Helicopter at 60M
    11:54-56 Helicopter at 215M
    11:57-58 Helicopter at 460M

8-12-75
    12:08-12:20    NE
                    SW
                    RAMS
    12:12-13 Helicopter at 60M
    12:14-15 Helicopter at 215M
    12:16-20 Helicopter at 460M
54
46
59
60
60
60
                       63
                       54
                       60
                       60
                       60
                       60
                       89
                       86
                       89
                       99
                       96
                       93
                       79
                       89
                       87
                       95
                       93
                       92
                                         0.38  I Bag Samples
                                         0.87  (Measured by GFC
                                         0.29  -Beckman 6800
                                         1.0   lAndros measurement
                                         1.5   fin helicopter
                                         2.0   )Error not known
          0.47  )Bag Samples
          0.64  /Measured by GPC
          0.30  -Beckman 6800
          0.41  )Bag Samples
          1.03  /Measured by GFC
          0.3   -Beckman 6800
          1.2    Bag Samples
          1.06   Measured by
          1.15   Beckman 6800
          0.64  \Bag Samples
          0.42  /Measured by GFC
          0.3   -Beckman 6800
          2.45  )Bag Samples
          0.89  [Measured by
          0.91  )Beckman 6800
                                43

-------
                         SECTION 7

                         DISCUSSION

     In general, the correlation between area averages and  RAMS
values is greater at rural than it is at urban sites.  This  is
not surprising; rural sites contain considerable fewer sources
of pollution than do urban sites.  Consequently, the pollutant
in the rural sites is more evenly distributed than it is in  an
urban area.

     The correlation of 0.. RAMS data with the area average  mea-
surement is greater than the correlation of CO RAMS data with
the area averages.  This is probably due to the differences  in
the method by which the pollutants are produced.

     Ozone occurs naturally and is also a widely dispersed  se-
condary pollutant.  It seems that a relatively uniform concen-
tration could be spread across an entire air mass.  In any  event
it is dispersed on. a macroscale.  These variations within the
urban area are due to titration with NO which is dispersed on
a microscale.  The higher the total ozone concentration, the less
is the effect of local sources on the concentration.  Carbon mo-
noxide is a primary pollutant and is not so evenly dispersed,
especially, in urban areas.  Under conditions when the back-
ground CO is low, for example, during the passage of a cold
front, most of the measured pollution is from local sources.
If we define local sources to be those no more than 100 meters
away, then there will be little correlation between sub-grid
locations 1 kilometer apart.

     During the course of this study, a large number of measure-
ments were made of the ambient concentrations of both ozone  and
carbon monoxide.  In addition, a significant portion of the
RAPS data base collected during the same time periods was ex>-
amined.  The primary observations to be noted is that the vari-
ability in pollutant concentration id difficult to correlate
with any single factor.  In fact, the variation is dependent on
many factors making it nearly impossible to develop simple  re-
lationships between any single factor such as wind speed, wind
direction, or source strength and the pollutant concentration.

RELATION TO SIMILAR STUDIES

     The variability data which was collected during this study
was averaged over relatively short time intervals  (10 min.  to
30 min.).  These times are short compared to any model which
                               44

-------
will be applied  to  the  RAPS data base.   Also the number of sam-
ples were limited and all were collected during the summer day-
light hours.  Hence,  the measured correlation between the  moni-
toring station and  the  area wide averages cannot be applied as
corrections, but noted  as a probable error.   However,  such data
has proved useful in  other similar studies.   Examples  of such
studies are  "An  Urban Survey Technique  for Measuring the Spa-
tial Variation of Carbon Monoxide Concentrations in Cities"  by
Wayne Ott  , "The Areal Representiveness of  Air Monitoring Sta-
tions—Fresno-jjtudy Phase I" by State of California Air Re-
sources Board   , and  "Selecting Sites for,Carbon Monoxide  Moni-
toring" by F.L.  Ludwig  and J.H.S. Kealoha  .

CO STUDIES

     Ott performed  a  CO survey of the San Jose urban area  (13
square mile  grid) over  a six month period by collecting bag  sam-
ples which were  analyzed for CO and compared with a. permanent sta-
tionary monitor.  The primary question  which he sought to  an-
swer was, "How  representative was the station monitor?"  This
was essentially  the same question we asked regarding the indi-
vidual stations  in  the  St. Louis RAPS network.   Ott's  survey
extended over a  six-month period from October through  March com-
pared to our summer investigation of St.  Louis.   The San Jose
area was divided into 9 squares whereas we used 4 squares.  In
each case the sample  collections were made at fixed sites  inside
the squares.  The basic procedure in both cases  was  to collect
two or more  simultaneous samples including the monitoring  sta-
tion at the  selected  locations over an  extended time period.

     We each performed  an almost identical supplementary exper-
iment in order  to try to determine the  "street effect"  (Ott's
terminology) .  Data was collected on a  sidewalk  near a very bu-
sy street and the sampling point was moved back  25  feet  at a
time until the  "street  effects" were no longer observed.   Ott
reported that the "street effects" disappeared after 200 feet
and we reported  that  they disappeared after  100  meters.  We
were able to make the measurements with a portable  monitor,
whereas Ott  had  to  have the bag sample  analyzed.  Hence, our
sensitivity  must have been greater which makes  the  agreement
very impressive.  These results are in  agreement with  an analy-
sis of Los Angeles  monitoring data which showed a correlation
between the  monitored value and the distance  of  the  monitor
from the street.

     Our measurement  of the "street effect" was  done by  placing
the monitor  on the  sidewalk along a busy street  as  compared  to
Ott's technique  of  walking along the street.   A sample of  our
results is shown in Fig. 17.  We believe that this  confirms
Ott's conclusion that the measured CO consists  of two  compo-
nents, "urban background," the area between  the  spikes,  and
                                45

-------
"street effects," the area under the spikes.

     Our conclusion is that the "urban background" is CO which
has dispersed until it reached the inversion and dispersed back
to the surface, or else dispersed downwards after an initial
plume rise.  The contributions from individual sources are no
longer identifiable.  The "street effects" or spikes on our
records are due to intercepting the initial plume as it is ex-
hausted from the individual automobile or a cluster of auto-
mobiles.  It appears that there is an initial plume rise or
buoyancy which normally prevents the initial plume from being
detected at ground level more than a few hundred feet from the
source.  This effect has been identified as a reason for the
disagreement between some gaussian plume models and field mea-
surements  (Chock)  .  It has also been suggested that near mid-
day, particularly in the summer, a street temperature higher
than the surroundings may contribute to the effect.

     A typical inversion height at mid-day during the summer
will be several thousand meters and the urban background may
be very low (less than 0.5 ppm) so that most of the total mo-
nitored CO is due to "street effects"  Under these circumstances
two monitors only 500 meters apart may monitor CO from complete-
ly different sources.  We believe this explains the complete lack
of correlation of much of the CO data collected at RAM site 105.

     There have been numerous microscale studies directed towards
measur^g the distribution of CO such^as, the St. Louis street
canyon^o, the San Jose street canyon  , the Q§k Park shopping
center  , and the New York submerged roadway  .  These studies
have a common characteristic in that they tried to establish an
average CO distribution in a limited area over a limited time
period.  This is difficult task in that a dynamic situation is
being described by static measurements.  Rather than stable gra-
dients, many individual plumes move in a turbulent fashion through
the area with order of magnitude concentration variations.  In
all of these cases the total concentrations are high and the
"urban background" component is relatively low which is a dif-
ferent condition than the measurements that we have reported.

OZONE STUDY

     The results of our ozone study show that there is no sta-
tistical difference between the RAM point measurements and the
portable monitor area-wide measurements.  These results can be
compared with a Fresno study done by the California Air Resour-
ces Board to determine the represent!veness of a single moni-
toring station located near the city center for a surrounding
64 square mile area.  Ozone was measured from June 22, 1976 to
Nov. 30. 1976 at 20 locations throughout the area.  A pattern
of mean regression slopes for the maximum hour concentrations

                               46

-------
were drawn.  This  analysis showed the maximum concentration gra-
dient to be  5% over 1/2  mile.   This is less than a statistically
significant  difference for our experiment.   This agreement regar-
ding the microscale variation  of ozone adds weight to our conclu-
sion that RAM ozone measurements should be  representative of
the surrounding  area.

RELATIONSHIP TO  SITE SELECTION

    • A result of this  study is a recommendation that  monitoring
stations be  sited  100  meters off a roadway  in order to minimize
"streets effects.11  Ott made a similar recommendation and fol-
lowed with a paper suggesting  several types of locations  depen-
ding on the  data desired.   Ott's suggestions were used by Ludwig
and Kealoha  (L and K)  in the development of criteria  for  the
selection of CO  monitoring sites.

     It was  suggested by L. and K. that the measurement scales
which may span 7 orders  of magnitude from less than one meter
to 40,00km  (the  earth's  circumference)  be divided into seven
categories each  spanning approximately one  order of magnitude.

     The proposed  categories and the approximate scales as well
as the standard  meteorological turbulence scales are  shown in
Fig.  (19).

     The discussion by L.  and  K. of the seven proposed scales
concluded that only the  tjhree  shown by the  solid hatching should
normally be, considered as  monitoring sites.  .It can be seen that
each of these categories is included in each of the three mete-
orological scales.  Hence, for the purpose  of this  discussion
the meteorological nomenclature will be used.

     As can  be seen in Fig. (19) there is a close relationship
between the  spatial and time variations of  either atmospheric
turbulence or pollutant  concentration.   We  have tried to  illu-
strate the scale of the  spatial variation in Fig.  (20)  and the
temporal variation in Fig (21).

     Referring to  Fig. (20) which illustrates  the relative size
of the three scales it should  be noted that any station located
inside the urban plume will monitor pollutant concentrations on
all three scales.   The magnitude of the microscale  CO contribu-
tion  (0.5 ppm to 50 ppm) will  depend on the  roonitor  location
relative to  the  local sources  (less than 1  km away).   The meso-
scale or urban CO  contribution (0.1 ppm to   20 ppm) will  depend
on the inversion height, wind  speed,  and wind direction.  The
macroscale or synoptic CO  contribution (0.05 ppm to 0.5 ppm)
will depend  on the origin  of the air mass.   An artic  high may
have traveled 1000's of  kilometers over uncontaminated areas
and have contributions below the global CO  background level

                                 47

-------
                                           £A*TH  40,000 KM
                                             T£0*01-0&I CAL
        SF>ACE  SCALE:
Fig. 19  Space and Time Scale Correlation

-------
      Figure. 20.  Pollutant Area Scale Comparison.
*
o
<^

5
0
V*
                                                       ,MESO SCALE.
                                                       ,V\*CSO SCALE
                        12.
IB
                                                      SO
 Figure 21.  Pollutant Variation vs. Time Comparison.
                             49

-------
 (0.16 ppm).  Of course, it is possible to be located on the
backside of a stagnant high and measure fairly high CO con-
centrations (0 . 5 ppm).

     An illustration of the time variation in the pollutant
concentration is shown in Fig.  (21) .  If we assume that the
monitors used will follow the time variations in the concen-
trations and that these variations are faithfully recorded,
then it would be possible to apply filtering to the data in
order to determine each of the three components separately.

     The ability to separate the measurements into components
would increase the usefulness of the data.  Models designed
to measure either microscale or mesosclae effects could be
verified directly without spurious interferences.  Also, the
problem of station siting would be simplified and probably the
number of stations required to obtain satisfactory data would
be reduced.

     If other studies such as the one reported here were to be
made, it would be appropriate to compare and examine only the
highest frequency components.  On the other hand, if compari-
sons were to be made between stations on a regional basis as
in the RAPS, then the mesoscale or midfrequency variations
should be examined.  In the case of ozone transport studies,
the macroscale or low frequency portions of the signal should
be examined.

SUGGESTIONS

RAPS DATA BANK

     Most of the monitoring instruments used in the RAPS net-
work were capable of responding to microscale variations.
However, the data sampling, averaging, and readout process may
have obscured the microscale components.  A careful examination
of the data should be made to determine if filtering can be
applied.  If filtering is possible, a selected set of filtered
data should be tested for model verification.

FIELD TESTING

     The most effective means of testing the filtering technique
would be by application to an existing data collection network.
The monitors to which the technique could be readily applied
are the continuous reading fast response instruments such as
the ozone and NO  chemiluminescence monitors.  If additional
network data collection channels are available, the data
could be passed through filters and collected on separate
channels.   Otherwise, the data can be collected in digital form
and mathematical filtering applied to obtain the desired out-

                                 50

-------
put signals.

     It is felt that the possible benefits to be gained by
using filtered data requires the testing of the technique.
                                 51

-------
                         REFERENCES

1.  RAM User's Guide -EPA-600/8-78-016 a&b, November 1978.

2.  Third Synposium on Atmospheric Turbulence, Diffusion, and
    Air Quality - Oct. 19^22, 1976 Raleigh, N.C. - American
    Meteorological Society.
                    .*'
                    .-''
3.  Johnson, W.B. - Validation of Air Quality Simulation Models,
    Proceedings' of the Third Meeting of the Expert Panel on
    Air Pollution Modeling.  Paris, France,Oct. 2-3, 1972.

4.  McCormick, R.A. - The U.S. Regional Air Pollution Study,
    Proceedings of the Third Meeting of the Expert Panel on
    Air Pollution Modeling.  Paris, France, Oct. 2-3, 1972.

5.  Pooler, F. Jr., JAPCA 24:3, pp. 228-231 (1974).

6.  Schiermeier, F.A. - Air Monitoring Milestones. Environmen-
    tal Science &:. Technology Vol. 12, No. 6, p. 644 June 1978.

7.  Ku, R.T., and E.D. Hinkley, "Long Path Monitoring of Carbon
    Monoxide," Lincoln Laboratory, NSF/RANN/IT/GI-37603, Tech.
    Report, April 1976.

8.  Craig, S.E., et al, "Development of a Gas Laser System to
    Measure Trace Gases by Long Path Absorption Techniques,"
    Contract No.. 68-02-0757, Report No. EPA-650/2-74-046-A,
    June 1974.

9.  Burch, D.E., F.J. Gates, and J.D. Pembrook, "Ambient CO
    Monitor," Final Report on EPA Contract No. 68-02-2219
    issued as EPA Report 600/2-76-210, July 1976.

10. Ku, R.T., E.D. Hinkley, and J.O. Sample, Appl. Opt. 14.:4,
    p.854 April 1975.

11. Chaney, L.W. and W.A. McClenny, "Unique Ambient CO Monitor
    Based on Gas Filter Correlation - Performance and Applica-
    tion, " Environmental Science and Technology, Vol. 11, p.
    1186, Dec. 1977.

12. Rhmem, K.A., et al, Environmental Protection Technology
    Series, EPA-R2-73-246.

13. McClenny, W.A., et al, JAPCA, Vol. 24, No. 11, p. 1044, Nov.
    1975.
                               52

-------
15. Chaney, L.W., Summary of Summer  1975 Field Exercises,
    presented at RAPS Meeting, October 29-30, 1975, EPA-
    650/3-75-009.

16. Chaney, L.W., "Carbon Monoxide Ambient Field Measurements,"
    EPA-Grant R-803300, July 1978.

17. McClenny, W.A. and L.W. Chaney,  JAPCA Vol. 28, No. 7,
    p. 693, July, 1978.

18. The Areal Representativeness of  Air Monitoring Stations—
    Fresno Study Phase I  (Oxidant),  State of California Tech-
    nical Services Division, March 1977.

19. Ludwig, F.L. and J.H.S. Kealoha, Selecting Sites for Carbon
    Monoxide Monitoring -EPA-450/3-75-077 Sept. 1975.

20. Chock, D.P., "General Motors Sulfate Dispersion Experiment:
    Assessment of EPA HIWAY model,"  JAPCA, Vol. 27, p. 39.
    Jan. 1977.

21. Johnson, W.B., W.F. Dabberdt, F.L. Ludwig, R.J. Allen,
    "Field Study for Initial Evaluation of an Urban Diffusion
    Model for Carbon Monoxide," Contract CAPA 3-68,  (1-69),
    Stanford Research Institute, June 1971.

22. Ludwig, F.L. and W.F. Dabberdt,  "Evaluation of APRAC-1A
    Urban Diffusion Model for Carbon Monoxide, Contract CAPA
    3-68  (1-69), Stanford Research Institute, Feb. 1972.

23. Patterson, R.M. and F.A. Record, Monitoring and Analysis
    of Carbon Monoxide and Traffic Characteristics at Oakbrook"
    EPA-450/3-74-058, Nov. 1974.

24. General Electric Co.  "Study of Air Pollution Aspects of
    Various Roadway Configurations," PB 211235, New York City
    Contract No. 209624.
                              53

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                                   TECHNICAL REPORT DATA
                            (Please read Instructions on the reverse before completing)
  E^-6T0N0°/2-79-183
                              2.
                                                           3. RECIPIENT'S ACCESSION-NO.
4. TITLE AND SUBTITLE
    MICROSCALE VARIATIONS  IN AMBIENT CONCENTRATIONS
    OF POLLUTANTS IN ST. LOUIS AIR
             5. REPORT DATE
                September 1979
             6. PERFORMING ORGANIZATION CODE
7. AUTHOR(S)
    Lucian W. Chaney
                                                           8. PERFORMING ORGANIZATION REPORT NO,
9. PERFORMING ORGANIZATION NAME AND ADDRESS
    The University of Michigan
    Ann Arbor, Michigan   48109
             10. PROGRAM ELEMENT NO.
               1AA603  AA-12 (FY-77)
             11. CONTRACT/GRANT NO.

                R-803399
 12. SPONSORING AGENCY NAME AND ADDRESS
    Environmental  Sciences Research Laboratory  - RTF, NC
    Office of Research  and Development
    U.S.  Environmental  Protection Agency
    Research Triangle Park. N.C.   27711	
             13. TYPE OF REPORT AND PERIOD COVERED

                       1Q7A-77	
             14. SPONSORING AGENCY CODE
                EPA/600709
 15. SUPPLEMENTARY NOTES
 16. ABSTRACT
         As part of the Regional Air Pollution Study (RAPS), a series of
    studies were carried  out  in St.  Louis during  the summers of 1974, 1975,
    and 1976 primarily to determine the sub-grid  concentrations of ambient
    air pollution. One primary pollutant gas, CO,  and one secondary pol-
    lutant gas, ozone, were chosen to be representative.   Methodology for
    determining sub-grid  concentration variations  of these gases are dis-
    cussed.

         Portable monitors and the collection and  analysis of bag samples
    were used to determine pollutant concentrations.   In  some cases the
    monitors were moved along selected paths while the measurements were
    made; in other cases  the  monitors were placed  at selected sub-grid
    locations.  The data  were collected at six sites during the first year,
    and at two sites during the final two years.   Both urban and rural
    sites were selected.   All the data were collected during daylight hours
    generally between 10:00 a.m.  and 4:00 p.m.
17.
                                KEY WORDS AND DOCUMENT ANALYSIS
                  DESCRIPTORS
                                              b.lDENTIFIERS/OPEN ENDED TERMS
                           c. COS AT I Field/Group
    *Air pollution
    *Carbon monoxide
    *0zone
    *Measurement
    *Concentration (composition)
    Variations
 St. Louis, MO
13B
07B
07D
 8. DISTRIBUTION STATEMENT
   RELEASE TO PUBLIC
                                              19. SECURITY CLASS (ThisReport)
                                                UNCLASSIFIED
                           21. NO. OF PAGES
                                 64
20. SECURITY CLASS (Thispage]
  UNCLASSIFIED
                                                                         22. PRICE
EPA Form 2220-1 (9-73)
                                             54

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