EPA-903/9-83-002
&EPA
United States
Environmental Protection
Agency
Middle Atlantic Region II
6th and Walnut Streets
Philadelphia PA 19106
             June 1983
WESTVACO Luke, Maryland
Monitoring Program1
Data Analysis and Dispersion
Model Validation
                                  8,n C'!s,
                                  Ph!b^,?hw, PA
                                    EPA Report Collection
                                   Information Resource Center
                                      US EPA Region 3
                                    Philadelphia, PA 19107

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                                                 EPA-903/9-83-002
                                                        June 1983
WESTVACO LUKE, MARYLAND MONITORING PROGRAM:   DATA ANALYSIS
             AND DISPERSION MODEL VALIDATION
                      (Final Report)
                      Prepared By:

                J.  F. Bowers, H. E. Cramer,
            W.  R. Hargraves and A. J. Anderson
                                              U.S. Eftvirctwwntol
                                              1.^-on III lufonniflM
                                              Center (:PM52)
                EPA Contract No. 68-02-3577    841 Coaitnut Street    "*
                    Modification No. 2         PhBadelphw, PA  19107
                     Project Officer

                    Alan J. Cimorelli
     U. S.  Environmental Protection Agency, Region III
                     Curtis Building
                 Sixth and Walnut Streets
                  Philadelphia, PA  19106
          H. G. Cramer company, inc.
            UNIVERSITY OF UTAH RESEARCH PARK
                   POST OFFICE BOX 8049
                SALT LAKE CITY, UTAH 84108

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                                DISCLAIMER
This report was furnished to the Environmental Protection Agency by H. E.
Cramer Company, Inc., University of Utah Research Park, P. 0. Box  8049,
Salt Lake City, Utah 84108, in fulfillment of Contract No. 68-02-3577,
Modification No. 2.  The contents of this report are reproduced herein as
received from H. E. Cramer Company, Inc.  The opinions, findings and conclu-
sions expressed are those of the authors and not necessarily those of the
Environmental Protection Agency.
                                   11

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                             EXECUTIVE SUMMARY
BACKGROUND AND PURPOSE

          The Westvaco data set consists of detailed records of hourly
emissions, meteorological and SO- air quality data collected in the vicin-
ity of the Westvaco Corporation Paper Mill at Luke, Maryland during the
2-year period December 1979 through November 1981.  The purpose of the
Westvaco monitoring program was to acquire the data needed to select the
most appropriate complex terrain dispersion model for use in establishing
an SO  emission limitation for the Luke Mill.  The major objectives of
the work performed by the H. E. Cramer Company, Inc. under Contract No.
68-02-3577 (Modification No. 2) with the U. S Environmental Protection
Agency (EPA)  were to:  (1) analyze and evaluate the Westvaco meteorological
and air quality data in order to develop the most suitable data set to
evaluate complex terrain dispersion models; and (2) use the Westvaco data
set to evaluate the performance of the SHORTZ, Valley, Complex I and Complex
II complex terrain dispersion models.  The site-specific Luke Mill Model
(LUMM), which was developed for Westvaco Corporation by Environmental
Research & Technology, Inc. (ERT), was subsequently added to the model
performance evaluation.  The purpose of this report is to summarize the
H. E. Cramer Company's data analysis and model evaluation studies.  The
model performance evaluation for the SHORTZ and LUMM models described in
this report was the first operational model performance evaluation to follow
procedures of the type suggested in the August 1981 EPA report "Interim
Procedures for Evaluating Air Quality Models."
DESCRIPTION OF THE WESTVACO MONITORING PROGRAM

          The 2-year Westvaco monitoring program was conducted for Westvaco
Corporation by ERT.  Figure I is a topographic map of the area surrounding
the Westvaco Luke Mill.  The  ©  symbol shows the location of the 190-meter

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XV

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Westvaco Main Stack, the •  symbols show the locations of continuous SCL
monitors and the A  symbols show the locations of the 100-meter Meteorolo-
gical Tower No.  1,  the 30-meter Meteorological Tower No.  2 (the Luke Hill
Tower) and the 100-meter Beryl Meteorological Tower.  (The wind and turbu-
lence measurements from the Beryl Tower were not used in the study described
in this report because the tower was so sheltered by the topography that
the hourly vector average winds were reported as calm or variable more than
one-third of the time.)  Continuous S09 monitors were colocated with
Tower No. 1 and Tower No. 2 and an acoustic sounder was colocated with
Tower No. 2.  As shown by Figure I, there were eleven S0« monitors of
which eight were located on a ridge southeast of the Main Stack.
DESCRIPTION OF THE DISPERSION MODELS EVALUATED

          The EPA Valley, Complex I and Complex II complex terrain dis-
persion models are all based on the steady-state Gaussian plume assumption.
The Valley model is a screening model that uses hypothetical short-term
meteorological inputs to calculate maximum 24-hour average concentrations
produced by stack emissions in complex terrain.  In the Valley Model, it is
assumed that the plume is confined in an elevated stable layer within a
22.5-degree sector for 6 hours during a 24-hour period and that the plume
directly impinges on any terrain at the same elevation as the plume height.
The Complex I model is similar in form to the Valley model, but is designed
to use actual hourly meteorological inputs.  For the "worst-case" meteor-
ological conditions assumed by the Valley model (6 hours of light winds and
very stable conditions), the Complex I and Valley models give equivalent
results.  For hours with neutral or unstable conditions, the Complex I
model assumes that the plume height above a receptor on elevated terrain is
given by the maximum of:  (1) half the plume height above plant grade, and
(2) the plume height above plant grade minus half the receptor height above
plant grade.  The Complex II model is identical to the Complex I model
except that the hourly lateral concentration distribution is assumed to be
Gaussian rather uniform within a 22.5-degree sector.  The Valley, Complex I
                                    v

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and Complex II models use Pasquill-Gifford dispersion coefficients to esti-
mate vertical and lateral (Complex II model only)  plume dimensions.   The
versions of the Valley, Complex I and Complex II models used in the Westvaco
model evaluation study were the versions contained in the EPA UNAMAP-4
series of models.

          The SHORTZ and LUMM complex terrain dispersion models are steady-
state bivariate Gaussian plume models that are similar in form to the Complex
II model.  Unlike the Valley, Complex I and Complex II models, the SHORTZ
and LUMM models do not assign plume dimensions on the basis of discrete
Pasquill stability categories.  Instead, the two models use onsite turbu-
lence and vertical wind-direction shear measurements as direct predictors
of plume expansion.  However, the two models differ in their wind-shear
coefficients and in the assumed functional relationships between lateral
and vertical turbulent intensities and lateral and vertical plume expansion.
If a plume is contained within the surface mixing layer (as defined by the
SHORTZ model) under any stability, the SHORTZ model assumes that the plume
can impinge on elevated terrain at plume height.  This is the same assump-
tion as made by the Valley, Complex I and Complex II models under stable
conditions only.  The SHORTZ model assumes that a plume contained in an
elevated stable layer above the top of the surface mixing layer does not
significantly affect ground-level concentrations at any receptors, includ-
ing receptors on terrain that extends into the elevated stable layer.  In
the LUMM model, under neutral or unstable conditions, it is assumed that
the plume height increases as the plume passes over elevated terrain in a
manner very similar to that assumed in the Complex I and Complex II models.
Under stable conditions with the plume below a critical streamline height,
the LUMM model assumes that the plume directly impinges on terrain at plume
height.  Unlike the Valley, Complex I, Complex II and SHORTZ models, the
LUMM model assumes that only a portion of the plume is effectively reflected
by the underlying terrain under stable conditions.
                                   vi

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ANALYSES OF METEOROLOGICAL AND AIR QUALITY DATA

          The H. E. Cramer Company reviewed and evaluated the concurrent
meteorological and SO. air quality data from the Westvaco monitoring
program as the data were received on a quarterly basis.  Our analyses
focused on examinations of concurrent meteorological and air quality data
for the short-term periods during each quarter with the highest observed
ground-level concentrations.  These analyses indicated that the observed
hourly ground-level concentration patterns often were not consistent with
the straight-line transport of the plume from the Westvaco Main Stack to
the monitoring network if the wind direction from any level of Tower No. 1
or Tower No. 2 was assumed to be representative of the transport wind direc-
tion.  Additionally, differences in wind direction between the two towers
as large as 180 degrees were not uncommon.  The lateral plume dimensions
inferred from some of the more coherent hourly ground-level concentration
patterns were usually much larger than indicated by the lateral turbulent
intensity at any tower and appeared to reflect the effects of the wind-
direction shear, encountered by the buoyant plume within a transport dis-
tance of less than 1 kilometer, as the plume rose from the highly channeled
valley flow through a transition layer to the synoptic scale winds above
the ridgelines.  Because of these unusually large vertical wind-direction
shears, the H. E. Cramer Company (January 1981) recommend to EPA Region III
that the Cramer, _et_ al. (1972) wind-shear term be added to the SHORTZ model
for application at the Luke Mill.

          We noticed in our examination of the concurrent meteorological
and air quality data that the highest short-term concentrations at the
monitors south of the Westvaco Main Stack (Monitors 7, 8 and 9 in Figure I)
tended to occur during stagnant periods with light winds and large vertical
wind-direction shears.  In general, the hourly S0? concentration patterns
were chaotic and did not reflect the presence of a well-defined plume.  We
hypothesized that these concentrations are explained by one or more of the
following factors:  (1) curvilinear plume trajectories, (2) plume defor-
mation by wind shear, and (3) previously emitted emissions advected back

                                   vii

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over the monitors by a wind shift.   However,  we question whether  the
sequence of events and the physical processes associated with the occur-
rence of the highest short-term concentrations at Monitors 7,8 and 9  can
ever be firmly established using the archived hourly average meteorological
and air quality data.

          In addition to tower wind measurements that are not necessarily
representative of transport winds,  we identified several other limitations
in the Westvaco data set.   As indicated in the above descriptions of  the
SHORTZ and LUMM models, onsite turbulence measurements are critical meteoro-
logical inputs to both models.  For the first year of the Westvaco monitor-
ing program, about 50 percent of the turbulence measurements at Tower No.  1
and 35 percent of the turbulence measurements at Tower No. 2 are  missing.
In our opinion, the use in the performance evaluation of the SHORTZ and
LUMM models of an inordinate number of turbulence data substitutions  and
climatological turbulent intensities would raise serious questions about
the validity of any conclusions that might be reached.  We therefore  recom-
mended to EPA Region III that the model performance evaluation be restric-
ted to the second year of the Westvaco monitoring program.  Based on  our
comparison of the limited number of minisonde temperature soundings  taken
at the Luke Mill with the concurrent onsite tower temperature data,  the
onsite acoustic sounder mixing depths and the Greater Pittsburgh  Airport
rawinsonde soundings, we concluded that the acoustic sounder mixing  depths
were invalid.  ERT independently arrived at the same conclusion about the
validity of the acoustic sounder mixing depths.  Calibration problems were
found with the acoustic sounder during an independent quality assurance
audit (Radian Corporation, January 1982), and these problems appear  to be
the most likely explanation for the invalid acoustic sounder mixing  depths.

          The air quality monitors with the highest observed concentrations
during the 2-year Westvaco monitoring program were the monitors on the
ridge southeast of the Main Stack (Monitors 1, 3, 4, 5, 6, 7, 8 and  9).
                                   viii

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Because the distances from the Main Stack to these monitors range from 0.7
to 1.5 kilometers, the Westvaco data set principally reflects the concentra-
tions at these relatively short distances.   Monitor 10, which is on elevated
terrain 3.4 kilometers northeast of the Main Stack, is of particular impor-
tance because it is the only monitor at the typical distance from the Main
Stack to the Westvaco property boundaries.   The two remaining monitors
(Monitors 2 and 11) are not of major interest for the purpose of dispersion
model evaluation for two reasons.  First, these monitors generally had the
lowest observed concentrations.  Second, the distances from the Main Stack
to these monitors were within the distance range for the monitors in the
sector on the ridge southeast of the Main Stack.  We therefore recommended
to EPA R.egion III that the model performance evaluation consider Monitors
1, 3, 4, 5, 6, 7, 8, 9 and 10.
RESULTS OF THE MODEL PERFORMANCE EVALUATION

          We began the model performance evaluation using the Valley model.
The emissions data used in the Valley model calculations were for the calen-
dar days during each year of the 2-year Westvaco monitoring program with
the highest and second-highest observed 24-hour average concentrations at
the nine monitoring sites selected for use in the model performance evalua-
tion.  The meteorological conditions assumed for the 6 hours of plume impinge-
ment in the Valley model calculations were F stability and a mean wind
speed of 2.5 meters per second.  With the exception of Monitor 10, the
Valley model overpredicted the highest and second-highest observed 24-hour
average concentrations by factors of 3 to 16.  Under the assumed "worst-case"
meteorological conditions, the Westvaco plume does not mix far enough down-
ward in the Valley model calculations to cause a non-zero concentration at
Monitor 10.  In a regulatory application of the Valley model at the Luke
Mill, all elevated terrain at and beyond the boundaries of the Westvaco
property would be considered in the model analysis.  Monitors 8 and 9 are
on elevated terrain near the southern boundary of the Westvaco property,
                                   IX

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and the bias toward overestimation at these monitors tends to support  the
continued use of the Valley model as a safe-sided screening model.

          As discussed above,  the Valley and Complex I models are based on
very similar assumptions.   If  the wind is contained within a 22.5-degree
sector for 6 hours of a 24-hour period and the meteorological conditions
during these 6 hours consist of F stability and an average wind speed  of
2.5 meters per second, the 24-hour average concentrations calculated by the
two models at receptors in the downwind 22.5-degree sector are equivalent.
Because of the conservativeness of the Valley model for the Westvaco data
set, it follows that the Complex I model should also be a safe-sided screen-
ing model for the Westvaco data set.  The Complex II model predicts higher
hourly concentrations than the Complex I model because the crosswind concen-
tration distribution is assumed to be Gaussian (as described by Pasquill-
Gifford lateral dispersion coefficients) rather than uniform within a  22.5-
degree sector.  Consequently,  the Complex II model should also be safe-sided
screening model for the Westvaco data set.  Of the five complex terrain
dispersion models described above, only the generalized SHORTZ and  site-
specific LUMM models were considered to be likely candidates as refined
(non-screening) models.  It was therefore the joint decision of the H. E.
Cramer Company and the EPA Project Officer that the detailed model  perfor-
mance evaluation should be restricted to the SHORTZ and LUMM models.

          On 21 October 1982,  Westvaco Corporation, the State of Maryland,
EPA Region III and the EPA Office of Air Quality Planning and Standards
(OAQPS) agreed to a protocol for the evaluation of the SHORTZ and LUMM
dispersion models using the data from the second year of the Westvaco  moni-
toring program.  This protocol, which was based in part on the procedures
suggested in the August 1981 EPA report "Interim Procedures for Evaluating
Air Quality Models," identified various measures of model performance  and
assigned to these measures numerical values (points) dependent on the  objec-
tives of the model calculations.  Because the objective of the model perfor-
mance evaluation was to select the most appropriate model to establish an
SO  emission limitation for the Westvaco Main Stack, the model evaluation
protocol placed emphasis on the ability of the models to predict the highest

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1-hour, 3-hour and 24-hour average concentrations paired in space only at
the nine monitors of concern.  The scoring system for each pairing of
observed and calculated concentrations was based on:   (1) the differences
between the observed and calculated concentrations, and (2) the correspon-
dence between the variances of the observed and calculated concentrations.
Under the terms of the protocol, the model with the highest score was to be
used to establish the SO  emission limitation for the Main Stack.  A copy
of the 21 October 1982 model evaluation protocol is contained in Appendix A
of this report.  Westvaco Corporation, the State of Maryland and EPA also
agreed on 21 October 1982 that:  (1) The hourly meteorological inputs used
in the SHORTZ model calculations would be the inputs recommended by the H.
E. Cramer Company; (2) The hourly meteorological inputs used in the LUMM
model calculations would be the inputs recommended by ERT; (3) ERT would
conduct the performance evaluation; and, (4) The H. E. Cramer Company would
independently review the results of ERT's SHORTZ model calculations and
would verify ERT's computation of scores for the SHORTZ and LUMM models.

          Table I summarizes the qualitative performance of the SHORTZ and
LUMM models by monitor.  At the six monitoring sites between 0.7 and 1.1
kilometers from the Main Stack, the LUMM model closely matched the 25 high-
est observed short-term SO  concentrations, while the SHORTZ model systema-
tically overestimated these concentrations.  For example, the cumulative
frequency distributions of the 25 highest observed and calculated 24-hour
average concentrations at Monitor 1 are compared in Figure II for the SHORTZ
model and in Figure III for the LUMM model.  On the other hand, at the
three monitoring sites between 1.5 and 3.4 kilometers from the Main Stack,
the SHORTZ model closely matched the 25 highest observed short-term SO
concentrations, while the LUMM model systematically underestimated these
concentrations.  To illustrate relative model performance at the three most
distant monitors, Figure IV compares the cumulative frequency distributions
of the 25-highest observed and calculated 24-hour average concentrations at
Monitor 10 for the SHORTZ model and Figure V compares these distributions
for the LUMM model. Although the results of the model performance evaluation
qualitatively summarized in Table I appear to show a distance dependence in
                                   XI

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                   TABLE I



SUMMARY OF MODEL PERFORMANCE BY MONITORING SITE
Monitor
1
3
4
5
6
7
8
9
10
Distance from Main
Stack (km)
0.8
0.7
0.9
1.1
0.8
1.0
1.5
1.5
3.4
Elevation Above Main
Stack Top (m)
126
86
125
161
113
159
165
195
26
Model with
Highest Score
LUMM
LUMM
LUMM
LUMM
LUMM
LUMM
SHORTZ
SHORTZ
SHORTZ
                     Xll

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model performance, the results do not show any clear trend according to
elevation above the top of the Main Stack.  The SHORTZ model had the highest
score at the monitors with both the highest and lowest elevations.   Because
the LUMM model had the highest score at six out of the nine monitors of
concern, the LUMM model had the highest overall score by about a factor of
2.  Under the terms of the model evaluation protocol, the LUMM model was
therefore selected to determine an SO  emission limitation for the  Luke
Mill.
RESULTS OF THE EMISSION LIMITATION CALCULATIONS

          ERT used the LUMM model to estimate an SO  emission limitation
for the Westvaco Main Stack of 75.1 tons per day under the assumption that
the only constraint is compliance with the National Ambient Air Quality
Standards (NAAQS) for SO .   In the absence of the data from the 2-year
Westvaco monitoring program and the model performance evaluation, the SO.
emission limitation for the Main Stack would probably be determined by EPA
on the basis of predictions made using the Complex I model with any avail-
able onsite meteorological data.  To gain insight to the differences in
emission limitations arising from the two different (screening and refined)
modeling approaches, we used the Complex I model with the source and meteor-
ological data from the second year of the Westvaco monitoring program to
estimate an emission limitation.  Under the assumption that compliance with
the NAAQS is the only constraint, the results of the Complex I model calcu-
lations indicate that the emission limitation should be 29.9 tons per day,
which is a factor of 2.5 lower than the emission limitation estimated using
the LUMM model.
CONCLUSIONS

          In our opinion, the Westvaco data set is the most detailed and
best documented data set developed to date for the purpose of evaluating

                                   xvii

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and validating complex terrain dispersion models.   However,  we believe that
the Westvaco Luke Mill modeling problem is sufficiently unique that any
conclusions about the accuracy of dispersion models evaluated using the
Westvaco data set should be used with caution unless they are supported by
previous (and/or future) experience in testing the models in complex terrain.
The complex terrain dispersion models evaluated in the study described in
this report can be divided into two general categories:  (1) screening
models (the Valley, Complex I and Complex II models), and (2) refined models
(the SHORTZ and LUMM models).  The objective of the screening models is to
provide safe-sided estimates of maximum short-term concentrations when
little or no onsite meteorological data are available, while the objective
of the refined models is to use onsite meteorological measurements to provide
accurate and unbiased estimates of the highest short-term concentrations.
Previous experience with the screening models, especially the Valley model,
has supported their use as safe-sided screening tools in complex terrain.
Although the Westvaco model performance evaluation is the most rigorous
test to date of the SHORTZ model, the limited previous tests of the model
during the last 8 years have supported its use as a refined complex terrain
dispersion model.  The LUMM model was specifically designed for application
to the Westvaco data set and has no past experience.

          The screening models satisfied the objective of providing safe-
sided estimates of maximum short-term concentrations in the Westvaco model
evaluation study.  Consequently, we believe that these models may be consi-
dered to be state-of-the-art models for their intended application.  The
LUMM model closely matched the highest observed short-term SO. concentra-
tions at the six monitors between 0.7 and 1.1 kilometers from the Westvaco
Main Stack, while the SHORTZ model closely matched the highest observed
short-term SO- concentrations at the three monitors between 1.5 and 3.4
kilometers from the Main Stack.  The performance of the LUMM and SHORTZ
models for the Westvaco data set appears to be a function only of distance
from the Main Stack; the SHORTZ model had the best quantitative performance
at the monitors with both the lowest and highest elevations above the stack
                                    XVlli

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top.  Assuming that the typical distance to plume stabilization is on the
order of ten stack heights "(Briggs, 1969), one possible interpretation of
the results of the Westvaco model performance evaluation is that the LUMM
model is the state-of-the-art refined model at distances less than the
distance to plume stabilization and the SHORTZ model is the state-of-the-art
refined model at longer downwind distances.  We conclude from the results
of the model performance evaluation that:  (1) both the LUMM and SHORTZ
models are state-of-the-art refined models for the Westvaco data set, and
(2) under the terms of the 21 October 1982 model evaluation protocol, the
LUMM model should be used to establish an SO  emission limitation for the
Westvaco Main Stack.  In our opinion, there are too many ambiguities in the
Westvaco data set and the results of the performance evaluation for the
LUMM and SHORTZ models to resolve differences in modeling approaches between
the two models such as plume-height adjustments ("plume path coefficients")
and surface reflection coefficients.  We believe that these modeling issues
can only be resolved by additional model performance evaluation studies.
                                  xix

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Section
              TABLE OF CONTENTS

                    Title

EXECUTIVE SUMMARY
                                                                      Page

                                                                      iii
               INTRODUCTION

               L.I  Background and Purpose
               1.2  Report Organization
                                                         1
                                                         4
               DESCRIPTION OF THE DISPERSION MODELS
               EVALUATED
               RESULTS OF THE DATA ANALYSES, THE MODEL
               PERFORMANCE EVALUATION AND THE EMISSION
               LIMITATION CALCULATIONS

               3.1  Results of the Meteorological and Air
                    Quality Data Analyses
               3.2  Results of the Model Performance
                    Evaluation
               3.3  Results of the SO  Emission Limitation
                    Calculations
                                                        15



                                                        15

                                                        32

                                                        53
               CONCLUSIONS
                                                        61
               REFERENCES
                                                        67
Appendix

   A
MODEL EVALUATION PROTOCOL
                                                                       A-l
               ANALYSIS OF OBSERVED HOURLY S02 CONCENTRATIONS
                                                        B-l
               RESULTS OF THE SHORTZ MODEL CONCENTRATION
               CALCULATIONS
                                                        C-l
               CUMULATIVE FREQUENCY DISTRIBUTIONS OF THE
               25 HIGHEST OBSERVED (MINUS BACKGROUND)  AND
               CALCULATED (SHORTZ) SHORT-TERM SO
               CONCENTRATIONS
                                                        D-l
                                  xxi

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                       TABLE OF CONTENTS (Continued)

Appendix                           Title                              Page

   E           CUMULATIVE FREQUENCY DISTRIBUTIONS OF THE               E-l
               25 HIGHEST OBSERVED (MINUS BACKGROUND) AND
               CALCULATED (LUMM) SHORT-TERM SO
               CONCENTRATIONS
               DETAILED DESCRIPTION OF THE DISPERSION MODELS           F-l
               EVALUATED

               F.1  Description of the SHORTZ Model                    F-l
               F.2  Description of the Valley Model                    F-14
               F.3  Description of the Complex I and Complex II        F-17
                    Models
               F.4  Description of the LUMM Model                      F-22
                                   xx ii

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                                    SECTION 1
                                  INTRODUCTION
1.        BACKGROUND AND PURPOSE

          On 16 July 1975, the State of Maryland submitted to the U.  S.
Environmental Protection Agency (EPA) Region III a proposed revision to  the
Maryland State Implementation Plan (SIP) for the attainment and maintenance
of the National Ambient Air Quality Standards (NAAQS).   The proposed revi-
sion consisted of a request to grant an exemption to the Westvaco Corpora-
tion Paper Mill at Luke, Maryland from Maryland's fuel sulfur content
regulation (10.03.36.04B) which did not allow the use of fuel containing
more than 1 percent sulfur by weight.  The purpose of the request for an
exemption was to allow the Westvaco Mill to burn coal with a sulfur content
above 1 percent.  On behalf of Westvaco Corporation, the State of Maryland
submitted a dispersion model analysis intended to demonstrate that the
requested exemption would not result in violations of the NAAQS for sulfur
dioxide (SO ).  Following review of the analysis, EPA concluded that the
analysis underestimated the impact of SO  emissions and did not demonstrate
that the NAAQS for SO- would be attained or maintained if the exemption
were to be approved as a SIP revision.  EPA also concluded that attempts to
resolve deficiencies the Agency believed to exist in Westvaco's modeling
demonstration would be futile and that it would be desirable to validate a
complex terrain dispersion model for use in the final rule making decision.
An amended consent order, submitted to EPA by the State of Maryland,  allowed
the Westvaco Mill to burn coal with a sulfur content above 1 percent for a
2-year period during which Westvaco was required to install and operate  an
extensive air quality and meteorological monitoring network.  The purpose
of the monitoring program was to acquire the data needed to validate a
dispersion model to be used in the final rule making decision.

          The 2-year Westvaco Luke Mill monitoring program (December 1979
through November 1981) was conducted for Westvaco Corporation by Environ-
mental Research & Technology, Inc. (ERT).  Figure 1-1 is a topographic map

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of the area surrounding the Westvaco Luke Mill that shows the locations of
the Main Stack, the SO  air quality monitors and the instrumented meteoro-
logical towers used during the Westvaco monitoring program.   A detailed
description of the Westvaco monitoring program is given in the report by
Hanna, _et_ aJ..  (1982a).  The Hanna, et^ al_. (1982a) report also discusses the
development for Westvaco Corporation of the site-specific Luke Mill Model
(LUMM).

          In July 1981, EPA contracted with the H. E. Cramer Company, Inc.
of Salt Lake City, Utah to provide an independent review and assessment of
the Westvaco data set and to perform complex terrain dispersion model vali-
dation studies.  The specific tasks of EPA contract No. 68-02-3577
(Modification No. 2) may be summarized as follows:

          •    Task I - Analyze and evaluate the concurrent  emissions,
               meteorological and SO  air quality data collected during
               the 2-year Westvaco monitoring program and recommend the
               data set most appropriate for complex terrain dispersion
               model validation studies

          e    Task II - Conduct a performance evaluation of the SHORTZ
               model (Cramer, et_ a^. , 1975; Bjorklund and Bowers, 1982),
               the Valley Model (Burt, 1977) and the Complex I and II
               models (undocumented)

          •    Task III - Provide an independent technical review of all
               work submitted by or on behalf of Westvaco Corporation in
               support of an appropriate emission limitation for the Luke
               Mill

          e    Task IV - Using the model determined in Task II as being the
               most appropriate for predicting maximum short-term concen-
               trations, estimate the SO  emission limitation required to
               maintain the NAAQS in the vicinity of the Luke Mill

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          •    Task V - As requested,  assist in resolving differences of
               opinion on technical issues between EPA and Westvaco Corpor-
               ation

          •    Task VI - Prepare a final report summarizing the results of
               the data analysis and model validation efforts

          The purpose of this report is to provide EPA with a summary of
the H. E. Cramer Company's data analysis and model validation efforts using
the Westvaco data set (Task VI).  Most of the information presented in this
report has been previously provided to EPA Region III in the form of monthly
progress reports submitted to the EPA Project Officer during the 19-month
period of performance for the technical effort.  The requirements of Task
III are addressed in separate reports  by Cramer and Bowers (1982) and Bowers
and Hargraves (1982).  To satisfy the  requirements of Task V, representatives
of the H. E. Cramer Company (Cramer and Bowers) met in Baltimore, Maryland
on 8 September 1982 with representatives of EPA Region III, the EPA Office
of Air Quality Planning and Standards  (OAQPS) and the State of Maryland and
on 20 September 1982 with representatives of EPA Region III, EPA OAQPS, the
State of Maryland and Westvaco Corporation.  Additional work under Task V
was accomplished through numerous telephone conversations between the H. E.
Cramer Company and the EPA Project Officer.  This report contains the infor-
mation specifically requested for the  Task VI final report in the Scope of
Work for EPA Contract No. 68-02-3577,  Modification No. 2.
1.2       REPORT ORGANIZATION

          In addition to the Introduction, this report consists of three
major sections and six appendices.  Section 2 briefly describes the complex
terrain dispersion models evaluated using the Westvaco data set, including
the site-specific Luke Mill Model (LUMM) developed for Westvaco Corporation
by Hanna, et^ a_l. (1982a), and recommends modifications in the SHORTZ, Complex
I and Complex II models for application to the Westvaco data set.  The

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results of the data analysis, model validation and emission limitation
studies are discussed in Section 3.  Our conclusions, including an assess-
ment of the implications of the work described in this report on the state
of the art of complex terrain dispersion modeling, are presented in Section
4.  As discussed in Section 3.2, the SHORTZ and LUMM models were selected
for use in the final model performance evaluation because they were deter-
mined to be the two models most likely to be applicable at the Westvaco
Luke Mill.  The performance evaluation of the SHORTZ and LUMM models was
performed following a protocol agreed upon in advance by EPA Region III,
EPA OAQPS, the State of Maryland and Westvaco Corporation.  This 21 October
1982 protocol is contained in Appendix A.  The results of our detailed
analysis of the Westvaco SO  air quality measurements are tabulated in
Appendix B, the results of the SHORTZ model calculations are tabulated in
Appendix C and graphically compared with the air quality observations in
Appendix D, and the results of the LUMM model calculations (as reported by
Hanna, et^ _al. , 1982b) are graphically compared with the air quality obser-
vations in Appendix E.  Appendix F presents a detailed description of the
assumptions and equations of the five complex terrain dispersion models
evaluated using the Westvaco data set.

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(This  Page Intentionally Blank)

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                                 SECTION 2
              DESCRIPTION OF THE DISPERSION MODELS EVALUATED
          The following discussion of the SHORTZ, Valley, Complex I, Complex
II and LUMM complex terrain dispersion models is restricted to the model
features applicable to the Westvaco model evaluation effort.  For example,
the SHORTZ model is a highly generalized model that is designed to calculate
the concentrations produced at a large number of receptors by emissions
from a large number of stack, building and area sources.  The following
description of the SHORTZ model considers only the model's stack source
option.  The versions of the Valley, Complex I and Complex II models
described below are the versions contained in the EPA UNAMAP-4 series of
models.
                             The SHORTZ Model

          The SHORTZ model uses the steady-state Gaussian plume equation
for a continuous elevated source to calculate hourly ground-level concentra-
tions.  Plume rise is calculated using the Briggs (1969; 1971; 1972) equa-
tions for the final rise of a buoyant plume, modified by the Cramer, et al.
(1975) stack-tip downwash correction.  The method of image sources is used
to account for multiple reflections of plume material at the earth's surface
and at the top of the surface mixing layer.  A wind-profile exponent law is
used to adjust the mean wind speed from the measurement height to the stack
height for use in the plume rise calculations and to the plume stabilization
height for use in the concentration calculations.  The SHORTZ model uses
Cramer (1976) dispersion coefficients, which assume that lateral (vertical)
plume expansion is directly proportional to the lateral (vertical) turbulent
intensity or standard deviation of the wind azimuth (elevation) angle in
radians.  The Cramer (1976) dispersion coefficients utilize lateral and
vertical virtual distances to account for the effects on initial dispersion
of entrainment by the buoyant plume ("buoyancy induced dispersion").  At

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the downwind distance of plume stabilization,  the SHORTZ model assumes
Gaussian lateral and vertical concentration distributions with the radius
of the plume equal to 0.5 times the plume rise.   Because of the very large
vertical wind-direction shears found to occur  at times in the Westvaco
tower wind measurements, the SHORTZ model was  modified for use in the model
performance evaluation to consider the effects of vertical wind-direction
shear on lateral plume growth following the Cramer, et al. (1972) approach.

          The SHORTZ model makes the following assumptions in complex
terrain:  (1) The top of the surface mixing layer is at a constant height
above mean sea level; (2) The mean wind speed  is a function of height above
mean sea level; (3) Buoyant plumes that stabilize above the top of the
surface mixing layer do not contribute to significant ground-level concentra-
tions at any point, including terrain points that are also above the top of
the surface mixing layer; (4) The centerline of a plume contained in the
surface mixing layer remains at the plume stabilization height above mean
sea level and is allowed to mix to the ground; (5) The centerline of a
plume contained within the surface mixing layer that intersects a terrain
elevation greater than the plume stabilization height is assumed to follow
the terrain; and, (6) In order to prevent a physically unrealistic compres-
sion of plumes as they pass over elevated terrain, the effective mixing
depth is not permitted to be less than a specified minimum value.  It is
important to note that the SHORTZ model's definition of the mixing depth is
based on the vertical profile of the vertical turbulent intensity rather
than on the vertical temperature profile.  Zero is not a valid SHORTZ model
mixing depth.
                             The Valley Model

          The EPA Valley model is primarily designed to calculate maximum
24-hour average concentrations produced by stack emissions in complex ter-
rain.  The Valley model is a screening model and is intended for use with
hypothetical rather than actual short-term meteorological inputs.  The

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Valley model is based on a modified version of the steady-state Gaussian
plume equation for a continuous elevated source.  The Briggs (1971;  1975)
plume rise equations are used to calculate distance-dependent plume rise.
The Valley model assumes that the plume is contained in an elevated stable
layer and is confined within a 22.5-degree sector for 6 hours during a
24-hour period.  The average horizontal concentration distribution within
this sector is assumed to be uniform, eliminating the need for lateral
dispersion coefficients.  Vertical dispersion is assumed to be described by
the Pasquill-Gifford vertical dispersion coefficients, modified to account
for the effects of entrainment on the initial dispersion of a buoyant plume
using procedures suggested by Pasquill (1976).  The Valley model's treatment
of the effects of entrainment differs from that of the SHORTZ model in two
ways.  First, the plume is assumed to have a uniform ("top hat") rather
than a Gaussian concentration distribution prior to, and at the distance
of, stabilization.  Second, entrainment is accounted for through the addition
of variances rather than through the use of virtual distances.  The Valley
model assumes that the plume directly impinges on any terrain at the height
of the plume centerline during the 6 hours when it is contained in an ele-
vated stable layer and confined within a 22.5-degree sector.  Concentrations
are interpolated to zero on terrain that extends 400 meters or more above
the height of the plume centerline.
                    The Complex I and Complex II Models

          The EPA Complex T and II models are screening models that are
designed to use sequential hourly meteorological inputs to calculate ground-
level concentrations in complex terrain.  Under stable conditions, the
equation used by the Complex I model to calculate hourly ground-level concen-
trations is the same as used by the Valley model after adjustment is made
for the Valley model's assumption that essentially the same hourly concentra-
tion occurs for 6 hours in a 24-hour period.  The Complex II model differs
from the Complex I model only in that the lateral concentration distribution
is Gaussian rather than uniform within a 22.5-degree sector.  The Complex

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II model uses Pasquill-Gifford lateral dispersion coefficients,  modified  to
include the effects of entrainment in exactly the same manner as the vert-
ical dispersion coefficients.   During hours with neutral or unstable condi-
tions, the Complex I and II models assume that the plume height  above a
receptor on elevated terrain is given by the maximum of: (1) half the plume
height above plant grade, and (2)  the plume height above plant grade minus
half the receptor height above plant grade.  The Complex I and II models
contain a multiple reflection term to confine the plume within the surface
mixing layer during hours with neutral or unstable conditions.  The top of
the surface mixing layer is assumed to be terrain following rather than at
a constant height above mean sea level as assumed by the SHORTZ model.  The
Complex I and II models use a wind-profile exponent law to adjust the wind
speed from the measurement height  to the stack height for use in both the
plume rise and concentration calculations.  Wind speed is assumed to be a
function of height above local ground level rather than of height above
mean sea level as assumed by the SHORTZ model.

          The H. E. Cramer Company made several modifications in the computer
codes for the Complex I and II models to improve their performance for the
Westvaco data set.  First, because the original codes assume an adiabatic
thermal stratification whenever the Pasquill stability category is neutral
or unstable, they overestimate plume rise and underestimate ground-level
concentrations if the actual thermal stratification is stable.  We therefore
modified the codes for the Complex I and II models to read the observed
hourly vertical potential temperature gradients and to key the selection of
the adiabatic or stable plume rise equation on the potential temperature
gradient rather than on the Pasquill stability category.   (The SHORTZ and
LUMM models also follow this approach.)  The original codes for the Complex
I and II models accept sequential hourly SO  emission rates and calculate
hourly stack exit velocities from a single input exit velocity under the
assumption that the exit velocity is directly proportional to the emission
rate.  This assumption is not highly accurate for the Westvaco Main Stack
because of variations in coal sulfur content.  Also, the original codes do
not allow for hour-to-hour variations in the stack exit temperature.  We
therefore modified the codes for the Complex I and II models to allow them
to use actual hourly values of the stack exit velocity and exit temperature.

                                     10

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                              The LUMM Model

          The LUMM and SHORTZ models have in common some basic model
concepts such as the use of turbulence measurements as direct predictors  of
plume expansion.  However, the two models differ in other concepts such as
plume-height adjustments in complex terrain, surface reflection coefficients
in complex terrain, and the forms of the lateral and vertical "universal
functions" relating lateral and vertical turbulent intensities respectively
to lateral and vertical plume expansion.  Additionally, the LUMM model
lacks a multiple reflection term to confine the plume within the surface
mixing layer.  To preclude underestimation of concentrations at the longer
downwind distances where the restriction on vertical mixing at the top of
the surface mixing layer becomes important, the LUMM model does not allow
the vertical dispersion coefficient to exceed a maximum value.  ERT used
the Westvaco data set to evaluate six versions of the basic LUMM model,
differing in model constants and/or meteorological inputs, to obtain the
final version of the model with the best overall performance.

          The LUMM model uses the same plume rise equations as the Complex
I and II models.  If the vertical potential temperature gradient is posi-
tive and the calculated stable plume rise is less than the corresponding
calculated adiabatic plume rise, the LUMM model defines meteorological
conditions as stable.  "Neutral" conditions are assumed if the adiabatic
plume rise is less than the corresponding stable plume rise or if the poten-
tial temperature gradient is less than or equal to zero.  Unlike the SHORTZ
model, which does not require any definition of stability categories, the
LUMM model uses two stability categories (stable and "neutral") to select
the appropriate vertical "universal function" for plume dispersion.

          The LUMM and Complex II models use the same basic equation to
calculate ground-level concentrations under "neutral" conditions except
that the LUMM model does not include the multiple reflection tern to confine
the plume within the surface mixing layer.   Based on a comparison by ERT  of
concurrent calculated and observed concentrations under "neutral" conditions
                                  11

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for selected cases, the LUMM model defines the plume height above a receptor
on elevated terrain under "neutral" conditions as the maximum of:  (1)  the
plume height above plant grade multiplied by 0.4, and (2)  the plume height
above plant grade minus 0.6 times the receptor height above plant grade.
This approach is very similar to the "half height" adjustment made by the
Complex I and II models with neutral or unstable conditions.  During hours
with stable conditions, the height of a plume above a receptor on elevated
terrain is assumed by the LUMM model to depend on the relationship between
the plume height above plant grade and the height of a critical streamline
above plant grade.  The critical streamline height is a function of:
(1) the maximum terrain height above plant grade in the downwind direction
within 10 kilometers of the stack, (2) the mean wind speed, (3) the ambient
air temperature, and (4) the vertical potential temperature gradient.  If
the plume height is above the critical streamline height,  the "neutral"
concentration equation is used by the LUMM model.  If the plume height is
below the critical streamline height, zero concentration is assumed at each
receptor on terrain above the critical streamline height and two concentra-
tions are calculated for each receptor below the critical streamline height.
The first of these concentrations is obtained from the "neutral" concentra-
tion equation with the plume height above the receptor given by the maximum
of:  (1) zero, and (2) the difference between the plume height above plant
grade and the receptor height above plant grade.  The second concentration
calculated by the LUMM model when the plume height is below the critical
streamline height is obtained by modifying the "neutral" concentration
equation in the following ways:   (1) the plume height above the receptor is
assumed to be zero (i.e., direct impingement is assumed), and  (2) only 20
percent of the plume material is effectively assumed to be reflected by the
underlying terrain (i.e., the site-specific surface reflection coefficient
is assumed to be  1.2).

          The LUMM model assumes that the lateral dispersion coefficient is
comprised of components due to the effects of turbulence, the  effects of
entrainment by the buoyant plume and the effects of vertical wind-direction
shear.  Similarly, the LUMM model assumes that the vertical dispersion
                                    12

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coefficient is comprised of components due to the effects of turbulence and
the effects of entrainment by the buoyant plume.   The total dispersion
coefficients due to the combined effects of all components are obtained by
adding variances.  The turbulence components of the LUMM model's dispersion
coefficients are conceptually the same as those of the SHORTZ model.   The
two models differ, however, in the assumed distance dependence of each
turbulence component.  The lateral and vertical "universal functions" used
by the LUMM model were inferred from the equations suggested by Briggs
(1973) for rural dispersion coefficients.  The Valley, Complex I, Complex
II and LUMM models account for the effects of entrainment by the buoyant
plume in the same manner except that the LUMM model assumes this contribu-
tion to be a factor of 1.4 larger than assumed by the other models.   The
rationale for this larger contribution is that the radius of the buoyant
plume prior to and at the distance of stabilization is 0.6 rather than 0.5
times the plume rise.  The SHORTZ and LUMM models account for the effects
of vertical wind-direction shear on lateral dispersion in the same manner
except that the LUMM model assumes the shear contribution to be 1.5  times
larger than assumed by the SHORTZ model and double the contribution  origi-
nally suggested by Pasquill (1976) which was used in the first version of
the LUMM model.
                                   13

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(This Page Intentionally Blank)
               14

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                                 SECTION 3
      RESULTS OF THE DATA ANALYSES, THE MODEL PERFORMANCE EVALUATION
                 AND THE EMISSION LIMITATION CALCULATIONS
3.1       RESULTS OF THE METEOROLOGICAL AND AIR QUALITY DATA ANALYSES

          Figure 1-1 in Section 1.1 shows the locations of Meteorological
Tower No. 1, Meteorological Tower No. 2 (the Luke Hill Tower) and the Beryl
Meteorological Tower.  The hourly meteorological parameters measured at the
three towers are summarized in Tables 3-1 through 3-3.  Figure 1-1 also
shows the locations of the continuous SO  monitors operated during the
2-year Westvaco monitoring program.  Table 3-4 gives the Universal
Transverse Mercator (UTM) X and Y coordinates and elevations of the various
meteorological and air quality monitoring sites.  For convenience, UTM X
and Y coordinates in kilometers are labeled on the sides of Figure 1-1.
Table 3-5 gives, for each SO  monitor, the distance and azimuth bearing
of the Westvaco Main Stack.  With the exception of Monitor 10 (Stony Run),
all of the monitors were within 1,500 meters of the Main Stack.  The azimuth
bearings in Table 3-5 also correspond to the wind directions required for
the straight-line transport of emissions from the Main Stack to the indivi-
dual monitors.

          The H. E. Cramer Company reviewed and evaluated the concurrent
meteorological and SO  air quality data from the Westvaco monitoring
program as the data were received on a quarterly basis.  Our analyses
focused on examinations of concurrent meteorological and air quality data
for the short-term periods during each quarter with the highest observed
ground-level concentrations.  These analyses indicated that the observed
hourly ground-level concentration patterns often were not consistent with
the straight-line transport of the plume from the Westvaco Main Stack to
the monitoring network if the wind direction from any level of Tower No. 1
or Tower No. 2 was assumed to be representative of the transport wind direc-
tion.  Additionally, differences in wind direction between the two towers
as large as 180 degrees were not uncommon.  The lateral plume dimensions

                                     15

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                       TABLE 3-1
SUMMARY OF HOURLY METEOROLOGICAL PARAMETERS MEASURED AT
                      TOWER NO.  1



Wind Direction
Wind Speed (Horizontal) u
Vertical Wind Speed w
Alongwind Turbulent Intensity I
X
Lateral Turbulent Intensity I
y
Vertical Turbulent Intensity I
Ambient Air Temperature T
3.
Lower Temperature Difference AT
L
Upper Temperature Difference AT
Net Radiation
Tower Level (m)

2








X

-
10
X
X
X
X
X

X
X
X
X
-
50
X
X
X
X
X

X



-
100
X
X
X
X
X

X


X
-
                       16

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                       TABLE 3-2
SUMMARY OF HOURLY METEOROLOGICAL PARAMETERS MEASURED AT
                      TOWER NO.  2

T) ,-. ~. _.» j. „

Wind Direction
Wind Speed (Horizontal) u
Vertical Wind Speed w
Alongwind Turbulent Intensity I
X
Lateral Turbulent Intensity I
y
Vertical Turbulent Intensity I
z
Ambient Air Temperature T
3.
Lower Temperature Difference AT
Upper Temperature Difference AT
Mixing Depth H
Tower Level (m)

2








X

-
10
X
X
X
X
X

X
X
X
X
-
30
X
X
X
X
X

X


X
-
                      17

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                         TABLE 3-3
SUMMARY OF HOURLY METEOROLOGICAL PARAMETERS MEASURED AT THE
                        BERYL TOWER
Parameter
Wind Direction
Wind Speed (Horizontal) u
Vertical Wind Speed w
Alongwind Turbulent Intensity I
Lateral Turbulent Intensity I
y
Vertical Turbulent Intensity I
Ambient Air Temperature T
3.
Temperature Difference AT
Tower Level (m)
10
X
X
X
X
X

X
X
X
100
X
X
X
X
X

X

X
                        18

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                       TABLE 3-4
UNIVERSAL TRANSVERSE MERCATOR (UTM) X AND Y COORDINATES
   AND ELEVATIONS ABOVE MEAN SEA LEVEL (MSL) OF THE
   METEOROLOGICAL AND AIR QUALITY MONITORING SITES.
Site
1
2 (Luke Hill)
3
4
5
6
7
8
9
10 (Stony Run)
11 (Blooinington)
Beryl
Coordinates
UTM X (m)
667,800
666,852
667,638
667,639
667,576
667,860
667,320
667,090
667,412
669,766
665,905
666,794
UTM Y (m)
4,370,360
4,371,657
4,370,259
4,370,060
4,369,729
4,370,604
4,369,780
4,369,277
4,369,278
4,372,851
4,371,606
4,370,582
Ground Elevation
(m MSL)
604
468
564
603
639
591
637
643
673
504
318
307
                       19

-------
                     TABLE 3-5
DISTANCES AND AZIMUTH BEARINGS OF THE WESTVACO MAIN
            STACK FROM THE SO  MONITORS
Site
1
2 (Luke Hill)
3
4
5
6
7
8
9
10 (Stony Run)
11 (Bloomington)
Distance (m)
814
929
741
888
1,111
784
1,005
1,482
1,515
3,396
1,457
Azimuth Bearing (deg)
299
165
312
322
334
281
347
360
348
231
126
                      20

-------
inferred from some of the more coherent hourly ground-level concentration
patterns were usually much larger than indicated by the lateral turbulent
intensity at any level of any tower and appeared to reflect the effects of
the wind-direction shear, encountered by the buoyant plume within a trans-
port distance of less than 1 kilometer, as the plume rose from the highly
channeled valley flow through a transition layer to the synoptic scale
winds above the ridgelines.  Because of these unusually large vertical
wind-direction shears, the H. E. Cramer Company (January 1981) recommended
to EPA Region III that the Cramer, et^ jil.  (1972) wind-shear term be added
to the SHORTZ model for application at the Westvaco Luke Mill.

          We noticed in our examination of the concurrent meteorological
and air quality data that the highest short-term concentrations at the
monitors south of the Westvaco Main Stack (Monitors 7, 8 and 9 in Figure
1-1) tended to occur during stagnant periods with light winds and large
vertical wind-direction shears.  In general, the hourly SO  concentration
patterns were chaotic and did not reflect the presence of a well-defined
plume.  We hypothesize that these concentrations were caused by one or more
of the following factors:  (1) curvilinear plume trajectories, (2) plume
deformation by wind shear, and (3) previously emitted emissions advected
back over the monitors by a wind shift.

          Hanna, et^ &\._. (1982a, p. 4-31) conclude that the cases of high
short-term concentrations at Monitors 7, 8 and 9 occur "during nearly stag-
nant conditions when the plume slows down and changes direction from up-
valley to down-valley or vice versa."  According to this explanation, the
plume is blown against the valley wall for several hours, especially "if
the wind shifts through the north rather than through the south."  If this
explanation is correct, we would expect very similar hourly concentrations
at Monitors 8 and 9 and at Monitors 5 and 7 (see Figure 1-1).  Examination
of the hourly concentration measurements for the periods with the highest
concentrations at these monitors shows that, although the expected similar-
ities in concentrations are found in some cases, there are large differences
                                   21

-------
in concentrations in other cases.   Thus,  many of the high short-term concen-
trations south of the Main Stack are not  explained by the simple wind-shift
hypothesis.  Although none of the complex terrain dispersion models described
in Section 2 can reproduce the ground-level concentration patterns during
the hours with the highest concentrations observed south of the Main Stack,
Hanna, et_ al. (1982a) used qualitative reasoning to create an artificial
set of hours with north winds that enabled the LUMM model to match closely
the highest 3-hour and 24-hour average SO  concentrations paired in space
only at Monitors 7, 8 and 9.  This set of hours with artificial north winds
was deleted in the LUMM model performance evaluation described by Hanna, et
al. (1982b) because there was a. consensus among the H. E. Cramer Company,
EPA Region III, EPA OAQPS and the State of Maryland that the wind-shift
hypothesis did not have adequate scientific justification.

          All meteorological inputs used in the SHORTZ and LUMM dispersion
model performance evaluation were derived from hourly meteorological measure-
ments made at Tower No. 1 and Tower No. 2.  It is therefore important to
examine the data recovery rates for these towers.  The meteorological data
recovery rates for the three levels of Tower No. 1 during the first and
second years of the monitoring program are listed in Tables 3-6 and 3-7,
respectively.  Similarly, the meteorological data recovery rates for the
two levels of Tower No. 2 as well as for the Luke Hill acoustic sounder
during the first and second years are listed in Tables 3-8 and 3-9, respect-
ively.  Inspection of Tables 3-6 through 3-9 shows that a data recovery of
90 percent or more generally was attained except for the measurements of
the turbulent intensities.  As shown at the bottom of Tables 3-6 and 3-8,
about half of the turbulence measurements at Tower No. 1 and 35 percent of
the turbulence measurements at Tower No.  2 are missing during the first
year.  Although Tables 3-7 and 3-9 show a considerable improvement in turbu-
lence data recovery rates during the second year of the monitoring program,
these rates are generally below 90 percent.  It follows that the first year
of the Westvaco data set is not well suited for use with any dispersion
model which uses turbulence measurements as direct inputs or which uses
                                   22

-------
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turbulence measurements to assign the Pasquill stability category to each
hour.  Consequently, we recommended to EPA Region III that the model
performance evaluation be restricted to the second year of the Westvaco
monitoring program.

          A major deficiency of the Westvaco data set is the absence of
valid onsite mixing depths.  Minisondes were released from Luke Hill at
approximately 0700 and 1330 EST on 21 of the 29 days during February 1980,
the third month of the first quarter of the Westvaco monitoring program.
We used the minisonde vertical temperature profiles to estimate mixing
depths for comparison with the concurrent Luke Hill acoustic sounder mixing
depths and with mixing depths estimated from Greater Pittsburgh Airport
0700 and 1900 EST rawinsonde releases.  The minisonde and Airport soundings
generally revealed the same major synoptic-scale features (for example, a
well-defined subsidence inversion).  Also, the lower portions of the mini-
sonde temperature profiles closely resembled the temperature profiles con-
structed from the tower measurements, although the two temperature profiles
occasionally showed systematic differences in temperature that are probably
attributable to minisonde calibration errors.  However, we found no corre-
lation between the onsite tower and minisonde mixing depths and the acoustic
sounder mixing depths.  We therefore concluded that the acoustic sounder
mixing depths are invalid, a conclusion also reached by Hanna, et_ j_l_. (1982a),
In our opinion, the most likely explanation for the invalid acoustic sounder
mixing depths is calibration problems.  For example, an independent quality
assurance audit by Radian Corporation dated 29 January 1982 found that the
transmitter's start pulse and operating pulse widths failed to meet manufac-
turer's specifications.

          In the fall of 1977, the H. E. Cramer Company applied the SHORTZ
model to the Westvaco Luke Mill using hypothetical meteorological inputs
and concluded that, with the current SO- emission limitation, emissions
from the Main Stack might cause the short-term NAAQS to be slightly exceeded
in the vicinity of Monitors 8 and 9.  Although the SHORTZ model predicted
                                     31

-------
higher concentrations on elevated terrain closer to the Main Stack,  the
reliability of these calculated concentrations was not known because they
occurred at distances less than the distance at which the buoyant plume
typically could be expected to stabilize.  When standard "block averages"
are used to analyze the hourly S0« concentration measurements from the
entire 2-year Westvaco monitoring program, Table 3-10 shows 13 observed
3-hour average concentrations above the 3-hour NAAQS and Table 3-11  shows
11 observed 24-hour average concentrations above the 24-hour NAAQS.   All of
these "block average" 3-hour and 24-hour average concentrations occurred on
elevated terrain at distances less than the distances to Monitors 8 and 9.
If non-overlapping running mean 3-hour and 24-hour average concentrations
are considered for the entire 2-year monitoring program, Tables 3-12 and
3-13 shows that 3-hour and 24-hour average concentrations slightly above
the 3-hour and 24-hour NAAQS were measured at Monitors 8 and 9.
3.2       RESULTS OF THE MODEL PERFORMANCE EVALUATION

          3.2.1  Results of the Valley Model Performance Evaluation

          We used the Valley model, as described in Section 2.2 and Appendix
F, to calculate 24-hour average SO- concentrations for the nine monitoring
sites considered in the dispersion model performance evaluation (see Appendix
A for a discussion of the selection of these sites).  The emissions data
used in the Valley model calculations were for the calendar days during
each year of the 2-year Westvaco monitor program with the highest and second-
highest observed 24-hour average concentrations at the various monitoring
sites.  The meteorological conditions assumed in the Valley model calcula-
tions were the conditions recommended by Burt and Slater (1977) for screening
analyses (F stability and a mean wind speed of 2.5 meters per second).
Table 3-14 compares the 24-hour average concentrations calculated for each
monitoring site with the observed highest and second-highest 24-hour average
concentrations.  (The observed 24-hour average concentrations in Table 3-14
                                   32

-------
                       TABLE 3-10
BLOCK AVERAGE 3-HOUR AVERAGE SO  CONCENTRATIONS ABOVE THE
      3-HOUR NATIONAL AMBIENT AIR QUALITY STANDARD
Date
Hours
(EST)
Monitor
Concentration
(yg/m )
(a) First Year of the Westvaco Monitoring Program
27 Mar 1980

31 Jul 1980
13 Nov 1980
0400-0600
0700-0900
0700-0900
1000-1200
5
5
4
6
1,472
1,415
1,402
1,813
(b) Second Year of the Westvaco Monitoring Program
13 Jan 1981
8 Apr 1981

22 Oct 1981
13 Nov 1981


19 Nov 1981
0400-0600
0400-0600
0700-0900
0700-0900
0100-0300
0400-0600

0700-0900
6
6
6
1
7
5
7
1
1,389
1,386
1,617
1,425
1,729
1,640
1,955
1,376
                       33

-------
                        TABLE 3-11
BLOCK AVERAGE 24-HOUR AVERAGE SO  CONCENTRATIONS ABOVE THE
       24-HOUR NATIONAL AMBIENT AIR QUALITY STANDARD
Date
Monitor
3
Concentration (yg/ra )
(a) First Year of the Westvaco Monitoring Program
27 Mar 1980
21 Nov 1980
5
6
435
448
(b) Second Year of the Westvaco Monitoring Program
5 Dec 1980
29 Dec 1980
6 Jan 1981
13 Jan 1981


8 Apr 1981
13 Nov 1981
6
1
3
3
4
6
6
5
383
388
427
377
406
409
401
417
                        34

-------
                          TABLE 3-12
NON-OVERLAPPING RUNNING MEAN 3-HOUR AVERAGE SO  CONCENTRATIONS
    ABOVE THE 3-HOUR NATIONAL AMBIENT AIR QUALITY STANDARD
Date
Hours
(EST)
Monitor
Concentration
(ug/m )
(a) First Year of the Westvaco Monitoring Program
27 Mar 1980



31 Jul 1980
3-4 Sep 1980
21 Nov 1980
13 Nov 1980
14 Nov 1980
0400-0600
0600-0800

0700-0900
0700-0900
2300-0100
0500-0700
1000-1200
0300-0500
5
8
9
5
4
5
1
6
6
1,472
1,622
1,310
1,417
1,402
1,336
1,386
1,813
1,386
(b) Second Year of the Westvaco Monitoring Program
13 Jan 1981



8 Apr 1981

22 Oct 1981
13 Nov 1981



19 Nov 1981

0200-0400



0400-0600
0700-0900
0700-0900
0100-0300
0400-0600


0700-0900
0900-1100
1
3
4
6
6
6
1
7
5
7
8
1
6
1,800
1,504
1,517
1,339
1,389
1,617
1,425
1,729
1,640
1,955
1,368
1,376
1,527
                           35

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                                  TABLE 3-13

        NON-OVERLAPPING RUNNING MEAN 24-HOUR  AVERAGE SO  CONCENTRATIONS
            ABOVE THE 24-HOUR NATIONAL AMBIENT AIR QUALITY STANDARD
Date
Hours
(EST)
Monitor
Concentration
(ug/m )
(a) First Year of Westvaco Monitoring Program
26-27 Mar 1980
13-14 Nov 1980
20-21 Nov 1980

1000-0900
0800-0700
2200-2100

5
6
1
6
472
537
380
500
(b) Second Year of Westvaco Monitoring Program
5- 6 Dec 1980
13-14 Dec 1980
28-29 Dec 1980
6 Jan 1981
12-13 Jan 1981



16-17 Jan 1981
7- 8 Apr 1981
30 Apr-1 May 1981
8- 9 Nov 1981
12-13 Nov 1981




0900-0800
2100-2000
1900-1800
0100-2400
1500-1400


2400-2300
2300-2200
1800-1700
1900-1800
1300-1200
1200-1100*
2000-1900



6
6
1
3
3
4
6
1
6
6
9
1
7
4
5
6
8
445
375
419
427
367
419
417
474
372
403
390
380
692
369
424
411
385
* Monitor 7 concentration measurements missing after 1100 EST on 13
  November 1981.
                                  36

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                               TABLE 3-14

COMPARISON OF THE HIGHEST AND SECOND-HIGHEST OBSERVED 24-HOUR AVERAGE S0r
  CONCENTRATIONS WITH THE CONCENTRATIONS CALCULATED BY THE VALLEY MODEL "
Monitor
Date
Concentration (ppm)
Observed
Calculated
Ratio of Calculated and
Observed Concentrations
(a) First-Year (December 1979 through November 1980)
1

3

4

5

6

7

8

9

10

31 Jul 80
21 Nov 80
30 Sep 80
14 Jun 80
31 Jul 80
25 Jun 80
27 Mar 80
23 Nov 80
21 Nov 80
24 Jun 80
23 Nov 80
20 Nov 80
27 Mar 80
23 Nov 80
27 Mar 80
23 Nov 80
28 Jan 80
2 Jan 80
0.111
0.103
0.079
0.073
0.104
0.087
0.166
0.086
0.171
0.124
0.127
0.081
0.101
0.097
0.103
0.084
0.077
0.052
0.762
1.280
1.171
1.153
0.695
0.824
0.676
0.682
1.379
1.121
0.782
0.947
0.485
0.491
0.436
0.442
0.000
0.000
6.86
12.43
14.82
15.79
6.68
9.47
4.07
7.93
8.06
9.04
6.16
11.69
4.80
5.06
4.23
5.26
0.00
0.00
(b) Second-Year (December 1980 through November 1981)
1

3

4

5

6

7

8

9

10

13 Jan 81
29 Dec 80
6 Jan 81
13 Jan 81
13 Jan 81
6 Jan 81
13 Nov 81
29 Dec 80
13 Jan 81
8 Apr 81
29 Dec 80
22 Apr 81
13 Nov 81
9 Jan 81
1 May 81
13 Nov 81
9 Jan 81
3 Jan 81
0.180
0.148
0.163
0.144
0.155
0.119
0.159
0.112
0.156
0.153
0.110
0.101
0.130
0.091
0.112
0.111
0.091
0.048
1.306
1.172
1.183
1.247
1.193
1.146
0.516
0.744
1.407
1.338
0.853
0.772
0.369
0.577
0.446
0.331
0.000
0.000
7.26
7.92
7.26
8.66
7.70
9.63
3.25
6.64
9.02
8.75
7.75
7.64
2.84
6.34
3.98
2.98
0.00
0.00
                                  37

-------
have not been adjusted for the effects of "background," which we define in
this report as ambient SO. concentrations attributable to emissions from
sources other than the Westvaco Main Stack.)   The ratio of calculated to
observed concentrations ranges from 2.98 to 15.79 for all monitors except
Monitor 10.  Under the assumed "worst-case" meteorological conditions,  the
Westvaco plume does not mix far enough downward in the Valley model calcula-
tions to cause a non-zero concentration at Monitor 10.  In a regulatory
application of the Valley model, all elevated terrain at and beyond the
boundaries of the Westvaco property would be considered in the model analysis.
Monitors 8 and 9 are on elevated terrain near the southern boundary of the
Westvaco property, and the bias toward overestimation at these monitors
tends to support the continued use of the Valley model as a safe-sided
screening model.
          3.2.2  Results of the Complex I and II Model Performance Evaluation

          As discussed in Section 2 and Appendix F, the Valley and Complex
I models are based on very similar assumptions.  If the wind is contained
within a 22.5-degree sector for 6 hours of a 24-hour period and the meteor-
ological conditions during these 6 hours consist of F stability and an
average wind speed of 2.5 meters per second, the 24-hour average concen-
trations calculated by the two models at receptors in the downwind 22.5-
degree sector are equivalent.  Because of the conservativeness of the
Valley model for the Westvaco data set, it follows that the Complex I model
should also be a safe-sided screening model for the Westvaco data set.  The
Complex II model predicts higher hourly concentrations than the Complex I
model because the crosswind concentration distribution is assumed to be
Gaussian (as described by Pasquill-Gifford lateral dispersion coefficients)
rather than uniform within a 22.5-degree sector.  Consequently, the Complex
II model should also be a safe-sided screening model for the Westvaco data
set.  Of the five complex terrain dispersion models described in Section 2,
only the generalized SHORTZ model and the site-specific LUMM model were
                                    38

-------
considered to be likely candidates as refined (non-screening)  models for
the Westvaco data set.  It was therefore the joint decision of the H.  E.
Cramer Company and the EPA Project Officer that the detailed model perfor-
mance evaluation should be restricted to the SHORTZ and LUMM models.
          3.2.3  Results of the SHORTZ and LUMM Model Performance Evaluation

          On 21 October 1982, Westvaco Corporation, the State of Maryland,
EPA Region III and EPA OAQPS agreed to a protocol for the selection of the
SHORTZ model or the LUMM model as the complex terrain dispersion model to
be used to establish an S09 emission limitation for the Main Stack at the
Westvaco Luke Mill.  A copy of this model performance evaluation is con-
tained in Appendix A.  As discussed in the 21 October 1982 protocol, the
model evaluation was restricted to the second year of the Westvaco moni-
toring program because of the large fraction of missing turbulence measure-
ments (key meteorological inputs to both the SHORTZ and LUMM models) during
the first year of the monitoring program.  Westvaco, the State of Maryland
and EPA also agreed on 21 October 1982 that the performance evaluation for
the SHORTZ and LUMM models would be conducted by ERT and reviewed by the
H. E. Cramer Company.  The results of the model performance evaluation have
been summarized by Hanna, et al (1982b) and verified by Bowers and Hargraves
(1982).  The remainder of this subsection is primarily based on the report
by Bowers and Hargraves (1982).
              Observed (Minus Background) S0? Concentrations

          VJe used the observed hourly  SO  concentrations provided to EPA
Region III by ERT for the second year of the Westvaco monitoring program to
determine, for each monitor of concern for the model performance evaluation
(Monitors 1, 3, 4, 5, 6,  7, 8, 9 and 10), the 25 highest 1-hour, 3-hour and
24-hour average and the annual average observed (minus background) S0_
                                   39

-------
concentrations.   The procedures used to adjust the hourly concentrations
for background (defined as ambient S09 concentrations attributable to
emissions from sources other than the Westvaco Main Stack) and to account
for hours with missing concentration measurements are outlined in the 21
October 1982 model evaluation protocol contained in Appendix A.   The results
of our analysis of the observed hourly SCL concentrations are presented
in Appendix B.
          Table 3-15 compares the highest and second-highest observed (minus
background) 3-hour and 24-hour average SCL concentrations calculated at
each monitor of concern by ERT and the H. E.  Cramer Company.  To facilitate
comparison of the two sets of observed (minus background) S0_ concentra-
tions, we divided the concentrations reported by Hanna, et^ al_. (1982b)  in
units of micrograms per cubic meter by 2,620  to obtain concentrations in
units of parts per million (ppm), the units used to archive the observed
hourly SO  concentrations.  The two sets of 3-hour average concentrations
in Table 3-15 agree identically and the 24-hour average concentrations
agree to within about 1 percent.  However, not all of the observed (minus
background) concentrations calculated by ERT  and the H. E. Cramer Company
show such close agreement.  For example, Table 3-16 shows differences of up
to 8 percent in some of the 25 highest 24-hour average concentrations.   We
manually verified our observed (minus background) 24-hour average concentra-
tions in Table 3-16 using the observed hourly SO^ concentrations provided
to EPA Region III by ERT.  We subsequently learned that the differences in
the observed (minus background) concentrations independently calculated by
ERT and the H. E. Cramer Company are attributable to slightly different
interpretations of the background estimation procedures outlined in the
21 October 1982 model evaluation protocol.

          In our determination of the observed (minus background) hourly
S0~ concentrations for the Westvaco model evaluation study, we defined
the background during each hour as the lowest observed hourly SO
                                    40

-------
                               Table 3-15
COMPARISON OF THE HIGHEST AND SECOND-HIGHEST OBSERVED (MINUS BACKGROUND)
       3-HOUR AND 24-HOUR AVERAGE S02 CONCENTRATIONS CALCULATED BY
                    ERT AND THE H. E. CRAMER COMPANY
Monitor

3 -Hour
Concentrations
(ppm)
ERT
HEC
24-Hour
Concentrations
(ppm)
ERT
HEC
Ratio of ERT and
HEC Concentrations
3-Hour
Concentrations
24-Hour
Concentrations
(a) Highest Concentrations
1
3
4
5
6
7
8
9
10
0.5412
0.4337
0.4560
0.6235
0.6142
0.7432
0.5195
0.4728
0.1592
0.5412
0.4337
0.4560
0.6235
0.6142
0.7432
0.5195
0.4728
0.1592
0.1666
0.1585
0.1411
0.1540
0.1487
0.0991
0.1247
0.1088
0.0433
0.1666
0.1585
0.1419
0.1546
0.1501
0.0994
0.1255
0.1099
0.0433
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
0.994
0.996
0.991
0.997
0.994
0.990
1.000
(b) Second-Highest Concentrations
1
3
4
5
6
7
8
9
10
0.5158
0.3842
0.3733
0.4518
0.5268
0.6575
0.3325
0.4008
0.1120
0.5158
0.3842
0.3733
0.4518
0.5268
0.6575
0.3325
0.4008
0.1120
0.1374
0.1309
0.1142
0.1011
0.1432
0.0946
0.0808
0.1061
0.0373
0.1375
0.1309
0.1147
0.1015
0.1432
0.0947
0.0820
0.1070
0.0373
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
0.999
1.000
0.996
0.996
1.000
0.999
0.985
0.992
1.000
                                   41

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                            TABLE 3-16
COMPARISON OF SELECTED OBSERVED (MINUS BACKGROUND) 24-HOUR AVERAGE
  CONCENTRATIONS CALCULATED BY ERT AND THE H. E. CRAMER COMPANY
                           AT MONITOR 10
Date
5 Jul 81
6 Oct 81
24-Hour Concentrations (ppm)
ERT
0.0190
0.0160
HEC
0.0206
0.0173
Ratio of
ERT and HEC
Concentrations
0.922
0.925
                                42

-------
concentration if this concentration was above the monitor threshold concen-
tration of 0.005 parts per million (13 micrograms per cubic meter).  If the
lowest observed concentration was equal to 0.005 parts per million (ppm),
we arbitrarily defined the background concentration as 0.0025 ppm (6.5
micrograms per cubic meter).   We then subtracted the background concentra-
tion estimated for each hour from all of the observed concentrations.
Thus, our minimum observed (minus background) hourly concentration was
0.0025 ppm.  According to Memo No. PSC-1537 (30 November 1982, "Determi-
nation of Observed Concentrations Used in Model Performance Evaluation at
the Luke Mill"), ERT followed essentially the same approach.  However, if
the lowest observed hourly concentration was 0.005 ppm during an hour, ERT
defined the observed (minus background) concentrations as zero at all moni-
tors with observed concentrations of 0.005 ppm and the observed (minus
background) concentrations as the observed concentrations minus 0.0025 ppm
at all monitors with concentrations above 0.005 ppm.  The differences in
the observed (minus background) 24-hour average SO  concentrations indepen-
dently calculated by ERT and the H. E. Cramer Company are explained by
ERT's use of several zero observed (minus background) hourly concentrations.

          Table 3-17 lists the observed (minus background) annual average
SO  concentrations calculated for the second year of the Westvaco monitoring
program by ERT and the H. E.  Cramer Company.  There is an exact agreement
between the two observed (minus background) annual average SO  concentra-
tions calculated for Monitor 3.  However, the remainder of the observed
(minus background) annual average concentrations calculated by ERT are
lower than the corresponding concentrations calculated by the H. E. Cramer
Company, with a maximum difference of 25 percent at Monitor 10.  We believe
that the differences in the procedures used by ERT and the H. E. Cramer
Company to adjust the observed hourly concentrations for background probably
explain the differences in the two sets of observed (minus background)
annual average concentrations.
                                   43

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                           TABLE 3-17

COMPARISON OF THE OBSERVED (MINUS BACKGROUND) ANNUAL AVERAGE S0r
            CONCENTRATIONS CALCULATED BY ERT AND THE           "
                      H. E. CRAMER COMPANY
Monitor
1
3
4
5
6
7
8
9
10
Annual Concentrations (ppm)
ERT
0.021
0.018
0.013
0.012
0.033
0.012
0.011
0.010
0.006
HEC
0.022
0.018
0.014
0.014
0.034
0.014
0.012
0.011
0.008
Ratio of ERT
and HEC
Concentrations
0.955
1.000
0.929
0.857
0.971
0.857
0.917
0.909
0.750
                                44

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          The model evaluation protocol in Appendix A specified that a
3-hour period must include 3 valid concentration measurements to be consi-
dered in the set of the 25 highest 3-hour average concentrations for a
monitor.  Our examination of the tables of 25 highest observed (minus back-
ground) 3-hour average concentrations listed in Appendix A of the Hanna,  et
al. (1982b) report indicates that ERT did not follow this procedure.  If  a
3-hour period contained 2 hours of valid concentration measurements, ERT
defined the "3-hour average" concentration for the period by the 2-hour
average concentration for the two hours with valid concentration measure-
ments.  The affected monitors are:

          a    Monitor 5 during the third 3-hour period on 20 May 1981

          e    Monitors 7, 8 and 9 during the second 3-hour period on
               18 October 1982

The differences in the 25 highest observed (minus background) 3-hour average
SO  concentrations calculated by ERT and the H. E. Cramer Company for
Monitors 5, 7, 8 and 9 are not sufficient to affect the outcome of the
model performance evaluation.

          The model evaluation protocol contained in Appendix A states that
standard "block average" observed (minus background) and calculated 3-hour
and 24-hour average concentrations shall be compared.  A 3-hour period must
contain 3 hours of valid concentration measurements to be considered in the
comparison, while a 24-hour period must contain 18 hours of valid data.
These criteria can have significant effects on the results of the model
performance evaluation.  For example, the highest observed (minus background)
24-hour average SO  concentrations calculated for Monitor 7 under these
criteria is 0.0994 ppm on 29 December 1980.  The highest and second-highest
observed (minus background) 3-hour average S0_ concentrations at Monitor
7 both occurred on 13 November 1981, a day not considered in the 24-hour
block averages because of missing observations after 1100 EST on 13 November.
If the concentration at Monitor 7 is defined as zero during the period 1200
                                   45

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through 2400 EST on 13 November,  the resulting observed (minus background)
24-hour average concentration is  0.1971 ppm,  which is 1.98 times the observed
(minus background) concentration  on 29 December 1980.  For the period 1200
EST on 12 November through 1100 EST on 13 November, the observed (minus
background) 24-hour average concentration at  Monitor 7 is 0.2599 ppm, which
is 2.61 times the observed (minus background) concentration on 29 December
1980.
                         SHORTZ Model Calculations

          To assist ERT in the LUMM and SHORTZ dispersion model evaluation,
the H. E. Cramer Company provided ERT with a computer tape containing:  (1)
the SHORTZ hourly meteorological and source inputs developed for the second
year of the Westvaco monitoring program following the procedures specified
in the model evaluation protocol (see Appendix A), and (2) the computer
code for the SHORTZ model as described in the model evaluation protocol.
Additionally, the H. E. Cramer Company provided ERT with specific guidance
on how SHORTZ should be executed (see Table 9 of the protocol).  Appendix C
of this report contains tables which list the 25 highest 1-hour, 3-hour and
24-hour average and the annual average S09 concentrations calculated at
each monitor of concern for the model evaluation by the H. E. Cramer Company
using the SHORTZ model.  The cumulative frequency distributions of these
sets of 25 highest calculated short-term SO. concentrations are compared
with the cumulative frequency distributions of the corresponding observed
(minus background) short-term concentrations in Appendix D.

          Table 3-18 compares the highest and second-highest 3-hour and
24-hour average SO  concentrations calculated at each monitor of concern
by ERT and the H. E. Cramer Company using the SHORTZ model.  Because the
two sets of calculated short-term concentrations agree to within less than
plus or minus 1 percent, we conclude that the differences in the two sets
of calculated concentrations are attributable to differences in the accuracy
of the computer systems used by ERT and the H. E. Cramer Company.  On the
                                     46

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                          Table 3-18
COMPARISON OF THE HIGHEST AND SECOND-HIGHEST 3-HOUR AND 24-HOUR
     AVERAGE S02 CONCENTRATIONS CALCULATED BY ERT AND THE
          H. E.  CRAMER COMPANY USING THE SHORTZ MODEL
Monitor

3-Hour
Concentrations
(ppm)
ERT
HEC
24-Hour
Concentrations
(ppm)
ERT
HEC
Ratio of ERT and
HEC Concentrations
3 -Hour
Concentrations
24-Hour
Concentrations
(a) Highest Concentrations
1
3
4
5
6
7
8
9
10
3.1680
4.1082
2.4836
1.1894
3.1451
1.2502
0.6525
0.7586
0.1586
3.1736
4.1034
2.4823
1.1889
3.1442
1.2483
0.6529
0.7543
0.1591
0.7143
0.8524
0.4259
0.2866
0.8228
0.2334
0.0920
0.1026
0.0457
0.7163
0.8503
0.4258
0.2866
0.8225
0.2330
0.0922
0.1029
0.0458
0.998
1.001
1.001
1.000
1.000
1.002
0.999
1.006
0.997
0.997
1.002
1.000
1.000
1.000
1.002
0.998
0.997
0.998
(b) Second-Highest Concentrations
1
3
4
5
6
7
8
9
10
3.1459
2.5391
2.1491
1.0550
2.9054
0.9574
0.5834
0.5566
0.1335
3.1540
2.5276
2.1496
1.0557
2.9067
0.9606
0.5838
0.5581
0.1338
0.6689
0.6674
0.4051
0.2095
0.7709
0.1612
0.0820
0.0979
0.0413
0.6694
0.6660
0.4050
0.2096
0.7722
0.1610
0.0821
0.0974
0.0414
0.997
1.005
1.000
0.999
1.000
0.997
0.999
0.997
0.998
0.999
1.002
1.000
1.000
0.998
1.001
0.999
1.005
0.998
                              47

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other hand, Table 3-19 shows differences in the annual average SCL  concen-
trations calculated by ERT and the H.  E. Cramer Company that are more diffi-
cult to explain by differences in machine accuracy.   However, we point out
that the differences in the two sets of calculated annual average concentra-
tions in Table 3-19 are not sufficient to affect the outcome of the model
performance evaluation.

          As noted above,  ERT included in the determination of the  sets of
25 highest observed (minus background) 3-hour average SO  concentrations
several 2-hour average concentrations for 3-hour periods with only  2 valid
hourly concentration measurements.  This same procedure, which deviates
from the model evaluation protocol contained in Appendix A, was also followed
in processing the results of the hourly concentrations calculated by ERT
using the SHORTZ model.  The SHORTZ hourly meteorological inputs contain a
total of 18 hours flagged as missing because of calm or variable winds at
all levels of Tower No. 1 and Tower No. 2 (see the second footnote at the
bottom of Table 2 in the model evaluation protocol).  The inclusion by ERT
of 3-hour periods containing a single hour with missing calculated concentra-
tions affects the following monitors:

          •    Monitor 6 during the eighth 3-hour period on 5 May 1981

          e    Monitors 8 and 9 during the first 3-hour period on
               30 September 1981

The differences in the 25 highest 3-hour average concentrations calculated
by ERT and the H. E. Cramer Company for Monitors 6, 8 and 9 using the SHORTZ
model are not sufficient to affect the outcome of the model performance
evaluation.
                     Performance Statistics and Scores

          As explained in the model evaluation protocol contained in Appendix
A, the following parameters were used to compute the scores for the LUMM
                                   48

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                            TABLE 3-19
COMPARISON OF THE ANNUAL AVERAGE S02 CONCENTRATIONS CALCULATED BY
      ERT AND THE H.  E.  CRAMER COMPANY USING THE SHORTZ MODEL
Monitor
1
3
4
5
6
7
8
9
10
Annual Concentrations (ppm)
ERT
0.0874
0.0462
0.0271
0.0115
0.1603
0.0099
0.0034
0.0050
0.0046
HEC
0.0905
0.0422
0.0279
0.0116
0.1573
0.0092
0.0037
0.0048
0.0045
Ratio of ERT
and HEC
Concentrations
0.966
1.095
0.971
0.991
1.019
1.076
0.919
1.042
1.022
                                 49

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and SHORTZ models:   (1)  the ratio of the absolute value of the bias
(residual) for the  model being evaluated to the absolute value of the mini-
mum bias (residual) for  either of the two models, (2)  the minimum of the
ratio of calculated and  observed concentrations and the ratio of observed
and calculated concentrations, and (3) the minimum of  the ratio of the
variances of the calculated and observed concentrations and the ratio of
the variances of the observed and calculated concentrations.  We used the
results of our analysis  of the observed hourly SO  concentrations (see
Appendix B) and our analysis of the hourly SO  concentrations calculated
by SHORTZ (see Appendix  C) to compute biases (residuals) and variances for
comparison with the corresponding values computed by ERT.  The agreement
between the two sets of  performance statistics was consistent with the
agreement between the two independent analyses of the  observed concentra-
tions and the two sets of SHORTZ model predictions discussed above.  We
also used the observed (minus background) concentrations and the concentra-
tions calculated by the  LUMM model that are given in Appendix A of the
Hanna, et al. (1982b) report to compute and verify the biases (residuals)
and variances listed for the LUMM model in Table 17 of the Hanna, et al.
(1982b) report.  Finally, we checked the protocol scoring results shown in
Table 17.  If the concentrations, biases (residuals) and variances given in
Table 17 are accepted as accurate, we disagree with ERT's scoring only for
the comparison of the 25 highest observed (minus background) 24-hour average
concentrations at Monitor 10 paired in space with the  25 highest 24-hour
average concentrations calculated by the LUMM model.  From Equation  (9) of
the model evaluation protocol and for the concentrations and biases in
Table 17, the score for LUMM is
      {Score Model.}  =  --rr  x MIN{C . /0,0/C. } x {Possible Points}
                              x  |f   x (20)  =  3.4                       (3-1)
                      =  3 to the nearest integer

The score in Table 17 is given as 4 rather than 3.

                                    50

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          Table 3-20 summarizes the qualitative performance of the LUMM and
SHORTZ models by monitor.   The LUMM model has the highest score at six
monitors (Monitors 1, 3, 4, 5, 6 and 7) and the SHORTZ model has the highest
score at three monitors (Monitors 8, 9 and 10).  Table 3-20 does not indi-
cate any clear trend in model performance according to monitor elevation
above the top of the Westvaco Main Stack.  For example, the SHORTZ model
has the highest score at both the monitor with the highest elevation and
the monitor with the lowest elevation.  On the other hand, Table 3-20 appears
to indicate a trend in model performance according to distance from the
Main Stack.  The LUMM model has the highest score at each monitor less than
or equal to 1.1 kilometers from the Main Stack and the SHORTZ model has the
highest score at each monitor greater than or equal to 1.5 kilometers from
the Main Stack.

          The scores given in Table 17 of the Hanna, et al. (1982b) report
for the LUMM and SHORTZ models are 363 and 168, respectively.   Under the
assumption that all of the concentrations, biases (residuals)  and variances
in Table 17 are correct, we believe that the score for the LUMM model should
actually be 362 for the reason given above.  Also, as discussed above,
there are some differences in ERT's and the H. E. Cramer Company's analyses
of the observed hourly S0? concentrations and of the hourly S09 concentra-
tions calculated by the SHORTZ model.  However, these differences are rela-
tively small and do not affect the total score for either model by more
than a few points because the score for each comparison is rounded to the
nearest integer.  We conclude that we are in agreement with ERT that the
LUMM model has the highest score.
        Summary and Conclusion of the Model Performance Evaluation

          Westvaco Corporation, the State of Maryland and EPA agreed on 21
October 1982 to a protocol for the evaluation of the performance of the
LUMM and SHORTZ complex terrain dispersion models using the Westvaco data
set.  According to this protocol, the model to be used to establish an

                                   51

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                  TABLE 3-20




SUMMARY OF MODEL PERFORMANCE BY MONITORING SITE
Monitor
1
3
4
5
6
7
8
9
10
Distance from Main
Stack (km)
0.8
0.7
0.9
1.1
0.8
1.0
1.5
1.5
3.4
Elevation Above Main
Stack Top (m)
126
86
125
161
113
159
165
195
26
Model with
Highest Score
LUMM
LUMM
LUMM
LUMM
LUMM
LUMM
SHORTZ
SHORT Z
SHORTZ
                      52

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SO  emission limitation for the Main Stack at the Westvaco Luke,  Maryland
Mill is the model with the highest score.   Westvaco1s consultant  (ERT)
conducted the model performance evaluation and concluded that the scores
for the LUMM and SHORTZ models are 363 and 168, respectively.  Under con-
tract to EPA, the H. E. Cramer Company independently verified all of the
results of the ERT model performance evaluation except the predictions  of
the LUMM model.   We identified one minor deviation by ERT from the 21 October
1982 protocol and what we believe to be a single-point scoring error.
Also, there are several minor differences in the analyses of the  observed
and calculated (SHORTZ) hourly SO  concentrations independently performed
by ERT and the H. E. Cramer Company.  However, the deviation by ERT from
the protocol and the differences in the independent analyses of observed
and calculated (SHORTZ) hourly concentrations do not change the score for
either model by more than a few points.  Under the terms of the protocol,
we therefore conclude that the LUMM model is the model to be used to esta-
blish an SO  emission limitation for the Westvaco Main Stack.
3.3       RESULTS OF THE SO  EMISSION LIMITATION CALCULATIONS

          The site specific LUMM model was identified as the complex terrain
dispersion model to be used to establish an SO  emission limitation for
the Main Stack at the Westvaco Luke Mill under the terms of the 21 October
1982 model evaluation protocol contained in Appendix A.  Under the assumption
that the only constraint on the SO  emission limitation for the Westvaco
Main Stack is that emissions do not endanger the NAAQS for S0?, ERT (December
1982) used the LUMM model to estimate an emission limitation of 75.1 tons
per day (3-hour average concentration for 50 percent buoyancy flux).  Under
this assumption and assuming that the LUMM model calculations were performed
correctly, we agree with the ERT (December 1982) computation of an emission
limitation.
          In the absence of the data from the 2-year Westvaco monitoring
program and the model performance evaluation, the SO  emission limitation

                                     53

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for the Westvaco Main Stack would probably be determined by EPA on the
basis of predictions made using the Complex I model with any available
onsite meteorological data.  To gain insight to the differences in emission
limitations arising from the two different modeling approaches, we used the
Complex I model with the source and meteorological inputs developed for the
second year of the Westvaco monitoring program (see Table 1 in Appendix A)
to estimate an emission limitation.  As discussed in Section 2, we modified
the Complex I model's computer code to read hourly values of the stack  exit
temperature, the stack exit velocity and the vertical potential temperature
gradient and to key the selection of the stable or adiabatic plume rise
equation on the vertical potential temperature gradient.

          The Complex I model requires an estimate of the Pasquill stability
category during each hour in order to assign the appropriate wind-profile
exponent and Pasquill-Gifford vertical dispersion coefficient.  The October
1980 draft EPA report "Proposed Revisions to the Guideline on Air Quality
Models" suggests that the hourly vertical turbulent intensity (standard
deviation of the wind elevation angle in radians) measured 10 meters above
ground-level can be used to assign the appropriate stability category.
Table 3-21, which is based on Table C-l of the October 1980 draft EPA report,
shows the suggested ranges of vertical turbulent intensities corresponding
to the various stability categories for a surface roughness length z  of
15 centimeters.  The draft EPA report suggests that these ranges be adjusted
                                              0 2
to the roughness length of the site using a z  '  law.  According to
the wind-tunnel and field studies of the Westvaco Mill described by Weil
(1979) and Weil, et^ a^. (1981), the roughness length in the vicinity of the
Westvaco Mill is about 16 meters.  Table 3-22 gives the adjusted ranges of
vertical turbulent intensities for a 16-meter roughness length.  Because
the A, B and C stability categories almost never occur in the Westvaco  data
set with the stability classification scheme shown in Table 3-22, we used
the scheme shown in Table 3-21 after consultation with the EPA Project
Officer.  Our first and second choices of hourly vertical turbulent inten-
sities for use with Table 3-21 were the values measured at the 10—meter
levels of Tower No. 2 and Tower No. 1, respectively.  If both of the 10-meter

                                     54

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                            TABLE 3-21
  STABILITY CLASSIFICATION SCHEME SUGGESTED BY EPA FOR A SURFACE
                ROUGHNESS LENGTH OF 15 CENTIMETERS
Pasquill Stability
     Category
10m Vertical Turbulent Intensity
            (rad)
        A

        B

        C

        D

        E

        F
             >0.2094

         0.1746 to 0.2094

         0.1362 to 0.1745

         0.0874 to 0.1361

         0.0419 to 0.0873

             <0.0419
                           TABLE 3-22

     PROPOSED  EPA  STABILITY CLASSIFICATION  SCHEME  FOR A  SURFACE
                  ROUGHNESS LENGTH OF  16 METERS
Pasquill Stability
Category
A
B
C
D
E
F
10m Vertical Turbulent Intensity
(rad)
>0.5329
0.4441 - 0.5329
0.3464 - 0.4440
0.2221 - 0.3463
0. 1066 - 0.2220
<0.1066
                                 55

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observations were missing,  we selected from the available measurements the
vertical turbulent intensity from the next lowest level of Tower No.  2 or
Tower No. 1.

          We used the actual hourly values of the stack exit velocity and
stack exit temperature in the Complex I model calculations to estimate an
SO. emission limitation for the Westvaco Main Stack.   However, we assumed
a constant SO  emission rate of 1,000 grams per second for convenience.
We used discrete receptors to form a polar receptor array centered on the
Main Stack with a 10-degree angular spacing between radials.  Excluding the
Westvaco property shown in Figure 7-1 of the Hanna, et_ a_l. (1982a) report,
we placed receptors at 500-meter intervals along each radial to the highest
terrain feature between 2.5 and 5.0 kilometers from the stack.  The receptors
on each radial extended a minimum of 2 kilometers beyond the Westvaco pro-
perty boundary.  Additional receptors were placed on the prominent high
terrain features that were not adequately covered by the polar receptor
array.  Because the Complex I model's computer code accepts a maximum of
only 180 receptors, it was necessary to perform two computer runs to include
all of the 262 receptors.

          Table 3-23 gives the maximum annual and highest of the second-
highest 3-hour and 24-hour average S0? concentrations calculated by the
Complex I model for emissions from the Westvaco Main Stack assuming an
emission rate of 1,000 grams per second.  All of the calculated concentra-
tions in Table 3-23 are located at a point 4.5 kilometers west-northwest of
the Main Stack that is about 110 meters above the stack-top elevation.  The
meteorological conditions during the first 3 hours of 1981 Julian Day 45
consisted of light east-southeast winds (wind speeds less than 1.0 meter
per second, defined as 1.0 meter per second for use in the model calculations)
in combination with 2 hours of F stability and a single hour of D stability.
The meteorological conditions on 1981 Julian Day 287 consisted of light-to-
moderate winds (wind speeds from 1.0 to 4.5 meters per second) within the
sector 085  to  115 degrees in combination with 16 hours of E stability, 6
hours of D  stability and a single hour each of A stability and F stability.
                                   56

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                                TABLE 3-23

    MAXIMUM ANNUAL AND HIGHEST OF THE SECOND-HIGHEST 3-HOUR AND 24-HOUR
     AVERAGE SO  CONCENTRATIONS CALCULATED BY THE COMPLEX I MODEL FOR
        EMISSIONS FROM THE WESTVACO MAIN STACK ASSUMING AN EMISSION
                      RATE OF 1,000 GRAMS PER SECOND
Averaging
Time
3 Hour
24 Hour
Annual
Year/Julian
Day (Period)
1981/45(1)
1981/287
—
Location*
Distance
(m)
4,500
4,500
4,500
Azimuth
Bearing (deg)
290
290
290
Elevation
(m MSL)
588
588
588
Concentration
(jag/m3)
2,543
1,123
92.7
*Locations are with respect to the Westvaco Main Stack.
                                    57

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Both the 3-hour and 24-hour periods were characterized by large hourly
vertical wind-direction shears and/or hourly lateral turbulent intensities.
Consequently, the "worst-case" short-term periods for the Complex I model
are relatively high dilution periods for the SHORTZ and LUMM models.
          We computed an S09 emission limitation for the Westvaco Main
Stack under the following assumptions:  (1) the NAAQS for SCL are the
only constraints, and (2) the background SCL concentration is 13 micrograms
per cubic meter for all concentration averaging times.  Under these assump-
tions, the allowable S0« emission rate is given by
                          (g/sec)  =  1000CNAAQS-13)
                                                J\
where x  is the calculated concentration from Table 3-23 and 1,000 is the
SO. emission rate used in the Complex I model calculations.  The resulting
allowable emission rate is given in Table 3-24 for each NAAQS.  As shown by
the table, the 24-hour NAAQS restricts the allowable SO  emissions to
about 29.9 tons per day in the Complex I model calculations, a factor of
2.5 lower than the emission limitation of 75.1 tons per day determined by
ERT (December 1982) using the LUMM model.
                                   58

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                              TABLE 3-24

   MAXIMUM ALLOWABLE SO  EMISSION RATES FOR THE WESTVACO MAIN STACK
          BASED ON THE RESULTS OF THE COMPLEX I CALCULATIONS
Averaging
Time
3 Hours
24 Hours
Annual
*
Allowable S0_ Emission Rate
(g/sec)
506.1
313.4
722.8
(ton/day)
48.2
29.9
68.8
The allowable SO  emission rates assume:  (1) the background SO. concen-
tration is 13 micrograms per cubic meter for all concentration averaging
times, and (2) compliance with the National Ambient Air Quality Standards
(NAAOS) is the only constraint on Westvaco
SO  emissions.
                                 59

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(This Page Intentionally Blank).
              60

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                                 SECTION 4
                                CONCLUSIONS
          In our opinion, the Westvaco data set is the most detailed and
best documented data set developed to date for the purpose of evaluating
and validating complex terrain dispersion models.  However, we believe that
the Westvaco Luke Mill modeling problem is sufficiently unique that any
conclusions about the accuracy of dispersion models evaluated using the
Westvaco data set should be used with caution unless they are supported by
previous (and/or future) experience in testing the models in complex terrain.
Also, the Westvaco data set contains ambiguities that are unlikely ever to
be resolved.  For example, we question whether the sequence of events and
the physical processes leading to the occurrence of the highest short-term
SO  concentrations at the monitors on elevated terrain south of the Westvaco
Main Stack (Monitors 7, 8 and 9 in Figure 1-1) can ever be determined with
any acceptable degree of confidence using the archived hourly average data.
With these caveats, the following paragraphs discuss our conclusions about:
(1) complex terrain dispersion model performance, (2) meteorological measure-
ments to develop dispersion model inputs in areas of complex terrain, and
(3) the effects of monitoring network design on the results of dispersion
model performance evaluations.
                       Dispersion Model Performance

          The complex terrain dispersion models considered in the Westvaco
model evaluation study can be divided into two general categories:
(1) screening models (the Valley, Complex I and Complex II models), and
(2) refined models (the SHORTZ and LUMM models).  The objective of the
screening models is to provide safe-sided estimates of maximum short-term
concentrations when little or no onsite meteorological data are available.
Because this objective generally was satisfied by the three screening
models, we believe that they can be defined as state-of-the-art complex

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terrain screening models.   The objective of the refined models is  to  use
onsite meteorological measurements to provide accurate and unbiased esti-
mates of the highest short-term concentrations.  This objective was satis-
fied by the LUMM model at  all monitors located between 0.7 and 1.1 kilometers
from the Westvaco Main Stack and by the SHORTZ model at all monitors  located
between 1.5 and 3.4 kilometers from the Main Stack.   The performance  of the
LUMM and SHORTZ models for the Westvaco data set appears to be a  function
only of distance from the  Main Stack; the SHORTZ model has the best quanti-
tative performance at the  monitors with both the lowest and highest eleva-
tions above the stack-top  elevation.   Assuming that  the typical distance to
plume stabilization is on  the order of ten stack heights (Briggs,  1969),
one possible interpretation of the results of the performance evaluation is
that the LUMM model is the state-of-the-art refined  model at distances less
than the distance to plume stabilization and the SHORTZ model is  the  state-of-
the-art refined model at longer downwind distances.   We conclude  from these
results that both the LUMM and SHORTZ models are state-of-the-art refined
models for the Westvaco data set.  However, under the terms of the 21 October
1982 model evaluation protocol, we also conclude that the LUMM model  should
be used to establish an S0_ emission limitation for  the Westvaco  Main
Stack.

          The LUMM model was specifically developed  for application to the
Westvaco data set, and the final version of the model represents  the  combin-
ation of model constants and meteorological inputs that yields the best fit
to the air quality measurements.  Consequently, the  LUMM model cannot be
assumed to be a generalized state-of-the-art complex terrain dispersion
model.  However, many of the concepts upon which the LUMM model is based
may be suitable for generalized applications, and we believe that it  would
be desirable to conduct additional performance evaluations of these concepts.
The SHORTZ model, on the other hand, has been applied as a generalized
complex terrain dispersion model over a period of almost 8 years.  Although
previous tests of the SHORTZ model (see Appendix H of Bjorklund and Bowers,
1982) have not been as rigorous as the Westvaco model performance evaluation,
the results of these tests have consistently shown a close agreement between

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calculated and observed short-term SO  concentrations for sources located
in complex terrain.  The Westvaco data set offered the first opportunity to
date to utilize the SHORTZ model's capability of directly relating turbu-
lence measurements to plume expansion.  After modification of the SHORTZ
model to account for the large vertical wind-direction shears (sometimes as
large as 180 degrees) frequently encountered by the plume from the Westvaco
Main Stack within a transport distance of less than 1 kilometer,  the perfor-
mance of the SHORTZ model at the monitors beyond the typical distance to
plume stabilization was consistent with previous SHORTZ model performance
evaluations and thus tends to support the continued use of the SHORTZ model
as a generalized complex terrain dispersion model.  However, the  SHORTZ
model's bias in the Westvaco model evaluation study toward overestimation
of concentrations on elevated terrain at distances less than the  distance
to plume stabilization indicates that the model's predictions should be
used with caution and common sense in these situations.
              Meteorological Measurements in Complex Terrain

          The results of the Westvaco data analysis and model performance
evaluation studies clearly demonstrate the critical importance of represen-
tative onsite meteorological measurements to develop meteorological inputs
for refined complex terrain dispersion models.  As discussed by Hanna, et
al. (1982a),  the localized circulations affecting the initial transport and
dispersion of the plume from the Westvaco Main Stack are essentially decoupled
from the synoptic scale circulation and show virtually no correlation with
the wind data from the nearest airport (Greater Pittsburgh Airport).  The
results of the Westvaco study also show the difficulty of specifying in
advance what  meteorological measurements are representative for modeling
purposes.  For example, the purpose of the Beryl Meteorological Tower (see
Figure 1-1) was to provide insight to the valley winds experience by the
Westvaco plume as it exited the Main Stack.  The 100-meter Beryl Tower was
so sheltered  by the topography during the 2-year monitoring program
                                     63

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that over a third of the hourly vector average winds at the 100-meter level
were reported as variable or calm.   Thus, the Beryl Tower wind data were of
no practical value in defining source-receptor relationships during the
light wind cases with high observed SCL concentrations at the monitors on
the ridgeline southeast of the Main Stack.  In retrospect, a Doppler acoustic
sounder at the site of the Beryl Tower probably would have provided far
more meaningful information on stack height winds and turbulent intensities.

          The combination of the multilevel 100-meter Tower No. 1 and the
multilevel 30-meter Tower No. 2 with tower base elevations ranging from 10
meters below the stack-top elevation (Tower No. 2) to 126 meters above the
stack-top elevation (Tower No. 1) enabled the construction of vertical
wind, turbulence and temperature profiles.  Although the general representa-
tiveness of these profiles is not known because of the different locations
of the two towers, these profiles were of considerable practical value and
were extensively used in the development of meteorological inputs for the
SHORTZ and LUMM models.  We therefore recommend that future field measurement
programs designed to collect data to evaluate complex terrain dispersion
models include routine measurements of the vertical profiles of winds,
turbulence and temperature.  Remote sensing (Doppler acoustic sounders) is
probably the most practical way in which to obtain the wind and turbulence
profiles.
                         Monitoring Network Design

          The results of the Westvaco model performance evaluation study
illustrate how the density and locations of the air quality monitors can
significantly affect conclusions about model performance.  For example, if
only Monitors 8, 9 and 10 had been in place during the 2-year Westvaco
monitoring program, the results of the performance evaluation would lead to
the unambiguous conclusion that the SHORTZ model provides very accurate
estimates of the 25 highest 1-hour, 3-hour and 24-hour average SCL concen-
trations paired in space only, while the LUMM model systematically under-
estimates these concentrations.  On the other hand, if only Monitors
                                    64

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1, 3, 4, 5, 6 and 7 had been in place, the results of the performance eval-
uation would lead to the unambiguous conclusion that the LUMM model provides
very accurate estimates of the 25 highest 1-hour, 3-hour and 24-hour average
SO  concentrations paired in space only, while the SHORTZ model systemati-
cally overestimates these concentrations.  It follows that conclusions
about model performance that are based on comparisons of observed and calcu-
lated concentrations at a single monitor or at a limited number of monitors
may not be transferable to other locations in the vicinity of the same
source.  Additionally, any model that must be calibrated or "tuned" to
match the observations at a limited number of monitoring sites cannot be
used with confidence at other receptor locations.
                                     65

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               66

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                                REFERENCES
Bjorklund, J. R. and J. F. Bowers, 1982:  User's instructions for the SHORTZ
          and LONGZ computer programs.  EPA Reports EPA-903/9-82-004a and
          004b (NTIS Accession Numbers PB83-146092 and 146100), U. S. Environ-
          mental Protection Agency, Region III, Philadelphia, PA.

Briggs, G. A., 1969:  Plume Rise.  Available as TID-25075 from Clearinghouse
          for Federal Scientific and Technical Information, Springfield,
          VA, 80.

Briggs, G. A., 1971:  Some recent analyses of plume rise observations.  In
          Proceedings of the Second International Clean Air Congress.
          Academic Press, NY.

Briggs, G. A., 1972:  Chimney plumes in neutral and stable surroundings.
          Atmospheric Environment, ^>(7), 507-510.

Briggs, G. A., 1973:  Diffusion estimates for small emissions.  ATDL Contri-
          bution File No. (Draft) 79, Air Resources Atmospheric Turbulence
          and Diffusion Laboratory, Oak Ridge, TN.

Briggs, G. A., 1975:  Plume rise predictions.  Lectures on Air Pollution
          and Environmental Impact Analyses.  American Meteorological Society,
          Boston, MA.

Burt, E. W., 1977:  Valley model user's guide.  EPA Report No. EPA-450/2-
          77-018, U. S. Environmental Protection Agency, Research Triangle
          Park, NC.

Burt, E. W. and H. H. Slater, 1977:  Evaluation of the Valley model.  Preprint
          Volume for the Joint Conference on Applications of Air Pollution
          Meteorology, American Meteorological Society, Boston, MA,  192-195.

Cramer, H. E., et^ _a_l, 1972:  Development of dosage models and concepts.
          Final~Report under Contract DAAD09-67-0020(R) with the U.  S.
          Army, Deseret Test Center Report DTC-TR-72-609, Fort Douglas, UT.

Cramer, H. E., H. V. Geary and J. F. Bowers, 1975:  Diffusion-model  calcu-
          lations of long-term and short-term ground-level SO. concentrations
          in Allegheny County, Pennsylvania.  EPA Report No. EPA-903/9-75-018
          (NTIS Accession No. PB-245262/AS), U. S. Environmental Protection
          Agency, Region III, Philadelphia, PA.

Cramer, H. E., 1976:  Improved techniques for modeling the dispersion of
          tall stack plumes.  Proceedings of the Seventh International
          Technical Meeting on Air Pollution Modeling and Its Application,
          NATO Committee on the Challenges to Modern Society, 731-780.
                                     67

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Cramer Company, H.  E.,  1981:   Westvaco Luke, Maryland monitoring program:
          Data analysis and dispersion model evaluation (first two quarters).
          H. E. Cramer  Technical Report TR-81-202-01 prepared for the U. S.
          Environmental Protection Agency under subcontract to Research
          Triangle Institute, Research Triangle Park, NC.

Environmental Research  & Technology, Inc., 1981:  Addendum to the report
          Diffusion Model Development and Evaluation and Emission Limitations
          at the Westvaco Luke Mill, Environmental Research & Technology,
          Inc., Concord, MA.

Hanna, S. R., 1982:  Private communication (statements made at a 10 September
          1982 meeting  between representatives of the U. S. Environmental
          Protection Agency,  the State of Maryland and Westvaco Corporation).

Hanna, S. , et_ aL_. ,  1982a:  Diffusion model development and evaluation and
          emission limitations at the Westvaco Luke Mill.   Document PA439,
          Environmental Research & Technology, Inc., Concord, MA.

Hanna, S. R., et^ jl. ,  1982b:   An evaluation of the LUMM and SHORTZ dispersion
          models using  the Westvaco data set.  Document No. PA-439, Environ-
          mental Research & Technology, Inc., Concord, MA.

Pasquill, F., 1976:  Atmospheric dispersion-parameters in Gaussian plume
          modeling.  Part II, possible requirements for changes in the
          Turner Workbook Values.  EPA Report No. EPA-600/4-76-3606, U. S.
          Environmental Protection Agency, Research Triangle Park, NC.

Pierce, T. E. and D.  B. Turner, 1980:  User's guide for MPTER.  EPA Report
          No. EPA-600/8-80-016, U. S. Environmental Protection Agency,
          Research Triangle Park, NC.
Turner, D. B., 1964:  A diffusion model for an urban area.
          Applied Meteorology, 3(1), 83-91.
Journal of
Turner, D. B., 1970:  Workbook of atmospheric dispersion estimates, Publi-
          cation No. 999-AP-26, National Air Pollution Control Administration,
          Cincinnati, OH.

Weil, J. C. , 1979:  Modeling of buoyant plume dispersion in complex terrain.
          Martin Marietta Corp. Report No. PPRP-35, Martin Marietta Corpor-
          ation, Baltimore, MD.

Weil, J. C., J. E. Cermak and R. L. Petersen, 1981:  Plume dispersion about
          the windward side of a hill at short range:  Wind tunnel vs field
          measurements.  Preprint Volume for the Fifth Symposium on Turbulence,
          Diffusion and Air Pollution, American Meteorological Society,
          Boston, MA, 159-160.
                                     68

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                               APPENDIX A
                         MODEL EVALUATION PROTOCOL
          This appendix contains the protocol for the evaluation of the
SHORTZ and LUMM dispersion models using the Westvaco data set that was
agreed upon on 21 October 1982 by Westvaco Corporation, the State of
Maryland, the U.  S. Environmental Protection Agency (EPA) Region III and
the EPA Office of Air Quality Planning and Standards (OAQPS).
                                    A-l

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             A-2

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                                                            21 October 1982
               PROTOCOL FOR THE EVALUATION OF THE SHORTZ AND
            LUMM DISPERSION MODELS USING THE WESTVACO DATA SET*
1.        BACKGROUND AND PURPOSE

          The Westvaco data set consists of detailed records of hourly
emissions, meteorological and SO  air quality data collected in the vicinity
of the Westvaco Corporation Paper Mill at Luke, Maryland during the 2-year
period December 1979 through November 1981.  The purpose of the Westvaco
monitoring program was to acquire the data needed to select the most appro-
priate complex terrain dispersion model for use in establishing an S0_
emission limitation for the Westvaco Main Stack.  Under Contract No. 68-02-
3577 with the U. S. Environmental Protection Agency (EPA), the H. E. Cramer
Company, Inc. is to use the Westvaco data set to assist in the selection of
the complex terrain dispersion model "which provides the best air quality
predictions, and which will be the basis for a permanent SO. emission
limitation."  EPA Region III, the EPA Office of Air Quality Planning and
Standards (OAQPS), the State of Maryland and Westvaco Corporation have
agreed that the two complex terrain dispersion models most likely to be
applicable at the Luke Mill are the SHORTZ model and the Luke Mill Model
(LUMM).   SHORTZ was developed and documented by the H. E. Cramer Company
under previous EPA contracts (Cramer, et^ aul. , 1975; Bjorklund and Bowers,
1982) and LUMM was developed for Westvaco Corporation by Hanna, et al.
(1982).

          The purpose of this Technical Note is to summarize a protocol,
agreed upon in advance by EPA Region III, EPA OAQPS, the State of Maryland
and Westvaco Corporation, for the evaluation of the two candidate dispersion
models as required by the August 1981 EPA report "Interim Procedures for
   Technical Note prepared by the H. E. Cramer Company, Inc., Salt Lake
   City, Utah under Contract No. 68-02-3577 with the U. S. Environmental
   Protection Agency.
                                    A-3

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Evaluating Air Quality Models."  The August 1981 report suggests that the
evaluation of a dispersion model begin with an examination of the specific
modeling problem to determine if the current Guideline on Air Quality Models
(EPA, 1978) recommends a reference model for the intended type of applica-
tion.   Neither SHORTZ nor LUMM is cited in the current Guideline on Air
Quality Models.  SHORTZ is arbitrarily defined as the reference model in
this model evaluation protocol because of previous applications of the
model to the Luke Mill by EPA Region III and the H. E. Cramer Company.  The
interim procedures recommend that a technical comparison of the proposed
model (LUMM) and the reference model (SHORTZ) first be made to determine if
the proposed model is qualitatively better than, comparable to, or worse
than the reference model.  This technical comparison is then followed by a
model performance evaluation which focuses on the model performance attri-
butes of concern for the intended application.  If the results of the model
performance evaluation are inconclusive, the results of the technical evalu-
ation are used to select the most appropriate model.  If the results of
both the model performance evaluation and the technical evaluation are
inconclusive, the Interim Procedures specify the use of the reference model.
Because of time and level-of-effort constraints, this protocol addresses
only the model performance evaluation.
2.        GENERAL APPROACH

          Eleven continuous S0_ monitors were operated in the vicinity of
the Westvaco Mill during the 2-year monitoring program.  The monitors with
the highest observed concentrations were located on elevated terrain in the
90-degree sector southeast of the Westvaco Main Stack  (Monitors 1, 3, 4, 5,
6, 7, 8 and 9).  Because the distances from the Main Stack to these monitors
range from 740 to 1,500 meters, the Westvaco data set principally reflects
the concentrations at these relatively short distances.  Monitor 10  (Stony
Run), which is on elevated terrain 3,400 meters northeast of the Main Stack,
is of particular importance because it is the only monitor at the typical
                                    A-4

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distance from the Main Stack to the Westvaco property boundaries.   The two
other monitors, Monitor 2 and Monitor 11 (Bloomington), are not of major
interest for the purpose of dispersion model evaluation for two reasons.
First, these monitors generally have the lowest observed concentrations.
Second, the distances from the Main Stack to these monitors are within the
distance range for the monitors in the sector southeast of the Main Stack.
The model performance evaluation is therefore restricted to Monitors 1, 3,
4, 5, 6, 7, 8, 9 and 10.

          The S00 concentrations of primary concern for regulatory purposes
                z.
are the maximum annual and the highest of the second-highest 3-hour and
24-hour average concentrations because these concentrations are required to
assess compliance with the current National Ambient Air Quality Standards
(NAAQS) for SO .  If there are inadequacies in the available data base, the
maximum 3-hour and 24-hour average S0_ concentrations may also be of concern
for regulatory purposes (EPA,1978).  Consequently, maximum observed and
calculated annual, 3-hour and 24-hour average concentrations and second-
highest observed and calculated 3-hour and 24-hour average concentrations
will be compared.  For consistency with current EPA policy on the enforce-
ment of the NAAQS, the observed and calculated 3-hour and 24-hour average
concentrations will be for the standard clock hours and calendar days
("block averages").  The effects of "background" (ambient SO  concentrations
attributable to sources other than emissions from the Westvaco Main Stack)
will be removed from the observed concentrations before performing the
comparisons of observed and calculated concentrations.  The background
concentration during each hour will be defined as the minimum observed
concentration if this concentration is above the monitor threshold concentra-
tion of 0.005 parts per million (13 micrograms per cubic meter).  Because
concentrations below 0.005 parts per million are recorded as 0.005 parts
per million in the VJestvaco data set, the background will be defined as
half the monitor threshold concentration (0.0025 parts per million or 6.5
micrograms per cubic meter) if the minimum observed concentration is
recorded as 0.005 parts per million.
                                   A-5

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          The possible pairings of observed and calculated concentrations
for the purpose of model evaluation include (Fox,  1981):  (1)  maximum or
total fields of observed and calculated concentrations paired in space and
time, (2) maximum observed and calculated concentrations  paired in time
only, (3) maximum observed and calculated concentrations  paired in space
only, and (4) maximum observed and calculated concentrations  unpaired in
either space or time.  Because of limitations and  uncertainties in model
source and meteorological inputs, it is not feasible to model the highest
short-term concentrations paired in space and time.   Consequently, only
annual average concentrations paired in space and  time will be compared.
(The air quality data will be used to determine the location of the maximum
annual average concentrations paired in space and  time.)   Model evaluations
of maximum concentrations paired in time only are  based on the premise that
the model can predict the magnitude of the maximum concentration during any
time period with greater accuracy than it can predict the location of the
maximum concentration.  For example, an uncertainty in the transport wind
direction of only a few degrees can lead to large  errors in the hourly
concentrations calculated at fixed monitor locations in spite of the fact
that the model may accurately predict the maximum concentrations at the
downwind distances of the monitors (see Figures E-2 and E-3 of Cramer, et
al. 1976).  Assuming a "perfect model," the highest short-term concentra-
tions calculated over a long period of record at fixed monitor locations
should be in good agreement with the highest concentrations observed during
the same period if the uncertainties in the model's source and meteoro-
logical inputs are random rather than systematic.   For this reason, this
protocol includes a comparison at each monitor of interest of:   (1) the
maximum and second-highest 3-hour and 24-hour average observed and calcu-
lated concentrations unpaired in time, and (2) the 25 highest  1-hour, 3-hour
and 24-hour average observed and calculated concentrations unpaired in
time.  In addition to the comparisons of the highest short-term concentra-
tions paired in space only, the 25-highest 1-hour, 3-hour and  24-hour average
observed and calculated concentrations unpaired in space or time will be
compared because these concentrations are of practical importance in
regulatory decisions.
                                    A-6

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3.        SHORTZ MODEL MODIFICATIONS FOR USE IN THE WESTVACO STUDY

          SHORTZ differs from LUMM in that SHORTZ is a generalized model
designed for application to single or multiple sources in regions of complex
terrain, whereas LUMM is a single-source model specifically designed for
application to the Westvaco Luke Mill.  It has been the experience of the
H. E. Cramer Company that the "universal function" implicit in the SHORTZ
equation for the lateral dispersion coefficient a  adequately accounts for
the effects of vertical wind-direction shear on lateral plume expansion in
most situations (Bjorklund and Bowers, 1982, p. 2-33).  However, based on
an examination of the hourly wind-direction and SO  concentration measure-
ments from the first two quarters of the Westvaco monitoring program, the
H. E. Cramer Company (January 1981) reported to EPA Region III that the
plume from the Westvaco Main Stack is subject to very large vertical wind-
direction shears as it rises through the highly channeled valley flow and
enters the flow above the elevated terrain.  Because of these large wind-
direction shears, our January 1981 report suggested that it would be appro-
priate to modify SHORTZ for application to the Luke Mill by inclusion of
the Cramer, et_ al^. (1972) technique for accounting for the effects of ver-
tical wind-direction shear on crosswind plume expansion.  Following this
approach, the total lateral dispersion coefficient a T is given by
  2    /A8'xx 2
a    +
 y
                                                                        (1)
where a  is the unmodified SHORTZ lateral dispersion coefficient, x is the
downwind distance and A6' is the wind-direction shear in radians for the
layer containing the plume.  We also concluded in our January 1981 report
that the difference in wind direction between the upper levels of Tower No.
1 and Tower No. 2 (the Luke Hill Tower) probably provides the best
available objective indicator of A6*.  We therefore developed a modified
version of SHORTZ for use in the Westvaco model evaluation effort that
incorporates Equation (1).  Parenthetically, Hanna, e£ al. (1982)
independently arrived at similar conclusions about how best to account for
the effects of vertical wind-direction shear in LUMM.

                                   A-7

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4.        MODEL INPUTS

                       Hourly Meteorological Inputs

          In the opinion of Westvaco Corporation,  the hourly meteorological
inputs previously developed by Hanna, _et_ aJL. (1982) for use with LUMM are
an integral part of LUMM.  Because EPA has accepted Westvaco's contention,
the LUMM hourly meteorological inputs for use in the model evaluation will
be as defined in Table A-l of the Hanna, et_ al.  (1982) report except that
the set of artificial north winds will be removed.  The SHORTZ hourly meteor-
ological inputs discussed below were selected to minimize any modifications
of the onsite measurements or substitutions for missing data in order to
preserve the scientific objectivity and validity of the model evaluation.

          The primary SHORTZ hourly meteorological inputs for use in the
model evaluation are listed in Table 1.  Previous work indicates that the
wind-direction measurements most representative of the transport wind direc-
tions vary with the meteorological conditions.  If, for simplicity, wind
directions from only one tower and level are selected for use in the model
calculations, we believe that the wind directions from the 100-meter level
of Tower No. 1 are most representative of the transport wind directions for
all meteorological conditions.  Although the 10-meter level of Tower No. 2
is closest to the elevation of the top of the Main Stack, this level is
likely sheltered by local roughness elements and terrain during hours with
winds toward the monitoring network.  Consequently, we have selected the
30-meter level of Tower No. 2 to obtain the SHORTZ reference level wind
speeds.  As noted in Section 3, we will  use the wind-direction difference
between the upper levels of Towers No. 1 and No. 2 to estimate vertical
wind-direction shear for use in the modified SHORTZ calculations.  The
wind-profile exponents will be estimated from the differences in wind speed
between the upper levels of the two towers, while the vertical potential
temperature gradients will be based on the  differences in temperature
between the top of Tower No. 1 and the 10-meter level of Tower No. 2.  The
ambient air temperatures used in the plume  rise calculations will be from

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                             TABLE 1

           PRIMARY SHORTZ HOURLY METEOROLOGICAL INPUTS
     Input Parameter
    Primary Source
Transport Wind Direction

Reference Level Wind Speed


Vertical Wind-Direction Shear



Wind-Profile Exponent
Vertical Potential Temperature
Gradient
Ambient Air Temperature

Lateral and Vertical Turbulent
Intensities

Mixing Depths
100m Level of Tower No. 1

30m Level of Tower No. 2
(Luke Hill Tower)

Direction Difference between
Upper Levels of Towers
No. 1 and No. 2

Based on Speed Difference between
Upper Levels of Tower No. 1
and No. 2

Based on Temperature Difference
between 10m Level of Tower No. 2
and 100m Level of Tower No. 1

10m Level of Tower No. 2

30m Level of Tower No. 2
A constant value of 1000m
                               A-9

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the 10-meter level of Tower No.  2.   Because Tower No.  2 is upwind of the
Main Stack during hours with winds toward the main monitoring network, we
believe that the turbulent intensities from the 30-meter level of this
tower are most likely to be representative of the turbulence affecting the
plume.  Based on a comparison of onsite minisonde measurements, tower temper-
ature measurements and acoustic sounder measurements,  we previously con-
cluded that the acoustic sounder mixing depths are invalid—a conclusion
also reached by Hanna, _et^ aA. (1982).  It is our opinion from an examination
of the Westvaco data set and preliminary SHORTZ calculations that the plume
from the Main Stack is almost always contained within the surface mixing
layer and that the restriction on vertical mixing usually has no effect on
the ground-level concentrations at the short downwind distances of the air
quality monitors.  Consequently, in the absence of satisfactory measurements
of mixing depths, we will assume a constant mixing depth of 1,000 meters in
the SHORTZ calculations.

          We searched the Westvaco data set to see how many hours during
each year of the 2-year monitoring program would require no data substitu-
tions if we used the primary hourly meteorological inputs in Table 1.
Complete primary hourly inputs are available for 3,608 hours during the
first year and for 5,282 hours during the second year.  If calendar days
are considered, complete hourly inputs are available for 20 days during the
first year and for 140 days during the second year.  Because of the
extremely large number of hours of missing meteorological data during the
first year, only the second year will be considered in the model evaluation
using data substitutions as shown in Table 2.  Although we have serious
reservations about the use of data substitutions because they raise serious
questions about the validity of any conclusions that might be reached about
model performance,  we believe the data substitutions  listed in Table 2
comprise the most objective procedure for developing a complete set of
hourly meteorological inputs for the second year of data.
                                    A-10

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                                 TABLE 2

        DATA SUBSTITUTIONS TO BE USED IN DEVELOPING SHORTZ HOURLY
                          METEOROLOGICAL INPUTS
   Input
  Parameter
Rank of Parameter
      Source
          Parameter Source
Transport Wind
Direction1
        1
        2
        3
        4
        5
100m Level of Tower No.  1
 50m Level of Tower No.  1
 10m Level of Tower No.  1
 30m Level of Tower No.  2
 10m Level of Tower No.  2
Reference Level Wind
Speed2
        1
        2
        3
        4
        5
 30m Level of Tower No.  2
 10m Level of Tower No.  1
 50m Level of Tower No.  1
100m Level of Tower No.  1
 10m Level of Tower No.  2
Vertical Wind-Direction
Shear3
                     Direction Difference between
                     100m Level of Tower No.  1
                     and 30m Level of Tower No.  2
                     Direction Difference between
                     50m Level of Tower No. 1 and
                     30m Level of Tower No. 2
                     Direction Difference between
                     10m Level of Tower No. 1 and
                     30m Level of Tower No. 2
                     Direction Difference between
                     100m Level of Tower No.  1 and
                     10m Level of Tower No. 2
                     Direction Difference between
                     50m Level of Tower No. 1 and
                     10m Level of Tower No. 2
                     Direction Difference between
                     10m Level of Tower No. 1 and
                     10m Level of Tower No. 2
                     Direction Difference between
                     100m and 10m Levels of Tower
                     No. 1
                     Direction Difference between
                     50m and 10m Levels of Tower
                     No. 1
Wind-Profile Exponent1*
                     Based on Speed Difference between
                     100m Level of Tower No.  1 and 30m
                     Level of Tower No.  2
                                   A-11

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                           TABLE 2 (Continued)
   Input
  Parameter
lank  of  Parameter
      Source
         Parameter Source
Wind-Profile Exponent1*
(Continued)
                               7

                               8
                     Based  on  Speed  Difference between
                     50m Level  of  Tower No.  1 and  30m
                     Level  of  Tower  No. 2
                     Based  on  Speed  Difference between
                     10m Level  of  Tower No,  1 and  30m
                     Level  of  Tower  No. 2
                     Based  on  Speed  Difference between
                     100m Level of Tower No.  1 and 10m
                     Level  of  Tower  No. 2
                     Based  on  Speed  Difference between
                     50m Level  of  Tower No.  1 and  10m
                     Level  of  Tower  No. 2
                     Based  on  Speed  Difference between
                     10m Level  of  Tower No.  1 and  10m
                     Level  of  Tower  No. 2
                     Based  on  Speed  Difference between
                     100m and  10m  Levels of  Tower  No.  1
                     Based  on  Speed  Difference between
                     50 and 10m Levels of  Tower  No.  1
Vertical Potential
Temperature Gradient5
                     Based on Temperature Difference
                     between 100m Level of Tower No.  1
                     and 10m Level of Tower No.  2
                     Based on Temperature Difference
                     between 10m Level of Tower  No.  1
                     and 10m Level of Tower No.  2
                     Based on Temperature Difference
                     between 100m and 10m Levels of
                     Tower No.  1
                     Based on Temperature Difference
                     between 30m and 10m Levels  of
                     Tower No.  2
Ambient Air Temperature
                     10m Level of Tower No.  2
                     10m Level of Tower No.  1
                     10m Level of Beryl Tower
Lateral and Vertical
Turbulent Intensities6
        1
        2
        3
        4
        5
 30m Level of Tower No.  2
 10m Level of Tower No.  1
 50m Level of Tower No.  1
100m Level of Tower No.  1
 10m Level of Tower No.  2
                                   A-12

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                       TABLE 2 (Continued)
If no non-variable wind direction is found,  the hour will be flagged by
setting the wind direction equal to 090 degrees and the mixing depth
equal to 1 meter.

Wind speeds above 0, but less than 1 meter per second,  will be set equal
to 1 meter per second.  If all of the wind speeds are calm, the hour will
be flagged by setting the wind direction equal to 090 degrees and the
mixing depth equal to 1 meter.

If none of the data substitutions is possible, the wind-direction shear
will be set equal to zero.

The wind-profile exponent will be set equal to zero if  the calculated
exponent is negative or if none of the data substitutions is possible.
The wind-profile exponent will not be allowed to exceed unity.

If none of the data substitutions is possible, the vertical potential
temperature gradient will be set equal to the moist adiabatic value of
0.003 degrees Kelvin per meter.

If no turbulence measurements are available, the lateral and/or vertical
turbulent intensities entered will be climatological values for the
combination of season, wind-speed and time-of-day categories.
                               A-13

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          The wind-profile exponents for use in the SHORTZ calculations
will be based on the model's assumption that the wind speed at height z
above mean sea level is given by
                       u{z}  =•
                                               z > z
                                u
                                 R
                                                         _
                                                         R
R
                   (2)
where u  is the wind speed at height z  above the surface at a point with
       K                              K
elevation z  above mean sea level.  In the SHORTZ calculations, z  will be
           a                                                     a
defined as the elevation at the base of Tower No. 2 (468 meters MSL) and z
                                                                          K
will be defined as the Tower No. 2 wind-speed measurement height of 30
meters above ground level.  The first line of Equation (2) may be rewritten
as
                                       u /u..
                                                                           (3)
with u  , u  , z  and z1 as defined in Table 3 for the eight possible combin-
ations  of wind-speed inputs.  As shown by Table 3, z  is the height above
ground  level at which u1 is measured and — for the first six choices of
wind-speed  inputs — z  is the height above the base of Tower No. 2 at
which u_ is measured.  Wind-speed measurements from Tower No. 1 alone are
used for the last two choices of wind-speed inputs, and z  for these choices
is  the  height above the base of Tower No. 1 at which u0 is measured.
                                    A-14

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-------
          The vertical potential temperature gradients will be calculated
from the onsite tower temperature measurements using the general expression
                                   (T9(°K)  - T (°K))
                                               	 + 0.01                (4)
Table 4 identifies T?, T  and (z_-z ) for the four choices of temperature
measurements shown in Table 2.

          As noted by the sixth footnote at the bottom of Table 2, we will
use climatological values of the vertical and/or lateral turbulent inten-
sities for the hours with no onsite turbulence measurements.  We analyzed
the wind-speed and turbulence data from the 30-meter level of Tower No. 2
during the second year of the Westvaco monitoring program to determine
median turbulent intensities for each combination of season (winter, spring,
summer and fall), wind-speed category and time-of-day category.  The seasons
were defined in the conventional sense for dispersion modeling.  For example,
winter was comprised of December, January and February.  Time of day was
based on sunrise and sunset and was defined as follows:

     •    Morning - Sunrise plus 1 hour to sunrise plus 5 hours

     •    Afternoon - Sunrise plus 5 hours to sunset minus  1 hour

     •    Evening - Sunset minus 1 hour to sunset plus 2 hours

     e    Night - Sunset plus 2 hours to sunrise plus  1 hour

The resulting median lateral and vertical turbulent intensities are listed
in Tables 5 and 6, respectively.

          We point out that, if the wind during an hour is  calm or variable
at all levels of Tower No. 1 and Tower No. 2, we will  define the calculated
                                    A-16

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                               TABLE  5

   MEDIAN HOURLY  LATERAL  TURBULENT  INTENSITIES AT THE  30-METER LEVEL
             OF TOWER  NO.  2  DURING  THE SECOND YEAR OF  THE
                      WESTVACO MONITORING  PROGRAM
Time
of
Day
Wind Speed (m/sec)
0-1.5
1.6-3.1
3.2-5.1
5.2-8.2
(a) Winter
Night
Morning
Afternoon
Evening
0.45
0.40
0.50
0.55
0.15
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
8.3-10.8

0.25
0.25
0.25
0.25
10.8

0.25
0.25
0.25
0.25
(b) Spring
Night
Morning
Afternoon
Evening
0.45
0.60
0.70
0.55
0.25
0.25
0.45
0.35
0.15
0.25
0.35
0.25
0.25
0.25
0.30
0.25
0.25
0.25
0.25
0.25
A
*
0.25
*
(c) Summer
Night
Morning
Afternoon
Evening
0.45
0.55
0.70
0.60
0.15
0.25
0.35
0.25
0.15
0.25
0.35
0.15
0.20
0.25
0.25
0.25
0.25
0.25
0.25
*
*
*
*
*
(d) Fall
Night
Morning
Afternoon
Evening
0.40
0.45
0.65
0.55
0.15
0.25
0.35
0.25
0.15
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
*
0.25
0.25
*
No observations.
                                  A-18

-------
                                TABLE 6

  MEDIAN HOURLY VERTICAL TURBULENT INTENSITIES AT THE 30-METER LEVEL
             OF TOWER NO. 2 DURING THE SECOND YEAR OF THE
                      WESTVACO MONITORING PROGRAM
Time
of
Day
Wind Speed (m/sec)
0-1.5
1.6-3.1
3.2-5.1
5.2-8.2
(a) Winter
Night
Morning
Afternoon
Evening
0.05
0.15
0.25
0.10
0.05
0.15
0.15
0.15
0.15
0.15
0.15
0.15
(b) Spring
Night
Morning
Afternoon
Evening
0.05
0.30
0.35
0.15
0.05
0.15
0.15
0.15
0.10
0.15
0.15
0.15
0.15
0.15
0.15
0.15
8.3-10.8
10.8

0.15
0.15
0.15
0.15
0.15
0.15
0.15
0.15

0.15
0.15
0.15
0.15
0.15
0.15
0.15
0.15
*
A
0.15
*
(c) Summer
Night
Morning
Afternoon
Evening
0.05
0.20
0.40
0.15
0.05
0.15
0.15
0.05
0.05
0.15
0.15
0.05
0.15
0.15
0.15
0.15
0.15
0.15
0.15
A
A
A
A
A
(d) Fall
Night
Morning
Afternoon
Evening
0.05
0.15
0.25
0.05
0.05
0.15
0.15
0.05
0.05
0.15
0.15
0.15
0.15
0.15
0.15
0.15
0.15
0.15
0.15
0.30
A
0.15
0.15
A
No observations.
                                  A-19

-------
ground-level concentrations for the hour as missing.   Also,  a calculated
3-hour concentration must contain 3 hours of non-missing calculated hourly
concentrations to be considered,  while a 24-hour concentration must contain
18 hours of non-missing calculated hourly concentrations to  be considered.
For example, a 24-hour period with 3 calm (missing) hours will have a "24-
hour average concentration" defined by the 21-hour average concentration
for the 21 hours of non-calm winds.  We will use the same procedure for
hours with missing concentration measurements to obtain the  highest observed
3-hour and 24-hour average concentrations.  Calm winds during hours with
valid concentration measurements will have no effect on our  determination
of the highest observed 1-hour, 3-hour and 24-hour average concentrations.

                               Source Inputs

          Table 7 gives the stack height, stack radius, Universal Transverse
Mercator  (UTM) X and Y coordinates and stack base elevation for the Westvaco
Main Stack.  The other critical SHORTZ hourly source input parameters are
the S0_ emission rate, the actual volumetric emission rate and the stack
exit temperature.  The Westvaco data set includes hourly measurements of
the stack exit temperature, the S0_ emission rate in tons per hour and the
in-stack  SO  concentration in parts per million.  We will use these para-
meters to compute the actual volumetric emission rate  (stack gas flow rate)
from the  expression
322.9 Q   (ton/hr) •  T(°K)
          -
                                                     g
                 V0»3/sec)  -  - S--     -                  (5)

where  'SO  is the S0« emission rate, T  is the stack exit temperature and
         *L          j^                 S
 SO  is the in-stack SO  concentration.  If an hourly S0_ emission rate,
volumetric emission rate or stack exit temperature is missing, we will use
the last reported value.
                                   A-20

-------
                             TABLE 7

                    WESTVACO STACK PARAMETERS
            Parameter
Parameter Value
Stack Height (m)

Stack Radius (m)

Stack Coordinates
  UTM X (m)
  UTM Y (m)

Stack Base Elevation (m MSL)
         189.7

           1.68
     667,091
   4,370,759

         288
                               A-21

-------
                         Receptor and Other Inputs

          Table 8 gives the UTM X and Y coordinates and elevations  of  the
nine air quality monitors to be considered in the model performance evalu-
ation.  Although not shown in Table 7, the hourly concentration measurements
from Monitor 2 (Luke Hill) and Monitor 11 (Bloomington) in addition to the
hourly concentration measurements from the monitoring sites identified in
Table 7 will be used to estimate background concentrations (see Section 3).

          SHORTZ is a highly generalized dispersion model with a large
number of input and output options.  Although detailed SHORTZ user's
instructions are given by Bjorklund and Bowers (1982), we believe that is
is important to identify the values of some of the critical program control
parameters and model constants for use in the Westvaco model evaluation.
As shown by Table 9, SHORTZ will in general be executed in its default
mode.  Because the SO  emission rate will be entered in grams per second,
the units conversion factor TK will be set equal to 381.68 to obtain concen-
trations in parts per million.  (The default value of TK is 10  for concen-
trations in micrograms per cubic meter.)  The elevation above mean sea
level of Tower No. 2 of 468 meters is defined in Table 9 as the weather
station elevation.  The wind measurement height ZR is 30 meters, the height
above ground level of the upper level of Tower No. 2.
5.        MEASURES OF MODEL PERFORMANCE

          To the best of our knowledge, the only study to date which fully
addresses the proposed AMS Measure of Dispersion Model Performance is the
study by Londergan, et al. (1982), who note that (p. 64):
          One conclusion is apparent from even a cursory inspection of the
          ... tables.  The volume of model performance statistics which was
          generated in this study is excessive.  The amount of effort
          required to analyze fully the information contained in these
          tables is prohibitive.  After a limited review, it is also appar-
          ent that many of the statistics are relatively uninformative,
                                    A-22

-------
                        TABLE 8
UNIVERSAL TRANSVERSE MERCATOR (UTM) X AND Y COORDINATES
   AND ELEVATIONS ABOVE MEAN SEA LEVEL (MSL) OF THE
              AIR QUALITY MONITORING SITES
Site
1
3
4
5
6
7
8
9
10 (Stony Run)
Coordinates
UTM X (m)
667,800
667,638
667,639
667,576
667,860
667,320
667,090
667,412
669,766
UTM Y (m)
4,370,360
4,370,259
4,370,060
4,369,729
4,370,604
4,369,780
4,369,277
4,369,278
4,372,851
Ground Elevation
(m MSL)
604
564
603
639
591
637
643
673
504
                      A-23

-------
                                  TABLE 9
       SHORTZ PROGRAM CONTROL PARAMETERS AND MODEL CONSTANTS FOR USE
                  IN THE WESTVACO MODEL EVALUATION STUDY
SHORTZ Input
  Parameter
       Meaning of Parameter
 Parameter Value for the
Westvaco Model Evaluation
        Study
ISW (7)


ISW (9)



TK


ZR


HA


GAMMA 1


GAMMA 2


XRY


ALPHA

IDECAY
ROTATE
 Define as "1" if Terrain Eleva-
 tions Are Used

 Define as "1" for Wind Speed a
 Function of Height AGL Rather
 Than Height MSL

 Units Conversion Factor
 Wind Speed Measurement Height
| Above HA (m)

 Elevation above MSL of Weather
 Station
i
j Adiabatic Plume Rise Entrainment
i Coefficient

 Stable Plume Rise Entrainment
 Coefficient

 Distance Over Which Rectilinear
 Lateral Expansion Occurs (m)

 Lateral Diffusion Coeffient
 Exponential Decay Coefficient
 (sec  )
 Angular Displacement of Receptor
 Grid from True North
        1
        0 (Default Value)
        381.68  (Concentration
        in ppm)

        30
        467.57


        0.60  (Default Value)


        0.66  (Default Value)


        50  (Default Value)


        0.9  (Default Value)

        0  (Default Value)


        0  (Default Value)
                                    A-24

-------
          repetitious, and redundant.  It is not very productive to demon-
          strate, eight times over, many of the general performance charac-
          teristics...  In an effort to follow the AMS workshop recommen-
          dations as closely as possible, TRC and EPA elected to implement
          the full list of performance measures for all the data sets and
          subsets specified.  A thorough review of this final report is
          warranted, with the goal of setting priorities and evaluating the
          usefulness of various measures, in order to provide greater
          flexibility and better focus for future model evaluation exercises.


In view of these comments and our experience to date with the AMS Measures

of Performance (Bowers, 1982; Bowers, et_ _al_. , 1982), this protocol considers

only a meaningful subset of the AMS Measures of Performance.


          Of the numerous AMS Measures of Performance, this protocol uses

two parametric measures.  The first measure of performance is the bias

(average difference between observed and calculated concentrations), which

is defined as
                            ~7      1
                        Axi   =   xoi  -  xci
where x .  is the i   observed concentration, x •  is the i   calculated
concentration and N is the number of paired observed and calculated concen-
trations.   The second measure of performance is a measure of the "noise" in
the results of the model calculations and is provided by the variance of
the differences
      N
-i-  V
N-l  Z__t
                                    A-25
                                                                          (8)

-------
          The August 1981 draft EPA report "Interim Procedures for  Evalua-
ting Air Quality Models" recommends that a model performance evaluation
plan be developed in advance of any model testing.   This plan assigns to
the various measures of model performance specific  numerical values (points)
which are dependent on the objectives of the model  calculations.  For exam-
ple, a first-order objective might be to determine  which model best predicts
the highest concentrations that are required for regulatory decision making
and a second-order objective might be to determine  which model best predicts
total concentration fields.  This model evaluation  protocol has a single
objective, the determination of the best model to be used to establish an
SO. emission limitation for the Westvaco Mill.  As  noted in Section 2, the
Westvaco data set is heavily weighted by concentrations on Westvaco property
at a downwind distance from the Main Stack of about 1 kilometer (eight out
of nine monitors).  Monitor 10 (Stony Run) is the only monitor at the typ-
ical downwind distance of the Westvaco property boundaries.  Because it is
our understanding that the S09 concentrations calculated at and beyond the
Westvaco property boundaries are of primary concern for regulatory  purposes,
comparisons of concentrations paired in space at Monitor 10 are assigned
possible points in this protocol that are four times the corresponding
possible points assigned to each of the eight other monitors.

          Table 10 gives the pairings of observed and calculated concentra-
tions, measures of performance and the points to be assigned to the various
comparisons of observed and calculated concentrations.  The score for each
pairing of maximum and second-highest observed and calculated concentrations
is based on the absolute value of the residual  JAxj and is given by
    {Score Model.}  =   l|X|min ^ MIN{C_/0 ,0/C.} x {Possible Points}        (9)
                         I A. -I I
                                    A-26

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                                                A-28

-------
where
       AX min
MIN{C./0,0/C.}
the absolute value of the minimum residual for either model
                                                              th
                                                                 model
the absolute value of the residual for the i
the minimum for the i   model of the ratio of calculated
and observed concentrations (C/0) and the ratio of
observed and calculated concentrations (0/C)
The score calculated from Equation (9) is rounded to the nearest integer.
It follows from Equation (9) that the only model with the potential to be
awarded all of the possible points is the model with the minimum residual.
The first of the scores for each pairing of the 25 highest observed and
calculated concentrations is also given by Equation (9) with biases substi-
tuted for residuals and average concentrations substituted for maximum or
second-highest concentrations.  The second of the scores for each pairing
of the 25 highest observed and calculated short-term concentrations is
given by
       {Score Model.}  =  MIN{o" .2/a 2,
                   i           ci   o '
                        2    2
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                       o   ci
(10)
where
          a .    =  the variance of the calculated concentrations
           ci      ,.    ,   .tn    , .
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          a     =  the variance of the observed concentrations
           o
The score calculated from Equation (10) is also rounded to the nearest
integer.
                                   A-29

-------
          Table 11 shows the computation of the maximum possible  points
from Table 10 and Table 12 gives the allocation of these points by  model
performance attribute.   Of the 602 possible points overall,  260 points
(about 43 percent) are  assigned to the concentration comparisons  of concern
for regulatory decision makers (the maximum annual and short-term average
concentrations and the  second-highest short-term average concentrations).
Of the 372 possible points overall for the maximum, second-highest  and  25
highest short-term concentrations paired in space only, 124  points  are
assigned to Monitor 10  because it is the only monitor at the typical dis-
tance of concern for setting an SO  emission limitation.  We have assigned
75 percent of the 342 available points for the 25 highest concentrations
paired in space only and unpaired in space or time to absence of  bias
because we consider absence of bias in dispersion model predictions to  be
of critical importance.  More points are allocated to the two measures  of
performance for the 25  highest short-term concentrations paired in  space
only than to the performance measures for the 25 highest short-term concen-
trations unpaired in space or time because we believe that the comparisons
of the highest concentrations paired in space are scientifically  more signi-
ficant than the comparisons of the the highest unpaired concentrations.
The model to be used in the dispersion model calculations to set  an SO
emission limitation for the Westvaco Mill will be the model with the highest
score.
                                    A-30

-------
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                                            A-31

-------
                 TABLE
ALLOCATION OF POSSIBLE POINTS ACCORDING TO
        MODEL PERFORMANCE ATTRIBUTE
Model Performance Attribute
Ability to Predict Maximum 3-Hour and 24-Hour
Average Concentrations Unpaired in Space or
Time
Ability to Predict Maximum 3-Hour and 24-Hour
Average Concentrations Paired in Space Only
Ability to Predict Maximum Annual Average
Concentrations Paired in Space and Time
or in Time Only
Ability to Predict Second-Highest 3-Hour and
24-Hour Average Concentrations Unpaired in
Space or Time
Ability to Predict Second-Highest 3-Hour and
24-Hour Average Concentrations Paired in
Space Only
Absence of Bias in Predicting the 25 Highest
Short-Term Concentrations Unpaired in Space
or Time
Absence of Bias in Predicting the 25 Highest
Short-Term Concentrations Paired in Space
Only
Variances of 25 Highest Observed and Calcu-
lated Short-Term Concentrations Unpaired in
Space or Time Do Not Differ
Variances of 25 Highest Observed and Calcu-
lated Short-Term Concentrations Paired in
Space Only Do Not Differ
Total
Possible
Points
40
48
40
60
72
75
180
15

72
602
Percent of Maximum
Possible Points
7
8
7
10
12
12
30
2

12
100
                    A-32

-------
                                REFERENCES
Bjorklund, J.  R.  and J.  F.  Bowers, 1982:  User's instructions for the SHORTZ
          and  LONGZ computer programs.   EPA Reports EPA-903/9-82-004a and
          004b (in publication),  U. S.  Environmental Protection Agency,
          Region  III, Philadelphia, PA.

Bowers, J. F., 1982:  Scientific  review of the ten rural dispersion models
          under consideration by  the U. S. Environmental Protection Agency
          for  possible inclusion  in the next Guideline on -Air Quality Models,
          Paper prepared for the  AMS Steering Committee for the cooperative
          agreement between the American Meteorological Society and the U.
          S.  Environmental Protection Agency.

Bowers, J. F. , A. J. Anderson and W. R. Hargraves, 1982:  Tests of the
          Industrial Source Complex (ISC) Dispersion Model at the Armco
          Middletown, Ohio Steel  Mill.   EPA Report No. EPA-450/4-82-006
          prepared for U. S. Environmental Protection Agency, Research
          Triangle Park, NC.

Cramer, H. E., et^ ad., 1972:  Development of dosage models and concepts.
          Final~~Report under Contract DAAD09-67-C-0020(R) with the U. S.
          Army, Deseret Test Center Report DTC-TR-72-609, Fort Douglas,
          UT.

Cramer, H. E., H. V. Geary and J. F. Bowers, 1975:  Diffusion-model
          calculations of long-term and short-term ground-level SO
          concentrations in Allegheny County, Pennsylvania.  EPA Report
          903/9-75-018 (NTIS Accession No. PB 245262/AS), U. S.
          Environmental Protection Agency, Region III, Philadelphia, PA.

Cramer, H. E., J. F. Bowers and H. V. Geary, 1976:  Assessment of the air
          quality impact of SO- emissions from the ASARCO-Tacoma smelter.
          EPA  Report No. EPA 910/9-76-028, U. S. Environmental Protection
          Agency, Region X, Seattle, WA.

Cramer Company, H. E., 1981:  Westvaco Luke, Maryland monitoring program:
          Data analysis and dispersion model evaluation (first two quarters),
          H.  E. Cramer Company, Inc. Technical Report TR-81-202-01 prepared
          for  the U. S.  Environmental Protection Agency under subcontract
          to  Research Triangle Institute, Research Triangle Park, NC.

Environmental  Protection Agency,  1978:   Guideline on air quality models.
          EPA  Report No. EPA-450/2-78-027, OAQPS No. 1.2-080, U. S.
          Environmental Protection Agency, Research Triangle Park, NC.

Fox, D. G.,  1981:  Judging air quality model performance:  A summary of the
          AMS  Workshop on Dispersion Model Performance.  Bulletin American
          Meteorological Society, 62(5), 599-609.
                                     A-33

-------
                          REFERENCES (Continued)
Hanna, S. , _et_ _a!L. , 1982:  Diffusion model development and evaluation  and
          emission limitations at the Westvaco Luke Mill.  Document PA439,
          Environmental Research & Technology, Inc., Concord, MA.

Londergan, R. J., et^ juL. , 1982:  Evaluation of rural air quality  simulation
          models.  TRC Project 1713-R80 prepared for U. S. Environmental
          Protection Agency, Research Triangle Park, NC.
                                     A-34

-------
                                APPENDIX>B
              ANALYSIS OF OBSERVED HOURLY SO  CONCENTRATIONS
          This appendix presents the results of the H. E. Cramer Company's
analysis of the observed hourly S0? concentrations reported by Environmental
P,esearch & Technology, Inc. (ERT) to the U. S. Environmental Protection
Agency (EPA) Region III for the second year of the Westvaco monitoring
program.  The 25 highest short-term (1-hour, 3-hour and 24-hour average)
observed (minus background) concentrations at Monitors 1, 3, 4, 5, 6, 7, 8,
9 and 10 are listed in Tables B-l through B-9.  See Appendix A for a discus-
sion of the procedures used to calculate hourly background concentrations
(concentrations attributable to emissions from sources other than the West-
vaco Main Stack).   The observed (with background) and observed (minus back-
ground) annual average S0_ concentrations at the nine monitors of concern
for the model evaluation are given in Table B-10.  Based on Tables B-l
through B-9, the 25 highest 1-hour, 3-hour and 24-hour average observed
(minus background) S09 concentrations at all of the nine monitors of
concern are respectively given in Tables B-ll, B-12 and B-13.
                                    Br-1

-------
                                  TABLE B-l
TWENTY-FIVE HIGHEST OBSERVED (MINUS BACKGROUND)  SHORT-TERM S02 CONCENTRATIONS
   AT MONITOR 1 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
22 Oct 81 (07)
13 Jan 81 (04)
13 Jan 81 (02)
19 Nov 81 (08)
13 Jan 81 (03)
22 Oct 81 (08)
21 Oct 81 (09)
03 Apr 81 (08)
08 Apr 81 (06)
06 Jul 81 (20)
08 Feb 81 (01)
09 Nov 81 (06)
19 Nov 81 (09)
16 Feb 81 (01)
26 Nov 81 (24)
08 Apr 81 (08)
25 Jan 81 (08)
13 Jan 81 (05)
19 Feb 81 (09)
21 Aug 81 (08)
04 Nov 81 (11)
09 Nov 81 (08)
05 Oct 81 (03)
27 Nov 81 (01)
04 Dec 81 (04)
Concentration
(ppm)
0.7285
0.7160
0.6835
0.6780
0.6130
0.6085
0.5535
0.5155
0.5095
0.5065
0.4955
0.4935
0.4760
0.4535
0.4485
0.4455
0.4410
0.4355
0.4355
0.4345
0.4240
0.4135
0.4115
0.4090
0.4090
3-Hour Average
Concentrations
Date
(Period)
22 Oct 81 (3)
19 Nov 81 (3)
13 Jan 81 (1)
13 Jan 81 (2)
06 Jul 81 (7)
09 Nov 81 (2)
12 Nov 81 (8)
08 Feb 81 (1)
09 Nov 81 (3)
05 Dec 80 (8)
08 Apr 81 (3)
25 Jan 81 (3)
09 Nov 81 (1)
22 Apr 81 (3)
03 Apr 81 (3)
08 Apr 81 (2)
19 Feb 81 (4)
21 Aug 81 (3)
13 Jan 81 (3)
21 Oct 81 (3)
03 Apr 81 (2)
29 Dec 80 (1)
07 May 81 (2)
29 Dec 80 (4)
27 Nov 81 (1)
Concentration
(ppm)
0.5412
0.5158
0.4620
0.4612
0.3768
0.3528
0.3125
0.3082
0.3065
0.2992
0.2982
0.2890
0.2850
0.2675
0.2672
0.2655
0.2460
0.2385
0.2380
0.2298
0.2135
0.2117
0.2088
0.2070
0.2045
24-Hour Average
Concentrations
Date
13 Jan 81
29 Dec 80
09 Nov 81
22 Oct 81
05 Dec 80
19 Nov 81
04 Dec 80
06 Jul 81
03 Apr 81
21 Aug 81
08 Feb 81
07 May 81
12 Nov 81
25 Jan 81
19 Feb 81
26 Feb 81
26 Nov 81
20 Oct 81
16 Feb 81
21 Oct 81
14 Feb 81
26 Sep 81
12 Jun 81
18 Aug 81
16 Dec 80
Concentration
(ppm)
0.1666
0.1375
0.1330
0.1113
0.0974
0.0863
0.0849
0.0847
0.0779
0.0681
0.0665
0.0661
0.0605
0.0589
0.0565
0.0558
0.0537
0.0524
0.0516
0.0505
0.0494
0.0483
0.0481
0.0469
0.0467
                                     B-2

-------
                                  TABLE B-2
TWENTY-FIVE HIGHEST OBSERVED (MINUS BACKGROUND) SHORT-TERM S02 CONCENTRATIONS
   AT MONITOR 3 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14 '
15
16
17
18
19
20
21
2.2
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
13 Jan 81 (02)
13 Jan 81 (03)
22 Oct 81 (08)
19 Nov 81 (09)
13 Nov 81 (21)
06 Jan 81 (04)
06 Jan 81 (03)
20 Oct 81 (24)
03 Apr 81 (08)
22 Oct 81 (07)
26 Aug 81 (09)
13 Jan 81 (04)
01 Apr 81 (11)
08 Feb 81 (01)
19 Nov 81 (08)
09 Nov 81 (02)
14 Feb 81 (21)
14 Nov 81 (12)
11 Apr 81 (04)
12 Jun 81 (08)
18 Aug 81 (09)
26 Nov 81 (24)
04 Nov 81 (11)
28 Jun 81 (09)
20 Oct 81 (23)
Concentration
(ppm)
0.6475
0.6110
0.5735
0.5580
0.5375
0.5300
0.4855
0.4735
0.4705
0.4665
0.4555
0.4150
0.3895
0.3855
0.3810
0.3725
0.3660
0.3655
0.3595
0.3575
0.3535
0.3505
0.3450
0.3415
0.3345
3-Hour Average
Concentrations
Date
(Period)
13 Jan 81 (1)
22 Oct 81 (3)
19 Nov 81 (3)
13 Jan 81 (2)
06 Jan 81 (2)
20 Oct 81 (8)
06 Jan 81 (1)
13 Nov 81 (7)
06 Jan 81 (8)
09 Nov 81 (2)
01 Apr 81 (4)
09 Nov 81 (1)
08 Apr 81 (3)
11 Apr 81 (2)
08 Feb 81 (1)
14 Nov 81 (4)
22 Apr 81 (3)
06 Jan 81 (5)
12 Nov 81 (8)
21 Aug 81 (3)
14 Nov 81 (2)
13 Nov 81 (2)
27 Nov 81 (1)
03 Apr 81 (3)
26 Aug 81 (3)
Concentration
(ppm)
0.4337
0.3842
0.3478
0.3085
0.2890
0.2775
0.2702
0.2575
0.2490
0.2302
0.2297
0.2288
0.2122
0.2105
0.2068
0.2038
0.1945
0.1858
0.1858
0.1848
0.1818
0.1815
0.1778
0.1758
0.1722
24-Hour Average
Concentrations
Date
06 Jan 81
13 Jan 81
13 Nov 81
29 Dec 80
14 Nov 81
09 Nov 81
22 Oct 81
19 Nov 81
21 Aug 81
20 Oct 81
14 Feb 81
07 May 81
11 Apr 81
24 Mar 81
03 Apr 81
26 Nov 81
22 Apr 81
15 Oct 81
12 Jun 81
19 Feb 81
18 Aug 81
23 Dec 80
08 Feb 81
21 Oct 81
01 Apr 81
Concentration
(ppm)
0.1585
0.1309
0.1083
0.0968
0.0906
0.0884
0.0787
0.0681
0.0623
0.0539
0.0533
0.0498
0.0495
0.0480
0.0471
0.0468
0.0421
0.0407
0.0403
0.0401
0.0397
0.0392
0.0378
0.0375
0.0375
                                      B-3

-------
                                  TABLE B-3
TWENTY-FIVE HIGHEST OBSERVED (MINUS BACKGROUND)  SHORT-TERM S02 CONCENTRATIONS
   AT MONITOR 4 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14 '
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
13 Jan 81 (03)
19 Feb 81 (10)
06 Jan 81 (03)
22 Apr 81 (08)
13 Jan 81 (02)
13 Jan 81 (05)
14 Feb 81 (21)
19 Feb 81 (11)
13 Nov 81 (04)
06 Jan 81 (23)
12 Jun 81 (08)
14 Nov 81 (12)
22 Oct 81 (08)
22 Oct 81 (07)
12 Nov 81 (23)
21 Aug 81 (04)
19 Feb 81 (09)
13 Jar. 81 (04)
13 Nov 81 (01)
19 Jun 81 (09)
21 Aug 81 (02)
15 Oct 81 (02)
21 Aug 81 (08)
06 Jan 81 (02)
08 Feb 81 (01)
Concentration
(ppm)
0.8740
0.6255
0.5215
0.5080
0.4795
0.4775
0.4510
0.4415
0.4285
0.4125
0.4035
0.3905
0.3895
0.3845
0.3615
0.3385
0.3375
0.3340
0.3235
0.3075
0.3075
0.3055
0.3045
0.3015
0.3015
3-Hour Average
Concentrations
Date
(Period)
13 Jan 81 (1)
19 Feb 81 (4)
13 Jan 81 (2)
22 Oct 81 (3)
06 Jan 81 (1)
22 Apr 81 (3)
12 Nov 81 (8)
06 Jan 81 (8)
13 Nov 81 (2)
21 Aug 81 (3)
13 Nov 81 (1)
14 Nov 81 (4)
08 Feb 81 (1)
14 Feb 81 (7)
04 Dec 80 (8)
21 Aug 81 (1)
13 Jan 81 (3)
12 Jun 81 (3)
16 Feb 81 (1)
08 May 81 (1)
15 Oct 81 (1)
20 Oct 81 (8)
21 Aug 81 (2)
13 Nov 81 (3)
01 Apr 81 (4)
Concentration
(ppm)
0.4560
0.3733
0.3528
0.3165
0.3005
0.2775
0.2722
0.2687
0.2675
0.2348
0.2318
0.2275
0.2158
0.2138
0.2032
0.2015
0.1850
0.1845
0.1768
0.1708
0.1688
0.1665
0.1658
0.1658
0.1587
24-Hour Average
Concentrations
Date
13 Jan 81
06 Jan 81
13 Nov 81
14 Nov 81
21 Aug 81
19 Feb 81
22 Apr 81
04 Dec 80
14 Feb 81
26 Nov 81
22 Oct 81
24 Mar 81
07 May 81
12 Nov 81
16 Feb 81
18 Aug 81
08 Feb 81
05 Dec 80
18 Mar 81
27 Dec 80
27 Feb 81
26 Sep 81
25 Jan 81
04 May 81
15 Oct 81
Concentration
(ppm)
0.1419
0.1147
0.1097
0.0805
0.0787
0.0703
0.0574
0.0571
0.0568
0.0511
0.0508
0.0498
0.0482
0.0472
0.0457
0.0423
0.0418
0.0418
0.0355
0.0350
0.0347
0.0347
0.0344
0.0343
0.0339
                                      B-4

-------
                                  TABLE B-4
TWENTY-FIVE HIGHEST OBSERVED (MINUS BACKGROUND) SHORT-TERM S02 CONCENTRATIONS
   AT MONITOR 5 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
17
18
19
20
21
2.2
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
21 Aug 81 (03)
27 Nov 81 (01)
13 Nov 81 (02)
13 Nov 81 (05)
13 Nov 81 (06)
13 Jan 81 (03)
25 Jan 81 (24)
21 Sep 81 (02)
29 Dec 80 (01)
14 Feb 81 (22)
22 Apr 81 (07)
21 Sep 81 (03)
16 Feb 81 (01)
01 May 81 (04)
04 Dec 80 (20)
17 Jul 81 (21)
16 Feb 81 (02)
21 Aug 81 (02)
22 Apr 81 (08)
26 Sep 81 (06)
13 Nov 81 (04)
20 May 81 (08)
08 Apr 81 (05)
01 May 81 (03)
26 Nov 81 (01)
Concentration
(ppm)
0.8935
0.7750
0.7625
0.7585
0.7145
0.6550
0.6515
0.6365
0.5970
0.5770
0.5265
0.4945
0.4875
0.4735
0.4430
0.4415
0.4335
0.4305
0.4130
0.4035
0.3975
0.3835
0.3725
0.3685
0.3680
3-Hour Average
Concentrations
Date
(Period)
13 Nov 81 (2)
21 Aug 81 (1)
16 Feb 81 (1)
21 Sep 81 (1)
22 Apr 81 (3)
14 Feb 81 (8)
13 Nov 81 (1)
04 Dec 80 (7)
27 Nov 81 (1)
29 Dec 80 (1)
25 Jan 81 (8)
01 May 81 (1)
26 Sep 81 (2)
01 May 81 (2)
22 Dec 80 (2)
13 Jan 81 (1)
16 Dec 80 (3)
06 Feb 81 (1)
24 Mar 81 (2)
29 Dec 80 (6)
26 Nov 81 (1)
13 Jan 81 (4)
05 Aug 81 (8)
12 Jun 81 (3)
29 Dec 80 (3)
Concentration
(ppm)
0.6235
0.4518
0.4062
0.4038
0.3902
0.3597
0.2975
0.2743
0.2665
0.2577
0.2538
0.2382
0.2375
0.2252
0.2233
0.2227
0.2190
0.2095
0.1975
0.1863
0.1773
0.1717
0.1662
0.1582
0.1578
24-Hour Average
Concentrations
Date
13 Nov 81
29 Dec 80
16 Feb 81
13 Jan 81
21 Aug ,.81
01 May 81
22 Apr 81
14 Feb 81
21 Sep 81
17 Aug 81
04 Dec 80
24 Mar 81
26 Nov 81
22 Dec 80
26 Sep 81
17 Jul 81
25 Jan 81
14 Nov 81
16 Dec 80
20 May 81
19 Feb 81
06 Jan 81
09 Jan 81
08 Apr 81
27 Nov 81
Concentration
(ppm)
0.1546
0.1015
0.0828
0.0816
0.0813
0.0812
0.0760
0.0742
0.0684
0.0647
0.0608
0.0607
0.0522
0.0510
0.0499
0.0494
0.0471
0.0448
0.0425
0.0400
0.0391
0.0379
0.0374
0.0364
0.0356
                                      B-5

-------
                                  TABLE B-5
TWENTY-FIVE HIGHEST OBSERVED (MINUS BACKGROUND)  SHORT-TERM S02 CONCENTRATIONS
   AT MONITOR 6 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
13 Jan 81 (04)
19 Nov 81 (09)
08 Apr 81 (07)
08 Apr 81 (08)
08 Apr 81 (06)
16 Feb 81 (01)
08 Apr 81 (05)
04 Nov 81 (11)
13 Nov 81 (21)
05 Dec 80 (17)
29 Mar 81 (04)
05 Nov 81 (11)
27 Nov 81 (01)
15 Feb 81 (09)
19 Nov 81 (10)
19 Nov 81 (11)
03 Apr 81 (05)
26 Nov 81 (24)
29 Mar 81 (05)
28 Feb 81 (10)
05 Dec 80 (24)
13 Jan 81 (05)
14 Feb 81 (21)
13 Nov 81 (20)
24 May 81 (02)
Concentration
(ppm)
0.8660
0.8250
0.8165
0.7825
0.7585
0.7125
0.6915
0.6670
0.6325
0.5910
0.5545
0.4865
0.4730
0.4635
0.4510
0.4445
0.4415
0.4395
0.4365
0.4285
0.4245
0.4215
0.4210
0.4125
0.3970
3-Hour Average
Concentrations
Date
(Period)
08 Apr 81 (3)
08 Apr 81 (2)
13 Jan 81 (2)
29 Mar 81 (2)
19 Nov 81 (3)
13 Nov 81 (7)
04 Nov 81 (4)
03 Apr 81 (2)
19 Nov 81 (4)
03 Apr 81 (3)
27 Nov 81 (1)
05 Dec 80 (6)
05 Dec 80 (7)
05 Dec 80 (8)
16 Feb 81 (1)
17 Jan 81 (7)
15 Feb 81 (3)
13 Jan 81 (1)
28 Feb 81 (4)
14 Nov 81 (4)
09 Dec 80 (7)
13 Jan 81 (3)
04 Dec 80 (4)
05 Nov 81 (4)
02 Dec 80 (2)
Concentration
(ppm)
0.6142
0.5268
0.5135
0.4435
0.4228
0.3648
0.3382
0.3332
0.3048
0.2978
0.2942
0.2938
0.2752
0.2715
0.2672
0.2542
0.2528
0.2473
0.2455
0.2412
0.2375
0.2203
0.2132
0.2127
0.2122
24-Hour Average
Concentrations
Date
08 Apr 81
13 Jan 81
05 Dec 80
13 Nov 81
17 Jan .,81
02 Jan 81
14 Nov 81
29 Dec 80
03 Apr 81
14 Dec 80
19 Nov 81
07 Oct 81
28 Nov 81
16 Feb 81
27 Nov 81
13 Dec 80
10 Dec 80
28 Feb 81
29 Nov 81
17 Nov 81
04 Dec 80
12 Nov 81
18 Nov 81
16 May 81
20 Mar 81
Concentration
(ppm)
0.1501
0. 1432
0. 1299
0. L274
0.1257
0.1232
0.1219
0.1195
0.1191
0.1144
0.1082
0.1035
0.0983
0.0945
0.0897
0.0883
0.0862
0.0853
0.0831
0.0817
0.0799
0.0786
0.0774
0.0752
0.0746
                                      B-6

-------
                                  TABLE B-6
TWENTY-FIVE HIGHEST OBSERVED (MINUS BACKGROUND) SHORT-TERM S02 CONCENTRATIONS
   AT MONITOR 7 DURING THE SECOND YEAR OF THE WESTVAGO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
13 Nov 81 (05)
13 Nov 81 (02)
13 Nov 81 (06)
13 Nov 81 (01)
29 Dec 80 (01)
08 Feb 81 (01)
13 Nov 81 (04)
16 Feb 81 (01)
25 Jan 81 (24)
20 Aug 81 (24)
09 Jan 81 (04)
07 Feb 81 (24)
18 Aug 81 (23)
18 Oct 81 (05)
01 May 81 (04)
13 Mar 81 (03)
20 May 81 (08)
22 Apr 81 (08)
26 Sep 81 (06)
22 Apr 81 (07)
14 May 81 (08)
17 Jul 81 (21)
12 Nov 81 (23)
18 Aug 81 (22)
13 Jan 81 (03)
Concentration
(ppm)
0.8525
0.8475
0.7525
0.6685
0.6380
0.6355
0.6245
0.6035
0.5935
0.5705
0.5070
0.5040
0.4915
0.4875
0.4855
0.4565
0.4415
0.4390
0.4385
0.4325
0.4305
0.4285
0.4145
0.4135
0.4110
3-Hour Average
Concentrations
Date
(Period)
13 Nov 81 (2)
13 Nov 81 (1)
16 Feb 81 (1)
22 Apr 81 (3)
18 Aug 81 (8)
08 Feb 81 (1)
12 Nov 81 (8)
06 Jan 81 (8)
20 Aug 81 (8)
29 Dec 80 (1)
01 May 81 (2)
26 Sep 81 (2)
22 Apr 81 (2)
14 Feb 81 (8)
16 Dec 80 (3)
25 Jan 81 (8)
19 Aug 81 (2)
22 Mar 81 (3)
14 May 81 (3)
09 Jan 81 (2)
07 Feb 81 (8)
21 Mar 81 (8)
08 May 81 (1)
04 Dec 80 (7)
04 Dec 80 (8)
Concentration
(ppm)
0.7432
0.6575
0.3748
0.3712
0.3578
0.3362
0.3258
0.2690
0.2605
0.2600
0.2598
0.2588
0.2525
0.2340
0.2320
0.2248
0.2165
0.2058
0.2017
0.1987
0.1947
0.1892
0.1868
0.1867
0.1852
24-Hour Average
Concentrations
Date
29 Dec 80
22 Apr 81
12 Nov 81
26 Sep 81
01 May 81
16 Feb 81
14 Feb 81
18 Aug 81
04 Dec 80
20 Aug 81
13 Jan 81
30 Sep 81
08 Feb 81
09 Jan 81
17 Jul 81
06 Jan 81
07 May 81
19 Aug 81
24 Mar 81
28 Dec 80
20 May 81
18 Oct 81
22 Mar 81
17 Aug 81
16 Dec 80
Concentration
(ppm)
0.0994
0.0947
0.0707
0.0688
0.0686
0.0666
0.0626
0.0617
0.0589
0.0571
0.0556
0.0526
0.0505
0.0501
0.0477
0.0475
0.0461
0.0458
0.0444
0.0442
0.0438
0.0420
0.0419
0.0414
0.0406
                                      B-7

-------
                                  TABLE B-7
TWENTY-FIVE HIGHEST OBSERVED (MINUS BACKGROUND)  SHORT-TERM S02 CONCENTRATIONS

   AT MONITOR 8 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
13 Nov 81 (02^
13 Nov 81 (05)
27 Nov 81 (01)
20 Aug 81 (24)
21 Sep 81 (02)
04 Dec 80 (21)
01 May 81 (04)
13 Nov 81 (04)
14 Nov 81 (13)
08 May 81 (01)
28 Dec 80 (19)
29 Dec 80 (09)
01 May 81 (01)
22 Apr 81 (08)
01 May 81 (05)
30 Sep 81 (09)
14 Feb 81 (21)
13 Nov 81 (06)
04 Dec 80 (20)
21 Sep 81 (03)
13 Jan 81 (12)
09 Jan 81 (04)
03 Nov 81 (08)
18 Oct 81 (05)
29 Dec 80 (10)
Concentration
(ppm)
0.8435
0.8215
0.8070
0.6695
0.5185
0.4910
0.4565
0.4195
0.4135
0.3945
0.3705
0.3640
0.3525
0.3410
0.3225
0.3220
0.3210
0.3175
0.3150
0.3105
0.3070
0.3060
0.3045
0.3015
0.2970
3-Hour Average
Concentrations
Date
(Period)
13 Nov 81 (2)
13 Nov 81 (1)
01 May 81 (2)
21 Sep 81 (1)
04 Dec 80 (7)
01 May 81 (1)
27 Nov 81 (1)
20 Aug 81 (8)
22 Apr 81 (3)
21 Mar 81 (8)
22 Apr 81 (2)
29 Dec 80 (3)
28 Dec 80 (7)
14 Feb 81 (8)
14 Nov 81 (5)
30 Sep 81 (3)
06 Feb 81 (1)
19 Aug 81 (2)
24 Nov 81 (1)
13 Jan 81 (4)
29 Dec 80 (4)
04 Dec 80 (8)
20 Aug 81 (1)
08 May 81 (1)
09 Jan 81 (2)
Concentration
(ppm)
0.5195
0.3325
0.3012
0.2772
0.2743
0.2722
0.2702
0.2682
0.2625
0.1938
0.1905
0.1882
0.1848
0.1713
0.1695
0.1677
0.1605
0.1525
0.1398
0.1397
0.1377
0.1372
0.1362
0.1332
0.1297
24-Hour Average
Concentrations
Date
13 Nov 81
01 May 81
29 Dec 80
22 Apr 81
26 Nov ,,81
04 Dec 80
30 Sep 81
20 Aug 81
28 Dec 80
21 Sep 81
14 Feb 81
13 Jan 81
20 May 81
09 Jan 81
27 Nov 81
18 Oct 81
14 Nov 81
23 Nov 81
06 Jan 81
22 Dec 80
19 Aug 81
24 Mar 81
12 Nov 81
05 Dec 80
24 Nov 81
Concentration
(ppm)
0.1255
0.0820
0.0752
0.0656
0.0640
0.0639
0.0591
0.0540
0.0525
0.0509
0.0504
0.0463
0.0462
0.0435
0.0431
0.0400
0.0396
0.0346
0.0345
0.0338
0.0314
0.0310
0.0304
0.0303
0.0298
B
                                       —

-------
                                  TABLE B-8
TWENTY-FIVE HIGHEST OBSERVED (MINUS BACKGROUND)  SHORT-TERM S02  CONCENTRATIONS
   AT MONITOR 9 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14 '
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
21 Aug 81 (03)
13 Nov 81 (05)
16 Feb 81 (02)
01 May 81 (01)
01 May 81 (04)
29 Dec 80 (09)
27 Nov 81 (01)
21 Sep 81 (02)
22 Apr 81 (07)
14 Feb 81 (22)
13 Nov 81 (06)
08 Feb 81 (01)
13 Nov 81 (02)
18 Oct 81 (05)
21 Sep 81 (03)
01 May 81 (05)
07 May 81 (24)
14 Feb 81 (23)
13 Jan 81 (12)
22 Apr 81 (06)
01 May 81 (03)
22 Apr 81 (08)
17 Jul 81 (21)
04 Dec 80 (21)
18 Aug 81 (23)
Concentration
(ppra)
0.7095
0.6225
0.6185
0.6095
0.6035
0.5900
0.5580
0.5485
0.5325
0.4930
0.4835
0.4685
0.4275
0.4235
0.4085
0.3965
0.3965
0.3810
0.3680
0.3645
0.3515
0.3430
0.3295
0.3190
0.3155
3-Hour Average
Concentrations
Date
(Period)
13 Nov 81 (2)
01 May 81 (1)
01 May 81 (2)
22 Apr 81 (3)
14 Feb 81 (8)
21 Sep 81 (1)
16 Feb 81 (1)
21 Aug 81 (1)
08 Feb 81 (1)
29 Dec 80 (3)
19 Aug 81 (2)
04 Dec 80 (7)
18 Aug 81 (8)
27 Nov 81 (1)
24 Mar 81 (2)
22 Dec 80 (2)
14 Nov 81 (5)
30 Sep 81 (3)
13 Nov 81 (1)
13 Jan 81 (4)
21 Mar 81 (8)
07 May 81 (8)
03 Nov 81 (3)
26 Sep 81 (2)
23 Nov 81 (8)
Concentration
(ppm)
0.4728
0.4008
0.3832
0.3612
0.3557
0.3198
0.2685
0.2575
0.2188
0.2185
0.2162
0.2000
0.1902
0.1885
0.1532
0.1490
0.1482
0.1453
0.1442
0.1427
0.1375
0.1375
0.1363
0.1325
0.1278
24-Hour Average
Concentrations
Date
01 May 81
13 Nov 81
14 Feb 81
22 Apr 81
26 Nov 81
29 Dec 80
16 Feb 81
30 Sep 81
19 Aug 81
21 Sep 81
09 Jan 81
24 Mar 81
04 Dec 80
07 May 81
22 Dec 80
17 Aug 81
14 Nov 81
08 Feb 81
21 Aug 81
20 May 81
17 Jul 81
27 Nov 81
23 Nov 81
18 Oct 81
13 Jan 81
Concentration
(ppm)
0.1099
0.1070
0.0699
0.0679
0.0607
0.0588
0.0551
0.0532
0.0530
0.0511
0.0460
0.0450
0.0439
0.0428
0.0422
0.0417
0.0415
0.0408
0.0405
0.0395
0.0368
0.0351
0.0313
0.0297
0.0284
                                     B-9

-------
                                  TABLE B-9
TWENTY-FIVE HIGHEST OBSERVED (MINUS BACKGROUND)  SHORT-TERM S02 CONCENTRATIONS
   AT MONITOR 10 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14 '
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
06 Feb 81 (09)
06 Jan 81 (10)
15 Aug 81 (10)
08 Jun 81 (23)
06 Jan 81 (11)
18 Jun 81 (08)
23 Apr 81 (10)
06 Oct 81 (06)
09 Jan 81 (10)
09 Jan 81 (11)
15 Aug 81 (09)
09 Jan 81 (09)
18 Jun 81 (07)
08 Apr 81 (09)
20 Jul 81 (10)
21 Jun 81 (08)
11 Mar 81 (05)
30 Sep 81 (13)
25 Sep 81 (10)
05 Jul 81 (11)
30 May 81 (09)
13 Jan 81 (10)
03 Jan 81 (11)
30 May 81 (10)
23 Dec 80 (05)
Concentration
(ppm)
0.2105
0.2055
0.2055
0.1785
0.1765
0.1685
0.1615
0.1595
0.1560
0.1370
0.1305
0.1290
0.1225
0.1205
0.1155
0.1125
0.1095
0.1090
0.1075
0.1055
0.1025
0.1010
0.1000
0.0975
0.0965
3-Hour Average
Concentrations
Date
(Period)
06 Jan 81 (4)
09 Jan 81 (4)
18 Jun 81 (3)
15 Aug 81 (4)
06 Feb 81 (3)
03 Jan 81 (4)
05 Jul 81 (4)
09 Jan 81 (3)
23 Dec 80 (2)
03 Jan 81 (2)
08 Jun 81 (8)
13 Jan 81 (3)
22 Dec 80 (3)
23 Dec 80 (3)
13 Jan 81 (2)
23 Apr 81 (4)
12 Dec 80 (4)
11 Mar 81 (2)
21 Jun 81 (3)
06 Oct 81 (2)
08 Jan 81 (8)
12 Dec 80 (6)
07 Jan 81 (8)
29 Sep 81 (4)
10 Aug 81 (4)
Concentration
(ppm)
0.1592
0.1120
0.1078
0.1028
0.0992
0.0863
0.0855
0.0850
0.0785
0.0770
0.0752
0.0707
0.0692
0.0685
0.0652
0.0652
0.0647
0.0628
0.0618
0.0618
0.0608
0.0585
0.0583
0.0560
0.0547
24-Hour Average
Concentrations
Date
09 Jan 81
03 Jan 81
06 Jan 81
12 Dec 80
23 Dec 80
13 Jan 81
22 Dec 80
29 Dec 80
15 Aug 81
05 Jan 81
08 Jan 81
05 Jul 81
06 Feb 81
24 Nov 81
26 Nov 81
16 Dec 80
30 Sep 81
13 Feb 81
05 Feb 81
03 Nov 81
06 Oct 81
25 Dec 80
01 Jan 81
18 Jun 81
14 Jun 81
Concentration
(ppm)
0.0433
0.0373
0.0354
0.0316
0.0315
0.0294
0.0291
0.0273
0.0271
0.0263
0.0219
0.0206
0.0204
0.0200
0.0200
0.0198
0.0188
0.0184
0.0182
0.0180
0.0173
0.0173
0.0172
0.0170
0.0168
                                      B-10

-------
                           TABLE B-10
OBSERVED ANNUAL AVERAGE S02 CONCENTRATIONS DURING THE SECOND YEAR
               OF THE WESTVACO MONITORING PROGRAM
Site
1
3
4
5
6
7
8
9
10
No. of Hours
of Valid Data
7,807
6,628
7,828
7,977
7,123
7,939
8,209
8,291
8,507
Annual Average Concentration (pptn)
With Background
0.026
0.023
0.019
0.019
0.039
0.019
0.017
0.016
0.012
Without Background
0.022
0.018
0.014
0.014
0.034
0.014
0.012
0.011
0.008
                                  B-ll

-------
                               TABLE B-ll
TWENTY-FIVE HIGHEST OBSERVED (MINUS BACKGROUND) 1-HOUR S02 CONCENTRATIONS
AT ALL MONITORS DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
Monitor
5
4
6
7
7
8
6
8
6
8
6
5
5
5
6
7
1
1
5
6
9
6
1
1
8
Date
(Hour)
21 Aug 81 (03)
13 Jan 81 (03)
13 Jan 81 (04)
13 Nov 81 (05)
13 Nov 81 (02)
13 Nov 81 (02)
19 Nov 81 (09)
13 Nov 81 (05)
8 Apr 81 (07)
27 Nov 81 (01)
8 Apr 81 (08)
27 Nov 81 (01)
13 Nov 81 (02)
13 Nov 81 (05)
8 Apr 81 (06)
13 Nov 81 (06)
22 Oct 81 (07)
13 Jan 81 (04)
13 Nov 81 (06)
16 Feb 81 (01)
21 Aug 81 (03)
8 Apr 81 (05)
13 Jan 81 (02)
19 Nov 81 (08)
20 Aug 81 (24)
Concentration
(ppm)
0.8935
0.8740
0.8660
0.8525
0.8475
0.8435
0.8250
0.8215
0.8165
0.8070
0.7825
0.7750
0.7625
0.7585
0.7585
0.7525
0.7285
0.7160
0.7145
0.7125
0.7095
0.6915
0.6835
0.6780
0.6695
                                   B-12

-------
                               TABLE B-12
TWENTY-FIVE HIGHEST OBSERVED (MINUS BACKGROUND) 3-HOUR S02 CONCENTRATIONS
AT ALL MONITORS DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
Monitor
7
7
5
6
1
6
8
1
6
9
1
1
4
5
6
3
6
5
5
9
5
3
9
1
7
Date
(Period)
13 Nov 81 (2)
13 Nov 81 (1)
13 Nov 81 (2)
8 Apr 81 (3)
22 Oct 81 (3)
8 Apr 81 (2)
13 Nov 81 (2)
19 Nov 81 (3)
13 Jan 81 (2)
13 Nov 81 (2)
13 Jan 81 (1)
13 Jan 81 (2)
13 Jan 81 (1)
21 Aug 81 (1)
29 Mar 81 (2)
13 Jan 81 (1)
19 Nov 81 (3)
16 Feb 81 (1)
21 Sep 81 (1)
1 May 81 (1)
22 Apr 81 (3)
22 Oct 81 (3)
1 May 81 (2)
6 Jul 81 (7)
16 Feb 81 (1)
Concentration
(ppm)
0.7432
0.6575
0.6235
0.6142
0.5412
0.5268
0.5195
0.5158
0.5135
0.4728
0.4620
0.4612
0.4560
0.4518
0.4435
0.4337
0.4228
0.4062
0.4038
0.4008
0.3902
0.3842
0.3832
0.3768
0.3748
                                   B-13

-------
                                TABLE B-13
TWENTY-FIVE HIGHEST OBSERVED (MINUS BACKGROUND)  24-HOUR S02 CONCENTRATIONS
 AT ALL MONITORS DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
Monitor
1
3
5
6
6
4
1
1
3
6
6
6
8
6
6
6
6
4
6
1
9
4
3
6
9
Date
13 Jan 81
6 Jan 81
13 Nov 81
8 Apr 81
13 Jan 81
13 Jan 81
29 Dec 80
9 Nov 81
13 Jan 81
5 Dec 80
13 Nov 81
17 Jan 81
13 Nov 81
2 Jan 81
14 Nov 81
29 Dec 80
3 Apr 81
6 Jan 81
14 Dec 80
22 Oct 81
1 May 81
13 Nov 81
13 Nov 81
19 Nov 81
13 Nov 82
Concentration
(ppm)
0.1666
0.1585
0.1546
0.1501
0.1432
0.1419
0.1375
0.1330
0.1309
0.1299
0.1274
0.1257
0.1255
0.1232
0.1219
0.1195
0.1191
0.1147
0.1144
0.1113
0.1099
0.1097
0.1083
0.1082
0.1070
                                    B-14

-------
                                              APPENDIX C
                        RESULTS OF THE SHORTZ MODEL CONCENTRATION CALCULATIONS
                        This appendix presents the results of the SHORTZ model concentra-
              tion calculations performed by the H. E. Cramer Company for the second year
              of the Westvaco Monitoring program.  The 25 highest short-term (1-hour,
              3-hour and 24-hour average) SO  concentrations calculated by the SHORTZ
              model at Monitors 1, 3, 4, 5, 6, 7, 8, 9 and 10 are listed in Tables C-l
              through C-9.  The annual average concentrations calculated at these nine
              monitors of concern for the model evaluation are shown in Table C-10.
              Based on Tables C-l through C-9, the 25 highest 1-hour, 3-hour and 24-hour
              average SO  concentrations calculated by SHORTZ at all of the nine monitors
              of concern are respectively given in Tables C-ll, C-12 and C-13.
.     I
                                                  C-l

-------
                                  TABLE C-l
       TWENTY-FIVE HIGHEST SHORT-TERM S02  CONCENTRATIONS  CALCULATED  BY
SHORTZ AT MONITOR 1 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
29 Dec 80 (Itn
26 Nov 81 (23)
18 May 81 (02)
04 Nov 81 (21)
17 Feb 81 (21)
12 Feb 81 (22)
04 Dec 80 (21)
02 May 81 (23)
03 May 81 (24)
04 May 81 (23)
22 May 81 (24)
04 Nov 81 (20)
30 Nov 81 (05)
22 Apr 81 (06)
08 Feb 81 (08)
18 May 81 (03)
23 May 81 (05)
29 Dec 80 (21)
23 May 81 (02)
05 May 81 (01)
06 May 81 (02)
08 Feb 81 (02)
10 Apr 81 (03)
25 Mar 81 (21)
08 Aug 81 (01)
Concentration
(ppm)
6.8795
5.8871
5.7255
5.4999
4.7498
4.5901
4.5057
4.2689
4.2618
4.0195
3.9969
3.9622
3.9147
3.7116
3.7042
3.6565
3.6200
3.5932
3.5367
3.5339
3.4979
3.4590
3.3584
3.3150
3.2281
3-Hour Average
Concentrations
Date
(Period)
18 May 81 (1)
04 Nov 81 (7)
29 Dec 80 (4)
04 Dec 80 (7)
23 May 81 (1)
08 Feb 81 (1)
02 May 81 (8)
29 Dec 80 (7)
30 Nov 81 (2)
26 Nov 81 (8)
14 Nov 81 (8)
06 May 81 (2)
06 May 81 (1)
22 May 81 (8)
17 Feb 81 (7)
08 Feb 81 (3)
23 May 81 (2)
07 Jun 81 (2)
12 Feb 81 (8)
03 May 81 (8)
12 Nov 81 (2)
15 Jul 81 (7)
27 Jul 81 (7)
25 Mar 81 (7)
08 Jan 81 (7)
Concentration
(ppm)
3.1736
3.1540
2.5622
2.4438
2.3912
2.3584
2.3532
2.2477
1.9947
1.9624
1.9163
1.7978
1.7698
1.7091
1.6019
1.5866
1.5711
1.5549
1.5300
1.5082
1.4801
1.4701
1.4660
1.4243
1.4229
24-Hour Average
Concentrations
Date
29 Dec 80
08 Feb 81
06 May 81
23 May 81
18 May ,.81
07 Jun 81
03 Aug 81
02 May 81
03 May 81
04 Nov 81
12 Nov 81
25 Mar 81
15 Jul 81
22 May 81
12 Feb 81
30 Nov 81
17 Aug 81
11 Jun 81
27 Jul 81
04 Dec 80
30 Dec 80
08 Jan 81
14 Nov 81
26 Apr 81
29 Jul 81
Concentration
(ppm)
0.7163
0.6694
0.6067
0.5918
0.5175
0.5140
0.4894
0.4723
0.4594
0.4376
0.4281
0.4162
0.4121
0.3963
0.3939
0.3844
0.3655
0.3542
0.3412
0.3319
0.3117
0.3012
0.2928
0.2811
0.2761
                                     C-2

-------
                                  TABLE C-2
       TWENTY-FIVE HIGHEST SHORT-TERM S02  CONCENTRATIONS CALCULATED  BY
SHORTZ AT MONITOR 3 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
03 May 81 (23)
23 May 81 (04)
23 May 81 (03)
23 May 81 (05)
18 Jun 81 (01)
27 Aug 81 (21)
17 May 81 (24)
03 May 81 (01)
08 Jan 81 (22)
01 Jun 81 (02)
25 Aug 81 (02)
24 May 81 (04)
17 Aug 81 (21)
10 Apr 81 (02)
01 Jun 81 (01)
17 Jun 81 (24)
17 Aug 81 (04)
30 Jul 81 (01)
03 May 81 (02)
31 Jul 81 (04)
15 Jul 81 (22)
14 Feb 81 (21)
02 May 81 (24)
22 Jul 81 (24)
09 Jan 81 (09)
Concentration
(ppm)
6.5644
6.5305
5.8840
5.7796
4.0196
3.5355
3.5058
3.3168
3.2510
3.2469
2.9568
2.8205
2.7610
2.7427
2.6599
2.6310
2.6016
2.5970
2.5478
2.3634
2.3499
2.3079
2.1999
2.1345
2.1078
3-Hour Average
Concentrations
Date
(Period)
23 May 81 (2)
23 May 81 (1)
03 May 81 (8)
03 May 81 (1)
25 Aug 81 (1)
01 Jun 81 (1)
27 Aug 81 (7)
10 Jul 81 (8)
17 May 81 (8)
18 Jun 81 (1)
17 Jun 81 (8)
17 Aug 81 (7)
17 Aug 81 (2)
04 Dec 80 (7)
20 May 81 (1)
10 Apr 81 (1)
08 Jan 81 (8)
22 Jul 81 (8)
02 May 81 (8)
27 Jun 81 (1)
24 May 81 (2)
08 Feb 81 (1)
30 Jul 81 (1)
10 Jul 81 (7)
06 May 81 (1)
Concentration
(ppm)
4.1034
2.5276
2.3627
2.1184
1.9888
1.9689
1.9673
1.7685
1.6580
1.3399
1.3068
1.3021
1.2940
1.2490
1.1868
1.1131
1.0837
0.9610
0.9484
0.9439
0.9402
0.8748
0.8657
0.8558
0.8147
24-Hour Average
Concentrations
Date
23 May 81
03 May 81
17 Aug 81
10 Jul 81
15 Jul 81
25 Aug 81
17 May 81
01 Jun 81
27 Aug 81
17 Jun 81
02 May 81
22 Jul 81
26 Jun 81
06 May 81
14 Nov 81
24 Mar 81
20 May 81
30 Jul 81
18 Jun 81
18 Jul 81
04 Dec 80
23 Jun 81
31 May 81
12 Nov 81
29 Jul 81
Concentration
(ppm)
0.8503
0.6660
0.4989
0.3647
0.3524
0.3380
0.2666
0.2535
0.2495
0.2387
0.2337
0.2157
0.2040
0.1987
0.1985
0.1831
0.1732
0.1726
0.1675
0.1660
0.1659
0.1603
0.1594
0.1555
0.1552
                                     C-3

-------
                                  TABLE  C-3
       TWENTY-FIVE HIGHEST SHORT-TERM S02  CONCENTRATIONS  CALCULATED  BY
SHORTZ AT MONITOR 4 DURING THE SECOND YEAR OF THE WESTVACO  MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
04 Dec 80 (20)
17 Jun 81 (22)
01 Aug 81 (04)
17 Jun 81 (24)
14 Feb 81 (21)
23 May 81 (04)
01 May 81 (04)
18 Jul 81 (21)
07 May 81 (03)
09 Jan 81 (09)
17 May 81 (23)
25 Aug 81 (04)
03 May 81 (22)
17 Aug 81 (05)
22 Jul 81 (24)
18 Jul 81 (20)
03 May 81 (02)
25 Aug 81 (02)
18 May 81 (01)
17 May 81 (24)
08 Feb 81 (01)
15 Jul 81 (22)
29 Jul 81 (24)
25 Aug 81 (03)
24 Mar 81 (05)
Concentration
(ppm)
5.1199
4.0664
3.3959
3.3805
2.8275
2.6215
2.5917
2.5317
2.5029
2.3561
2.2419
2.2166
2.2070
2.1527
2.1487
2.1291
2.0764
2.0632
2.0279
1.9811
1.9676
1.9023
1.8892
1.8249
1.8030
3-Hour Average
Concentrations
Date
(Period)
17 Jun 81 (8)
04 Dec 80 (7)
07 May 81 (1)
25 Aug 81 (1)
17 May 81 (8)
18 Jul 81 (7)
25 Aug 81 (2)
17 Aug 81 (2)
10 Jul 81 (8)
01 Aug 81 (2)
20 May 81 (1)
22 Jul 81 (8)
23 May 81 (2)
03 May 81 (1)
29 Jul 81 (8)
14 Feb 81 (7)
24 Mar 81 (2)
17 Aug 81 (8)
08 Feb 81 (1)
01 May 81 (2)
26 Jun 81 (8)
09 Jan 81 (3)
10 Jul 81 (7)
03 May 81 (8)
10 Apr 81 (1)
Concentration
(ppm)
2.4823
2.1496
1.7547
1.7084
1.6818
1.6502
1.2715
1.2188
1.2042
1.1345
1.0483
1.0234
0.9957
0.9899
0.9567
0.9425
0.9285
0.9049
0.8712
0.8639
0.8385
0.7854
0.7813
0.7657
0.7470
24-Hour Average
Concentrations
Date
17 Aug 81
17 Jun 81
25 Aug 81
07 May 81
24 Mar 81
04 Dec 80
17 May 81
10 Jul 81
03 May 81
18 Jul 81
15 Jul 81
14 Nov 81
22 Jul 81
01 May 81
29 Jul 81
26 Jun 81
18 May 81
27 Apr 81
23 May 81
01 Aug 81
08 Feb 81
25 Mar 81
17 Jul 81
20 May 81
18 Mar 81
Concentration
(ppm)
0.4258
0.4050
0.3889
0.3459
0.3152
0.2752
0.2738
0.2612
0.2348
0.2273
0.2231
0.1917
0.1836
0.1825
0.1733
0.1642
0.1579
0.1531
0.1426
0.1418
0.1373
0.1371
0.1345
0.1325
0.1317
                                      C-4

-------
                                  TABLE C-4

       TWENTY-FIVE HIGHEST SHORT-TERM S02 CONCENTRATIONS CALCULATED BY
SHORTZ AT MONITOR 5 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14 '
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
06 Aug 81 (04)
29 Dec 80 (09)
07 May 81 (04)
08 Feb 81 (01)
03 Aug 81 (07)
17 Jul 81 (21)
27 Apr 81 (07)
18 Jul 81 (21)
07 May 81 (03)
03 May 81 (22)
17 Feb 81 (20)
25 Mar 81 (23)
07 Aug 81 (24)
04 May 81 (22)
17 Aug 81 (22)
18 Jul 81 (20)
17 May 81 (22)
07 May 81 (06)
18 May 81 (04)
23 Jul 81 (01)
14 Nov 81 (21)
20 May 81 (02)
17 Jun 81 (21)
15 Sep 81 (22)
17 May 81 (23)
Concentration
(ppm)
1.7645
1.7342
1.5941
1.5281
1.4992
1.4428
1.3583
1.2958
1.2863
1.2841
1.2523
1.2131
1.2114
1.2016
1.1844
1.1523
1.1334
1.1144
1.0966
1.0622
1.0425
1.0061
0.9653
0.9150
0.8910
3-Hour Average
Concentrations
Date
(Period)
07 May 81 (2)
18 Jul 81 (7)
07 May 81 (1)
17 Jul 81 (7)
17 May 81 (8)
06 Aug 81 (2)
07 Aug 81 (8)
14 Nov 81 (7)
17 Aug 81 (8)
29 Dec 80 (3)
03 Aug 81 (3)
25 Aug 81 (2)
24 Mar 81 (2)
08 Feb 81 (1)
17 Jun 81 (7)
27 Apr 81 (3)
24 Mar 81 (3)
18 May 81 (2)
03 May 81 (8)
17 Feb 81 (7)
17 Aug 81 (2)
26 Jun 81 (8)
20 May 81 (1)
25 Mar 81 (8)
17 May 81 (7)
Concentration
(ppm)
1.1889
1.0557
0.7984
0.7245
0.6900
0.6874
0.6482
0.6186
0.5876
0.5781
0.5299
0.5261
0.5223
0.5112
0.4619
0..4528
0.4494
0.4350
0.4280
0.4174
0.4064
0.4063
0.4054
0.4044
0.4022
24-Hour Average
Concentrations
Date
07 May 81
24 Mar 81
17 Aug 81
17 Jul 81
14 Nov 81
17 May 81
18 Jul 81
27 Apr 81
18 May 81
25 Aug 81
15 Sep 81
07 Aug 81
06 Aug 81
03 Aug 81
17 Jun 81
25 Mar 81
01 May 81
29 Dec 80
03 May 81
08 Feb 81
16 Aug 81
06 May 81
21 Mar 81
26 Jun 81
15 Jul 81
Concentration
(ppm)
0.2866
0.2096
0.2024
0.1602
0.1460
0.1464
0.1374
0.1290
0.1190
0.1160
0.0965
0.0918
0.0867
0.0840
0.0817
0.0779
0.0764
0.0733
0.0732
0.0728
0.0695
0.0677
0.0653
0.0624
0.0579
                                      C-5

-------
                                  TABLE C-5

       TWENTY-FIVE HIGHEST SHORT-TERM S02 CONCENTRATIONS CALCULATED BY
SIIORTZ AT MONITOR 6 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14 '
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
20 May 81 (23)
13 Nov 81 (06)
23 May 81 (06)
09 Nov 81 (09)
11 Jul 81 (23)
14 Aug 81 (21)
29 Dec 80 (24)
07 Apr 81 (03)
01 Nov 81 (09)
21 Aug 81 (07)
31 Jul 81 (01)
23 May 81 (24)
22 May 81 (23)
07 Jun 81 (21)
06 Jul 81 (21)
18 Jul 81 (23)
31 Jul 81 (02)
29 Jun 81 (20)
27 Jul 81 (21)
27 Jul 81 (22)
08 Feb 81 (04)
23 May 81 (23)
01 Aug 81 (06)
21 May 81 (02)
26 Sep 81 (05)
Concentration
(ppm)
9.2365
8.3246
4.9185
4.8016
4.7761
4.5817
4.4951
4.4921
4.4405
4.2338
4.0898
4.0532
3.9886
3.9400
3.8995
3.8884
3.7332
3.7054
3.5055
3.4120
3.4070
3.3534
3.3010
3.1703
3.1527
3-Hour Average
Concentrations
Date
(Period)
20 May 81 (8)
29 Dec 80 (8)
23 May 81 (8)
13 Nov 81 (2)
31 Jul 81 (1)
07 Apr 81 (1)
14 Aug 81 (7)
06 Jul 81 (8)
21 May 81 (1)
16 Nov 81 (8)
04 May 81 (2)
03 Nov 81 (2)
22 May 81 (1)
21 May 81 (8)
17 Jul 81 (1)
03 Aug 81 (8)
26 Sep 81 (2)
11 Jul 81 (8)
15 Jul 81 (8)
22 May 81 (2)
09 Sep 81 (8)
23 Jul 81 (2)
23 May 81 (2)
17 Nov 81 (1)
28 Oct 81 (7)
Concentration
(ppm)
3.1442
2.9067
2.8897
2.7749
2.6077
2.4424
2.3394
2.3120
2.1010
2.0966
2.0463
2.0037
1.9546
1.9279
1.9278
1.9037
1.8629
1.8244
1.7932
1.7584
1.7330
1.7005
1.6398
1.6301
1.6263
24-Hour Average
Concentrations
Date
22 May 81
29 Dec 80
21 May 81
23 May 81
06 Jul 81
04 May 81
20 May 81
03 Nov 81
08 Feb 81
16 Nov 81
03 Aug 81
09 Sep 81
27 Jul 81
30 Jul 81
09 Nov 81
17 Jul 81
29 Sep 81
07 Dec 80
15 Nov 81
17 Nov 81
28 Oct 81
06 Dec 80
18 Sep 81
31 Jul 81
15 Jul 81
Concentration
(ppm)
0.8225
0.7722
0.7210
0.6912
0.6296
0.5938
0.5794
0.5755
0.5553
0.5393
0.5378
0.5081
0.5051
0.4963
0.4913
0.4845
0.4688
0.4673
0.4526
0.4391
0.4311
0.4192
0.4081
0.4071
0.4051
                                      C-6

-------
                                  TABLE C-6
       TWENTY-FIVE HIGHEST SHORT-TERM S02 CONCENTRATIONS CALCULATED BY
SHORTZ AT MONITOR 7 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
29 Dec 80 (09)
04 May 81 (22)
06 Aug 81 (04)
07 Aug 81 (23)
01 May 81 (01)
17 Feb 81 (20)
17 May 81 (22)
18 Jul 81 (19)
07 May 81 (05)
07 Aug 81 (24)
28 Dec 80 (18)
08 Feb 81 (01)
22 Jul 81 (23)
07 May 81 (06)
17 Jul 81 (20)
07 May 81 (04)
14 Nov 81 (20)
16 Dec 80 (06)
17 Jun 81 (21)
20 May 81 (02)
07 May 81 (07)
17 Aug 81 (06)
17 Jul 81 (06)
17 Aug 81 (02)
21 Mar 81 (22)
Concentration
(ppm)
2.1438
1.8379
1.5619
1.5539
1.4955
1.4708
1.4034
1.3720
1.3359
1.3279
1.3180
1.2708
1.2640
1.2345
1.2234
1.1743
1.1126
1.0949
1.0201
0.9925
0.9542
0.9494
0.9407
0.7899
0.7866
3-Hour Average
Concentrations
Date
(Period)
07 May 81 (2)
07 Aug 81 (8)
29 Dec 80 (3)
21 Mar 81 (8)
06 Aug 81 (2)
17 Jul 81 (7)
04 May 81 (8)
18 Jul 81 (7)
14 Nov 81 (7)
17 May 81 (8)
01 May 81 (1)
17 Feb 81 (7)
18 May 81 (2)
18 Aug 81 (2)
28 Dec 80 (6)
17 Jun 81 (7)
08 Feb 81 (1)
22 Jul 81 (8)
05 Aug 81 (8)
28 May 81 (8)
17 Aug 81 (1)
24 Mar 81 (2)
16 Dec 80 (2)
07 May 81 (3)
24 Mar 81 (3)
Concentration
(ppm)
1.2483
0.9606
0.7146
0.7070
0.6663
0.6644
0.6126
0.5898
0.5600
0.5086
0.4985
0.4903
0.4792
0.4400
0.4398
0.4234
0.4236
0.4232
0.4085
0.3958
0.3912
0.3824
0.3650
0.3566
0.3527
24-Hour Average
Concentrations
Date
07 May 81
24 Mar 81
17 Jul 81
17 Aug 81
14 Nov 81
07 Aug 81
18 May 81
18 Aug 81
21 Mar 81
17 May 81
01 May 81
29 Dec 80
06 Aug 81
27 Apr 81
04 May 81
28 Dec 80
18 Jul 81
17 Feb 81
06 May 81
16 Dec 80
23 Mar 81
22 Jul 81
08 Feb 81
17 Jun 81
15 Sep 81
Concentration
(ppm)
0.2330
0.1610
0.1583
0.1458
0.1455
0.1271
0.1140
0.1093
0.1004
0.0993
0.0968
0.0894
0.0833
0.0811
0.0784
0.0774
0.0745
0.0613
0.0589
0.0559
0.0557
0.0556
0.0546
0.0532
0.0518
                                     C-7

-------
                                  TABLE C-7
       TWENTY-FIVE HIGHEST SHORT-TERM S02 CONCENTRATIONS CALCULATED BY
SHORTZ AT MONITOR 8 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
07 Aug 81 (23^
29 Dec 80 (09)
28 Dec 80 (18)
16 Dec 80 (06)
30 Sep 81 (03)
07 Aug 81 (24)
17 Feb 81 (20)
21 Mar 81 (23)
21 Mar 81 (24)
03 May 81 (21)
18 May 81 (21)
04 May 81 (22)
01 May 81 (01)
18 Jul 81 (19)
21 Mar 81 (22)
18 May 81 (05)
22 Jul 81 (23)
17 Aug 81 (06)
17 Jul 81 (20)
05 Aug 81 (24)
01 May 81 (09)
14 Nov 81 (20)
18 May 81 (06)
17 May 81 (22)
16 Dec 80 (07)
Concentration
(ppra)
1.2892
1.0728
1.0373
0.9581
0.8018
0.6694
0.6579
0.6329
0.6311
0.6221
0.6065
0.5800
0.5326
0.5323
0.4875
0.4868
0.4586
0.3796
0.3743
0.3664
0.3650
0.3549
0.3541
0.3482
0.3450
3-Hour Average
Concentrations
Date
(Period)
07 Aug 81 (8)
21 Mar 81 (8)
18 May 81 (7)
29 Dec 80 (3)
28 Dec 80 (6)
16 Dec 80 (2)
18 May 81 (2)
18 Aug 81 (2)
03 May 81 (7)
28 May 81 (8)
17 Feb 81 (7)
14 Nov 81 (7)
18 Aug 81 (1)
04 May 81 (8)
06 Aug 81 (2)
07 May 81 (2)
18 Jul 81 (7)
01 May 81 (1)
05 Aug 81 (8)
22 Jul 81 (8)
13 Nov 81 (8)
17 Jul 81 (7)
27 Apr 81 (2)
17 Aug 81 (2)
17 Jul 81 (3)
Concentration
(ppm)
0.6529
0.5838
0.3804
0.3576
0.3546
0.3194
0.2897
0.2658
0.2298
0.2286
0.2193
0.2002
0.1948
0.1933
0.1919
0.1826
0.1778
0.1775
0.1548
0.1529
0.1373
0.1315
0.1295
0.1265
0.1227
24-Hour Average
Concentrations
Date
18 May 81
07 Aug 81
21 Mar 81
28 Dec 80
18 Aug ,,81
14 Nov 81
16 Dec 80
29 Dec 80
01 May 81
17 Aug 81
17 Jul 81
07 May 81
30 Sep 81
24 Mar 81
03 May 81
28 May 81
17 Feb 81
27 Apr 81
04 May 81
06 Aug 81
15 Sep 81
18 Jul 81
17 May 81
09 Nov 81
05 Aug 81
Concentration
(ppn)
0.0922
0.0821
0.0731
0.0731
0.0625
0.0620
0.0543
0.0471
0.0431
0.0402
0.0378
0.0365
0.0365
0.0347
0.0311
0,0289
0.0274
0.0260
0.0242
0.0240
0.0230
0.0222
0.0205
0.0204
0.0194
                                     c-t

-------
                                  TABLE C-8
       TWENTY-FIVE HIGHEST SHORT-TERM S02 CONCENTRATIONS CALCULATED BY
SHORTZ AT MONITOR 9 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14 '
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
29 Dec 80 (09)
07 Aug 81 (24)
07 Aug 81 (23)
17 Feb 81 (20)
04 May 81 (22)
06 Aug 81 (04)
01 May 81 (01)
28 Dec 80 (18)
16 Dec 80 (06)
17 May 81 (22)
18 Jul 81 (19)
08 Feb 81 (01)
22 Jul 81 (23)
07 May 81 (05)
03 Aug 81 (07)
17 Jul 81 (20)
14 Nov 81 (20)
07 May 81 (06)
07 May 81 (04)
17 Jun 81 (21)
27 Apr 81 (06)
20 May 81 (02)
07 May 81 (07)
18 Aug 81 (06)
15 Sep 81 (18)
Concentration
(ppm)
1.3754
1.2377
1.0251
1.0248
0.9263
0.8528
0.7691
0.7157
0.7002
0.6890
0.6598
0.6313
0.6087
0.6065
0.5712
0.5641
0.5514
0.5495
0.5181
0.4568
0.4421
0.4382
0.4247
0.4245
0.4234
3-Hour Average
Concentrations
Date
(Period)
07 Aug 81 (8)
07 May 81 (2)
29 Dec 80 (3)
18 May 81 (7)
06 Aug 81 (2)
21 Mar 81 (8)
17 Feb 81 (7)
04 May 81 (8)
17 Jul 81 (7)
14 Nov 81 (7)
15 Sep 81 (6)
18 Jul 81 (7)
01 May 81 (1)
17 May 81 (8)
28 Dec 80 (6)
18 May 81 (2)
16 Dec 80 (2)
08 Feb 81 (1)
28 May 81 (8)
22 Jul 81 (8)
18 Aug 81 (2)
27 Apr 81 (2)
03 Aug 81 (3)
05 Aug 81 (8)
17 Jun 81 (7)
Concentration
(ppm)
0.7543
0.5581
0.4585
0.3718
0.3633
0.3602
0.3416
0.3088
0.2908
0.2764
0.2722
0.2662
0.2564
0.2433
0.2388
0.2362
0.2334
0.2104
0.2086
0.2033
0.2015
0.1988
0.1946
0.1872
0.1861
24-Hour Average
Concentrations
Date
07 May 81
07 Aug 81
18 May 81
24 Mar 81
17 Jul 81
14 Nov 81
17 Aug 81
29 Dec 80
01 May 81
27 Apr 81
15 Sep 81
21 Mar 81
18 Aug 81
17 May 81
06 Aug 81
28 Dec 80
17 Feb 81
04 May 81
16 Dec 80
18 Jul 81
03 Aug 81
06 May 81
08 Feb 81
22 Jul 81
28 May 81
Concentration
(ppm)
0.1029
0.0974
0.0868
0.0765
0.0687
0.0682
0.0672
0.0573
0.0529
0.0519
0.0506
0.0499
0.0496
0.0461
0.0454
0.0431
0.0427
0.0392
0.0350
0.0335
0.0298
0.0282
0.0269
0.0264
0.0261
                                      C-9

-------
                                   TABLE C-9
        TWENTY-FIVE HIGHEST SHORT-TERM S02 CONCENTRATIONS CALCULATED BY
SHORTZ AT MONITOR 10 DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
1-Hour Average
Concentrations
Date
(Hour)
13 Jan 81 (08)
08 Apr 81 (01)
23 May 81 (08)
07 Apr 81 (23)
23 Feb 81 (20)
07 Apr 81 (22)
06 Feb 81 (05)
08 Apr 81 (05)
07 Apr 81 (24)
08 Apr 81 (04)
06 Jul 81 (03)
18 Feb 81 (04)
09 Nov 81 (08)
08 Apr 81 (02)
28 Feb 81 (05)
23 Nov 81 (19)
21 Sep 81 (23)
18 Feb 81 (06)
13 Jan 81 (04)
07 Feb 81 (07)
18 Oct 81 (05)
17 Apr 81 (01)
23 Mar 81 (07)
13 Jan 81 (06)
16 Apr 81 (23)
Concentration
(ppm)
0.1992
0.1718
0.1663
0.1648
0.1640
0.1627
0.1564
0.1534
0.1498
0.1460
0.1437
0.1435
0.1421
0.1394
0.1378
0.1346
0.1335
0.1327
0.1289
0.1259
0.1229
0.1221
0.1218
0.1210
0.1194
3-Hour Average
Concentrations
Date
(Period)
07 Apr 81 (8)
08 Apr 81 (2)
23 May 81 (3)
08 Apr 81 (1)
13 Jan 81 (2)
18 Feb 81 (2)
21 Sep 81 (8)
18 Feb 81 (1)
23 Feb 81 (7)
13 Jan 81 (3)
06 Feb 81 (2)
09 Feb 81 (8)
26 May 81 (2)
16 Apr 81 (8)
04 Mar 81 (2)
16 Apr 81 (1)
15 Aug 81 (2)
06 Jul 81 (1)
06 Oct 81 (2)
17 Feb 81 (8)
13 Jan 81 (1)
09 Nov 81 (3)
25 May 81 (1)
06 Feb 81 (1)
26 Sep 81 (8)
Concentration
(ppm)
0.1591
0.1338
0.1268
0.1257
0.1226
0.1210
0.1171
0.1051
0.1045
0.0965
0.0883
0.0854
0.0847
0.0822
0.0821
0.0820
0.0793
0.0793
0.0787
0.0777
0.0777
0.0776
0.0768
0.0750
0.0730
24-Hour Average
Concentrations
Date
18 Feb 81
08 Apr 81
13 Jan 81
16 Apr 81
02 Dec 80
05 Nov 81
07 Apr 81
17 Feb 81
26 Mar 81
15 Aug 81
27 Aug 81
20 Oct 81
04 Mar 81
08 Jun 81
06 Feb 81
03 Apr 81
06 Jan 81
23 Feb 81
25 May 81
26 May 81
14 Sep 81
04 Oct 81
09 Nov 81
19 Jul 81
21 Sep 81
Concentration
(ppm)
0.0458
0.0414
0.0390
0.0325
0.0301
0.0267
0.0263
0.0257
0.0250
0.0250
0.0243
0.0242
0.0234
0.0226
0.0220
0.0219
0.0214
0.0203
0.0199
0.0198
0.0195
0.0194
0.0192
0.0185
0.0182
                                       C-10

-------
                          TABLE C-10
ANNUAL AVERAGE S02 CONCENTRATIONS CALCULATED BY SHORTZ FOR THE
        SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Site
1
3
4
5
6
7
8
9
10
No. of Hours
of Valid Data
8,742
8,742
8,742
8,742
8,742
8,742
8,742
8,742
8,742
Annual Average Concentration
(ppm)
0.0905
0.0422
0.0279
0.0116
0.1573
0.0092
0.0037
0.0048
0.0045
                                C-ll

-------
                               TABLE C-ll
   TWENTY-FIVE HIGHEST 1-HOUR S02 CONCENTRATIONS CALCULATED BY SHORTZ
AT ALL MONITORS DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
Monitor
6
6
1
3
3
1
3
3
1
1
4
6
6
6
1
1
6
1
6
6
6
1
1
6
6
Date
(Hour)
20 May 81 (23)
13 Nov 81 (06)
29 Dec 80 (10)
3 May 81 (23)
23 May 81 (04)
26 Nov 81 (23)
23 May 81 (03)
23 May 81 (05)
18 May 81 (02)
4 Nov 81 (21)
4 Dec 80 (20)
23 May 81 (06)
9 Nov 81 (09)
11 Jul 81 (23)
17 Feb 81 (21)
12 Feb 81 (22)
14 Aug 81 (21)
4 Dec 80 (21)
29 Dec 80 (24)
7 Apr 81 (03)
1 Nov 81 (09)
2 May 81 (23)
3 May 81 (24)
21 Aug 81 (07)
31 Jul 81 (01)
Concentration
(ppm)
9.2365
8.3246
6.8795
6.5644
6.5305
5.8871
5.8840
5.7796
5.7255
5.4999
5.1199
4.9185
4.8016
4.7761
4.7498
4.5901
4.5817
4.5057
4.4951
4.4921
4.4405
4.2689
4.2618
4.2338
4.0898
                                  C-12

-------
                               TABLE C-12
   TWENTY-FIVE HIGHEST 3-HOUR S02 CONCENTRATIONS CALCULATED BY SHORTZ
AT ALL MONITORS DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
Monitor
3
1
1
6
6
6
6
6
1
3
4
1
6
1
1
3
1
6
6
1
4
3
6
6
6
Date
(Hour)
23 May 81 (2)
18 May 81 (1)
4 Nov 81 (7)
20 May 81 (8)
29 Dec 80 (8)
23 May 81 (8)
13 Nov 81 (2)
31 Jul 81 (1)
29 Dec 80 (4)
23 May 81 (1)
17 Jun 81 (8)
4 Dec 80 (7)
7 Apr 81 (1)
23 May 81 (1)
8 Feb 81 (1)
3 May 81 (8)
2 May 81 (8)
14 Aug 81 (7)
6 Jul 81 (8)
29 Dec 80 (7)
4 Dec 80 (7)
3 May 81 (1)
21 May 81 (1)
16 Nov 81 (8)
4 May 81 (2)
Concentration
(ppm)
4.1034
3.1736
3.1540
3.1442
2.9067
2.8897
2.7749
2.6077
2.5622
2.5276
2.4823
2.4438
2.4424
2.3912
2.3584
2.3627
2.3532
2.3394
2.3120
2.2477
2.1496
2.1184
2.1010
2.0966
2.0463
                                   C-13

-------
                               TABLE C-13
   TWENTY-FIVE HIGHEST 24-HOUR S02 CONCENTRATIONS CALCULATED BY SHORTZ
AT ALL MONITORS DURING THE SECOND YEAR OF THE WESTVACO MONITORING PROGRAM
Rank
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
Monitor
3
6
6
6
1
6
1
3
6
1
6
1
6
6
6
6
6
1
1
6
6
3
6
6
1
Date •
(Hour)
23 May 81
22 May 81
29 Dec 80
21 May 81
29 Dec 80
23 May 81
8 Feb 81
3 May 81
6 Jul 81
6 May 81
4 May 81
23 May 81
20 May 81
3 Nov 81
8 Feb 81
16 Nov 81
3 Aug 81
18 May 81
7 Jun 81
9 Sep 81
27 Jul 81
17 Aug 81
30 Jul 81
9 Nov 81
3 Aug 81
Concentration
(ppm)
0.8503
0.8225
0.7722
0.7210
0.7163
0.6912
0.6694
0.6660
0.6296
0.6067
0.5938
0.5918
0.5794
0.5755
0.5553
0.5393
0.5378
0.5175
0.5140
0.5081
0.5051
0.4989
0.4963
0.4913
0.4894
                                   C-14

-------
                                APPENDIX D
   CUMMULATIVE FREQUENCY DISTRIBUTIONS OF THE 25 HIGHEST OBSERVED (MINUS
     BACKGROUND) AND CALCULATED (SHORTZ) SHORT-TERM SO  CONCENTRATIONS

          This appendix compares the cumulative frequency distributions of
the 25 highest short-term (1-hour, 3-hour and 24-hour average) observed
(minus background) S09 concentrations from Appendix B with the corresponding
cumulative frequency distributions of the 25 highest calculated (SHORTZ)
short-term concentrations from Appendix C.  Table D-l gives the figure
number for each combination of monitor and concentration averaging time.
                                    D-l

-------
                    TABLE D-l
IDENTIFICATION OF FIGURE NUMBERS BY MONITOR AND
          CONCENTRATION AVERAGING TIME
Figure No.
D-l
D-2
D-3
D-4
D-5
D-6
D-7
D-8
D-9
D-10
D-ll
D-12
D-13
D-14
D-15
D-16
D-17
D-18
D-19
D-20
D-21
D-22
D-23
D-24
D-25
D-26
D-27
D-28
D-29
D-30
Monitor
1
1
1
3
3
3
4
4
4
5
5
5
6
6
6
7
7
7
8
8
8
9
9
9
10
10
10
All
All
All
Averaging Time
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
                       D-2

-------


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                                APPENDIX E
   CUMULATIVE FREQUENCY DISTRIBUTIONS OF THE 25 HIGHEST OBSERVED (MINUS
      BACKGROUND) AMD CALCULATED (LUMM) SHORT-TERM S00 CONCENTRATIONS
          This appendix compares the cumulative frequency distributions of
the 25 highest short-term (1-hour, 3-hour and 24-hour average) observed
(minus background) and calculated (LUMM) SO  concentrations from Appendix
A of the report by Hanna, e_t^ _al_. (1982b).  Table E-l gives the figure number
for each combination of monitor and concentration averaging time.  As noted
in Section 3.2, the observed (minus background) 3-hour average SO  concentra-
tions in this appendix are not necessarily the same as in Appendices B and
D because 3-hour periods with 2 hours of valid concentration measurements
were included by ERT in the determination of the 25 highest 3-hour average
concentrations.
                                   E-l

-------
                    TABLE E-l
IDENTIFICATION OF FIGURE NUMBERS BY MONITOR AND
          CONCENTRATION AVERAGING TIME
Figure No.
E-l
E-2
E-3
E-4
E-5
E-6
E-7
E-8
E-9
E-10
E-ll
E-12
E-13
E-14
E-15
E-16
E-17
E-18
E-19
E-20
E-21
E-22
E-23
E-24
E-25
E-26
E-2 7
E-28
E-29
E-30
Monitor
1
1
1
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3
3
4
4
4
5
5
5
6
6
6
7
7
7
8
8
8
9
9
9
10
10
10
All
All
All
Averaging Time
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours -
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
1 Hour
3 Hours
24 Hours
                        E-2

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-------
                              APPENDIX F
              DESCRIPTION OF THE DISPERSION MODELS EVALUATED
F.I
DESCRIPTION OF THE SHORTZ MODEL
          The SHORTZ model is a highly generalized dispersion model,  based
on the steady-state Gaussian plume concept, that is designed to calculate
the short—term ground-level concentrations produced at a large number of
receptors by emissions from multiple stack, building and area sources.  The
SHORTZ model was first used by Cramer, £t_ al. (1975) to calculate the short-
term air quality impacts of emissions from the major SO  sources located
in and adjacent to Allegheny County, Pennsylvania.  Subsequently, the SHORTZ
model has been used in numerous dispersion model analyses throughout  the
United States, especially in areas of complex terrain (see Appendix H of
Bjorklund and Bowers, 1982).  A detailed technical discussion of the  SHORTZ
model and user's instructions for the SHORTZ computer code are contained in
the report by Bjorklund and Bowers (1982).  The following discussion  con-
siders only those features of the SHORTZ model applicable to the Westvaco
model evaluation study.
                            Plume Rise Equations

          The effective stack height H of a buoyant plume is given by the
sum of the physical stack height h and the buoyant rise Ah.  For an adiabatic
or unstable atmosphere, the final buoyant rise Ah  is given by
Ah,
                              1
                            u {h} \2y
                          3F
                                     1
                                        1/3
                                            (10h)
                              2/3
                                                                  (F-l)
                                   F-l

-------
where the expression in the brackets is from Briggs (1969; 1971; 1972) and






    u{h}  =  the mean wind speed at the stack height h (m/sec)






      y,  =  the adiabatic entrainment coefficient ~ 0.6  (Briggs, 1972)
       1
       F  =
                            4    3
the initial buoyancy flux (m /sec )
        T,
         c

        T"
       V  =  the volumetric emission rate of the stack  (m /sec)
          =  TT r  w
       r  =  inner radius of stack (m)
       w  =  stack exit velocity (m/sec)
       g  =  the acceleration due to gravity  (m/sec )
      T   =  the ambient air temperature (°K)
       d.
      T   =  the stack exit temperature  (°K)
The factor f, which limits the plume rise as the mean wind  speed at  stack


height approaches or exceeds the stack exit velocity, is defined by
                                                                            (F-2)
                                     ;  u{h} < w/1.5
                      /3w - 3u{h}\       /,  r   -ri i
                       	1—    .  w/1.5 < u{h} < w
                      \    w     /
                                       u{h} < w
                                                               (F-3)
                                   F-2

-------
The Cramer, et al. (1975) stack-tip downwash correction factor f is
generally not applied to stacks with Froude numbers less than about 3.0.
The corresponding Briggs (1969; 1971; 1972) final rise formula for a stable
atmosphere (potential temperature gradient greater than zero) is
Ah   = -<
  s
                        6F
                               1/3
                                               ;  TT u{h} S 1/2 < lOh
              3F
                      1 - cos
          u{h}
                                   u{h}
                                          1/3
                                                         -i /?
                                               ;  IT u{h} S  '   > lOh
                                                                        f  (F-4)
where
       '2

       S
          =  the stable entrainment coefficient ~ 0.66 (Briggs, 1972)
             _g  _3_e
             T   9z
              a
      —  =  vertical potential temperature gradient  (°K/m)
The entrainment coefficients
                                    Y0 are based on the suggestions of
Briggs (1972).  It should be noted that Equation (F-4) does not permit the
calculated stable rise Ah  to exceed the adiabatic rise Ah , as the
                         s                                N
atmosphere approaches a neutral stratification  (96/8z approaches 0).  A
procedure of this type is recommended by Briggs (1972).
                   Ground-Level Concentration Equations

          The steady-state Gaussian plume equation used by the SHORTZ model
to calculate the ground-level concentration at downwind distance x and
crosswind distance y is
                                   F-3

-------
                       KQ
                   TT u H a  a
                          y
                                {Vertical Term} {Lateral Term}
where
       K  =  scaling coefficient to convert input parameters to dimen-
             sionally consistent units
       Q  = °source emission rate (mass per unit time)
    u{H}  =  mean wind speed at the plume stabilization height H (m/sec)
                                                                 (F-5)
   a ,a
    Y
=  standard deviations of the lateral and vertical concentra-
   tion distributions at downwind distance x (m)
          The Vertical Term refers to the plume expansion in the vertical
or z direction and includes a multiple reflection term that limits plume
growth to the surface mixing layer.
   {Vertical Term}  =
                        exp
                               2  a
                                          n=l
                                      exp
                                                       , /2n H  + H1
                                                       1 /     m
                          exp
                                 . /2n H  -
                                 If     m
                                                                            (F-6)
where H  is the depth of the surface mixing layer.  The exponential terms
in the infinite series in Equation  (F-6) rapidly approach zero near the
source.  At the downwind distance where the exponential terms exceed
exp  (-10) for n equal 3, the plume has become approximately uniformly mixed
within the surface mixing layer.  In order to shorten computer computation
time without loss of accuracy, Equation  (F-6) is changed to
                                   F-4

-------
                                                a
                        {Vertical Term}  =  ———-                        (F-7)
                                               m
beyond this point.   Equation (F-7)  changes the form of the vertical
concentration distribution from Gaussian to rectangular.   If H exceeds
H ,  the Vertical Term is set equal to zero which results  in zero values
 m
for the ground-level concentrations.
          In complex terrain, the SHORTZ Vertical Term is modified by the
use of effective plume stabilization heights and mixing depths under the
following assumptions:

          •    The actual top of the surface mixing layer extends over
               the calculation grid at a constant height above mean
               sea level; the actual top of the surface mixing layer
               should not be confused with the effective top of the
               surface mixing layer, which is a mathematical device
               used to preclude violations of the Second Law of
               Thermodynamics when plumes pass over elevated terrain

          •    The axis of a plume contained within the surface mixing
               layer remains at the plume stabilization height above
               mean sea level, and the plume may impact elevated
               terrain within the surface mixing layer under stable,
               neutral or unstable conditions

          •    Plumes that stabilize above the top of the surface
               mixing layer do not contribute to significant
               ground-level concentrations at any receptor (this
               assumption also applies to flat terrain), including
               receptors that are above the top of the surface mixing
               layer
                                    F-5

-------
          In order to determine whether the stabilized plume is contained
within the surface mixing layer, it is necessary to calculate the mixing
depth H*{z } at the source from the relationship
       m  s                                    r
                         Hm{zs}
                             H  + z  - z
                              mas
(F-8)
where
      H   =  the depth of the surface mixing layer measured at a point
             with elevation z  above mean sea level (m)
                             a
m
      z   =  the height above mean sea level of the source (m)
       s

Equation (F-8) is represented schematically in Figure F-l, which assumes
that z  is the elevation of an airport.  As shown by the figure, the
      3.
actual top of the surface mixing layer is assumed to remain at a constant
elevation above mean sea level.  If the height H of the stabilized plume
above the base of the stack is less than or equal to H*{z }, the plume
                                                      Til  S
is defined to be contained within the surface mixing layer.
          The height H  of the stabilized plume above mean sea level is
given by the sum of the height H of the stabilized plume above the base of
the stack and the elevation z  of the base of the stack.  At any
elevation z above mean sea level, the effective height H'{z} of the plume
centerline above the terrain is then given by
                      H'{z}  =
                                 H  - z ; H  - z > 0
                                  o     '  o
                                     0  ; H  - z < 0
                                           o
                                                                     (F-9)
                                    F-6

-------
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F-7

-------
          The effective mixing depth H'{z}  above a point  at  elevation  z
above mean sea level is defined by


H'{z} =
m


H
m


H + z - z
m a
; z > z
a


; z < z
' a
                                                                          (F-10)
Figure F-2 illustrates the assumptions implicit in Equation (F-10).   For
grid points at elevations below the measurement base elevation (assumed in
Figures F-l and F-2 to be an airport), the effective mixing depth H'{z}
is allowed to increase in a manner consistent with Figure F-l.  However, in
order to prevent a physically unrealistic compression of plumes as they
pass over elevated terrain, the effective mixing depth is not permitted to
be less than the mixing depth measured at the airport.  It should be
emphasized that the concentrations are set equal to zero for grid points
above the actual top of the mixing layer (see Figure F-l).

          The Lateral Term refers to the crosswind expansion of the plume
and is given by the expression
                    {Lateral Term}  =  exp
                                                  y
(F-ll)
where y is the crosswind distance from the plume centerline to the point at
which concentration is calculated.
          The SHORTZ model uses a wind-profile exponent law to adjust the
observed mean wind speed from the measurement height to the stack height h
for use in the plume rise calculations and to the plume stabilization
height H for use in the concentration calculations.  In complex terrain,
the SHORTZ model assumes that the mean wind speed at any given height above

-------
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-------
mean sea level is constant.  Thus, the mean wind speed u  measured at a
                                                        R

height z  above the surface at a point with elevation z  above mean sea
        ix                                              3.

level is adjusted to the stack height for the plume rise calculations by


the relationship
                  u{h}  = -I
                             -  /ho' Za\
                             !„  	 I   ;  h  > z  + z_,

                             R\    ZR   I       °    a    R
                                           ;  h  < z  + z,,
                                           '   o    a    R
                                          (F-12)
where h  is the height above mean sea level of the top of the stack and p


is the wind-profile exponent.  Similarly, the wind speed u{H} used in the


concentration calculations is given by
                  u{H>  =
                                H  - z
                             R     z
                                    R
                                            ;  H  < z  +  z_,
                                            '   o    a    R
                                          (F-13)
                          Dispersion Coefficients





          The SHORTZ model uses Cramer  (1976) dispersion  coefficients,


which are of the form
a' •  f {x} •  x
 A    y
                                                                            (F-14)
and
                                 a'  •  f  {x}  • x
                                  t    z
                                           (F-15)
                                    F-10

-------
where a (a ) is the lateral (vertical) dispersion coefficient, o'
       y  z                                                     A.
(a') is the lateral (vertical) turbulent intensity or standard deviation
  LJ
of the wind azimuth (elevation) angle in radians and f (f ) is the
lateral (vertical) "universal function."  The generalized a  and a
                                                           y      z
equations used by the SHORTZ model include provisions for lateral and
vertical virtual distances to account for the effects of entrainment on the
initial dispersion of a buoyant plume.
          Under the assumptions that a  is proportional to x over a dis-
             J                                         a
tance x   downwind from an ideal point source and to x  at longer down-
wind distances, Cramer, et al. (1972) derive the a  expression
                                                  y
                 ay{x}
a! x
A ry
x + x - x (1-a)
Y ry'
ax
L ry J
                                                     -lO.
                               (F-16)
                 ax
                         JLL
                   ry \  x   a;
                      \  ry  A
                                  iE.
                                 I/a
                                         R
                                     - X
R
xry(l-a)
                                                             S X
                                                                ry
                                                             > X
                        ry
                                                                           (F-17)
where a „ is the lateral dispersion coefficient at downwind distance
       yR
x .   The SHORTZ model does not allow the lateral virtual distancex   to  be
less than zero and, in the default mode, defines x   as 50 meters and a
                                                  ry
as 0.9.
          As discussed in Appendix A, it has been the experience of the
H. E. Cramer Company that the lateral "universal function" implicit in
                                   F-ll

-------
Equation (F-16)  adequately accounts for the effects of vertical wind-
direction shear on lateral plume expansion in most situations (see
Bjorklund and Bowers, 1982, p.  2-33).   However, based on an examination of
the hourly wind-direction and SO. concentration measurements from the
first two quarters of the Westvaco monitoring program, the H. E. Cramer
Company (January 1981) reported to EPA Region III that the plume from the
Westvaco Main Stack is subject  to very large vertical wind-direction shears
as it rises through the highly  channeled valley flow and enters the flow
above the elevated terrain.  Because of these large wind-direction shears,
            :>
our January 1981 report suggested that it would be appropriate to modify
SHORTZ for application to the Luke Mill by inclusion of the Cramer, et al.
(1972) technique for accounting for the effects of vertical wind-direction
shear on crosswind plume expansion.  Following this approach, the total
lateral dispersion coefficient  a „ is given by

V
r 2i1/2
2 Me'xf
ay A.3JJ
                                                                           (F-18)
where a  is the unmodified SHORTZ lateral dispersion coefficient, x is
the downwind distance and A6 is the wind-direction shear in radians for the
layer containing the plume.  Equation (F-18) was used by the SHORTZ model
in the Westvaco model performance evaluation described in Section 3.2.
          The SHORTZ model assumes that, if a multiple reflection term
(Equation (F-6)) is used to confine the plume within the surface mixing
layer, a  may be assumed to be proportional to x at all downwind
        z
distances.  The resulting a  expression is
                           z
                          °z{x}  =
                                    F-12

-------
°zR QzR
°E ^ ' °E
o - °ZR
u , ,
E
^XR
^ -v
                                                                          (F-20)
where a   is the vertical dispersion coefficient at downwind distance
       xR   -j
          Briggs (1972) notes that photographs of buoyant plumes show the


radius to be approximately 0.5 times the plume rise.  Under the assumption


of Gaussian lateral and vertical concentration distributions at the downwind


distance of final plume rise x , the SHORTZ model defines the lateral and
                              K

vertical dispersion coefficients at this distance as

                                         0.5 Ah

                                          2.15
                                       (F-21)
The downwind distance to final rise x  is given by
                                     R
                     lOh
tr u{h} S"
                     lOh
                                   30
If
                                      >0
    > 0 and TT u{h} S  1/2 >  lOh
(F-22)
                                    F-13

-------
F.2       DESCRIPTION OF THE VALLEY MODEL

          The EPA Valley model (Burt,  1977)  is primarily designed to cal-
culate maximum 24-hour average ground-level  concentrations produced by
stack emissions in complex terrain.  The Valley model is a screening model
and is intended for use with hypothetical rather than actual meteorological
inputs (Burt and Slater, 1977).  The Valley  model makes the "worst-case"
assumptions that a plume in an elevated stable layer is confined within a
22.5-degree sector for 6 hours during a 24-hour period and that this plume
directly impinges on any terrain at the height of the plume centerline.
Common practice with the Valley model is to  assume that the mean wind speed
at plume height during the 6 hours of impingement is 2.5 meters per second
and that the vertical dispersion in the elevated stable layer is equivalent
to that predicted by the Pasquill-Gifford a   curve for F stability (Turner,
                                           z
1969).  The following description of the Valley model is of the version
contained in the UNAMAP-4 series of models and used in the Westvaco model
evaluation.

                           Plume Rise Equations

          The Valley model uses the Briggs (1971; 1975) plume rise equations.
At downwind distances less than the distance to final plume rise, plume
rise is given by the adiabatic rise equation
                                             x2/3                          (F-23)
                                    u
If YI in Equation (F-l) is set equal to the SHORTZ model's default value
of 0.6 and the stack-tip downwash correction factor f is set equal to unity,
Equations (F-l) and (F-23) are identical at a downwind distance of ten
stack heights (lOh).  Under stable conditions, the plume rise given by
Equation  (F-23) is terminated in the Valley model when it equals the final
plume rise predicted by the Briggs (1975) stable plume rise equation
                                   F-14

-------
                                          1/3
                         Ah
2.6
(F-24)
                                      u S
If y  in Equation (F-4) is set equal to the SHORTZ model's default value
of 0.66 and the downwash correction f is set equal to unity, the top line
of Equation (F-4) is the same as Equation  (F-24) except that the coefficient
2.6 in Equation  (F-24) has a value of 2.4 in Equation  (F-4).  In other
words, the final plume rise calculated by the Valley model under stable
conditions exceeds the corresponding final plume rise calculated by the
SHORTZ model by a factor of 1.08 (2.6/2.4).  The Valley model assumes that
the vertical potential temperature gradient with F stability is 0.035 degrees
Kelvin per meter.

                   Ground-Level Concentration Equations

          The Valley model gives the 24-hour average ground-level concentra-
tion attributable to 6 hours of plume impingement on elevated terrain under
stable meteorological conditions as
                           KQ
                    2/27 u a „, A9f x
                            zT
                                      exp
                      C{z,HQ}
(F-25)
where A6' is the sector width (0.3927 radians) within which the plume is
assumed to be contained during the 6 stable hours.  The effective plume
height H' under stable conditions is given by
                      H'{z}  =
                                H  - z  ;   H  - z > 10m
                                 o          o
                                  10m   ;  H  - z < 10m
                                            o
                                          (F-26)
                                  F-15

-------
Equations (F-9) and (F-26) are equivalent for all practical purposes except
that Equation (F-9) is only used by the SHORTZ model when the plume is
contained within the surface mixing layer.   The correction C{z,H }, which
reduces the calculated concentration to zero on terrain 400 meters or more
above the plume centerline, is given by
                         C{Z,HO}  =
 (401 - D{z,H })
	o
      400
(F-27)
where
              D{z,H
                            z-H   ;   1 < z - H  < 401m
                                 o              o
                               401  ;   z - H  > 401m
                                            o
                                      (F-28)
                     Vertical Dispersion Coefficients

          The Valley model requires only the vertical dispersion coefficient
because emissions are assumed to be uniformly distributed in the horizontal
within a 22.5-degree sector.  The total vertical dispersion coefficient
a   is given by
                                              1/2
                                                                           (F-29)
where a  is the Pasquill-Gifford vertical dispersion coefficient (Turner,
       £
1969), represented in the Valley model by an equation of the form
                            a   =  a x  + c
                             z
                                    F-16
                                                                           (F-30)

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The coefficients a, b and c in Equation (F-30) are functions of stability
and downwind distance.  The second term on the right hand side of Equation
(F-29) is intended to account for the effects of entrainment ("bouyancy
induced dispersion") on the initial vertical growth of a buoyant plume.
The treatment of the effects of entrainment on initial plume growth in the
SHORTZ and Valley models differs in two ways. First, the SHORTZ model assumes
a Gaussian distribution of material at the distance of final rise, whereas
the Valley model assumes a uniform ("top hat") distribution of material.
Second, the SHORTZ model uses virtual distances to account for the enhanced
initial growth of the plume, whereas the Valley model adds variances.
F.3       DESCRIPTION OF THE COMPLEX I AND COMPLEX II MODELS

          The undocumented EPA Complex I and Complex II models were de-
veloped from the computer code for the EPA MPTER model (Pierce and Turner,
1980).  The Complex I and II models are designed to use actual rather than
hypothetical hourly meteorological inputs, and both models make stability-
dependent assumptions about how complex terrain affects plume height above
terrain.  The primary difference between the two models is that the Complex
I model assumes that emissions during each hour are uniformly distributed
in the horizontal within a 22.5-degree sector, whereas the Complex II model
assumes a Gaussian hourly crosswind concentration distribution.  The
following paragraphs describe the Complex I and II models as used in the
Westvaco model evaluation study and recommend improvements to the models.

                           Plume Rise Equations

          The Complex I and II models use the Briggs (1971; 1975) plume
rise equations.  If the Pasquill stability category is neutral (D) or un-
stable (A, B or C), both models assume an adiabatic thermal stratification
and use Equation  (F-23) to calculate plume rise as a function of downwind
distance.  Final plume rise is assumed to occur at the distance 3.5 x*
(Briggs, 1971) , where x* is given by

                                    (F-17)

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                    <•*  =
                            14 F5/8  ;   F < 55 m4/sec3
                            34 F2/5  ;   F > 55 m4/sec3
                                                                          (F-31)
If the Pasquill stability category is stable, the Complex I and II models
use Equation (F-23)  to calculate distance-dependent plume rise with the
final rise occurring at the distance where the plume rises given by Equations
            :>
(F-23)  and (F-24)  are equal.  The default vertical potential temperature
gradients assumed by both models during hours of E and F stability are
0.020 and 0.035 degrees Kelvin per meter, respectively.

          It should be emphasized that the official versions of the Complex
I and II models key the selection of adiabatic or stable plume rise equation
on the Pasquill stability category rather than on the vertical potential
temperature gradient.  Our analysis of the meteorological conditions during
the periods with the highest observed SO  concentrations at the monitoring
network on the elevated terrain in the sector southeast of the Westvaco
Main Stack (see Figure 1-1) indicated that a stable thermal stratification
usually is required for the plume centerline to be low enough for the plume
to affect the monitoring network.  Because the Pasquill stability categories
indicated for the hours with high observed concentrations by objective
stability classification schemes (for example, Turner, 1964) frequently
were neutral or unstable, the Complex I and II models automatically assumed
an adiabatic stratification which caused the models to overestimate plume
rises and hence to underestimate the ground-level concentrations at the
monitoring network.  We therefore modified both models to read hourly values
of the vertical potential temperature gradient and to key the selection of
the adiabatic or stable plume rise equation on the potential temperature
gradient, the same approach as used by the SHORTZ model.  Additionally, we
added logic to ensure that the calculated stable plume rise did not exceed
the corresponding calculated adiabatic plume rise.
                                   F-18

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                   Ground-Level Concentration Equations

          The Complex I model assumes that the plume is uniformly distri-
buted in the horizontal within a 22.5-degree sector during each hour.  The
ground-level concentration at downwind distance x within this sector is
given by
                                  2KO
                 x(x}  =	 {Vertical Term}              (F-32)
                          /2TT u{h} a „, A6' x
                                    zl
If only the first term of the full Vertical Term given by Equation (F-6) is
considered under stable conditions, Equation (F-32) has the same form as
the corresponding equation for the Valley model (Equation (F-25)) except
that Equation (F-32) has not been divided by a factor of 4 to account for
the Valley model's assumptions that es-sentially the same hourly concentra-
tion occurs during 6 hours of a 24-hour period.  The Complex II model gives
the hourly ground-level concentration at downwind distance x and crosswind
distance y as
        X(x,y}  =  —	 {Vertical Term} {Lateral Term}         (F-33)
                          azT °yT
          The Complex I and II models assume that the mixing height H  is
infinite with E or F stability and is terrain following with A, B, C or D
stability.  Both models define the effective plume height H1 as
                     H'  =  MAXJFH, H - (l-F)(Ho-z)j                      (F-34)
where the "plume path coefficient" F is assumed to be 0.5 for the unstable
(A, B and C) and neutral (D) Pasquill stability categories and to be zero

                                    F-19

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for the stable (E and F)  Pasquill stability categories.   Thus,  the Complex
I and II models make the  same basic assumption about plume height above
terrain under stable conditions as the Valley model.  For consistency with
the Valley model, the Complex I and II models do not allow H'  to be less
than 10 meters.

          The Complex I and II models assume that wind speed is a function
of height above local ground level (rather than above mean sea level as
assumed by the SHORTZ model).  The wind speed UD measured at height
                                               K
z  is adjusted to the stack height h for use in both the plume rise and
 K
concentration calculations by the expression
                             u{h}  =  u   -M                             (F-35)
                                           R/
where the wind-profile exponent p is assigned on the basis of the Pasquill
stability category.

          The Complex I and II models accept sequential hourly emission
rates and calculate hourly stack exit velocities from a single input exit
velocity under the assumption that the exit velocity is directly proportional
to the emission rate.  Because of variations in coal-sulfur content, this
approximation is not highly accurate for the Westvaco Main Stack.  Also,
the Complex I and II models do not allow for hour-to-hour variations in the
stack exit temperature.  We therefore modified the computer codes for the
two models to allow them to accept hourly values of the stack exit velocity
and exit temperature.

                          Dispersion Coefficients

          The Complex I and Complex II models use Equation (p-29) to
calculate the total vertical dispersion coefficient, with the Pasquill-
                                    F-20

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Gifford vertical dispersion coefficient a  represented by an equation of
                                         z
the form
                                    =  ax
                                                                          (F-36)
rather than of the form of Equation (F-30).  The coefficients a and g in
Equation (F-36) are functions of stability and downwind distance.   The
Complex I model does not require lateral dispersion coefficients because of
the sector-averaging assumption.  The Complex II model defines the total
lateral dispersion coefficient a   as
1/2
                              r  2           2]12
                           =  [a   + (Ah/3.5rJ                           (F-37)
where a  is the Pasquill-Gifford lateral dispersion coefficient,
represented by equations of the form
                         a   =  465 •  x • tan(TH)                         (F-38)
                         TH  =  0.01745 (d - e £n(x))                      (F-39)
The coefficients d and e in Equation (F-39) are functions of stability.
The second term on the right-hand side of Equation (F-37) is intended to
account for the effects of entrainment on lateral plume growth.
                                   F-21

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F.4       DESCRIPTION OF THE LUMM MODEL

          The Luke Mill Model (LUMM) is a single-source model that was
developed by Hanna, ^jt al. (1982a) for application to the Westvaco Main
Stack.  The LUMM and SHORTZ models are qualitatively similar in that both
models use direct turbulence measurements to predict plume expansion, both
models attempt to account for the effects of vertical wind-direction shear
on lateral plume growth, and both models key the selection of the appro-
priate plume rise equation on the vertical potential temperature gradient.
Also, both the LUMM and SHORTZ models utilize onsite meteorological measure-
ments to the maximum extent possible.  Hanna, ot_ al^. (1982a) evaluated the
performance of six versions of the LUMM model, two of which differed only
in meteorological inputs.  The version of the LUMM model considered by
Hanna, _e_t a^. (1982a) to give the best overall performance (Model 4) is
briefly described below.

                           Plume Rise Equations

          The LUMM model considers only two stabilities:  (1) stable, and
(2) "neutral" (adiabatic or unstable).  If the vertical potential temper-
ature gradient is positive, the final plume rise is given by Equation (F-24) •
To ensure that the stable plume rise Ah  does not exceed the corresponding
adiabatic plume rise Ah  , the LUMM model also uses Equations (F-23) and
(F-31) to calculate Ah.T for hours with stable (positive) potential temper-
                      N
ature gradients.  Neutral conditions are assumed if Ah  is less than
Ah  or if the potential temperature gradient is less than or equal to
  s
zero.  Otherwise, stable conditions are assumed.

                   Ground-Level Concentration Equations

          During hours with neutral conditions, the LUMM model uses Equation
 (F-33) to calculate the ground-level concentration at downwind distance x
and crosswind distance y except that only the first term of the generalized
Vertical Tern (see Equation (F-6) )  is used by the LUMM model.  That is, the

                                    F-22

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multiple reflection portion of the Vertical Term that confines the plume
within the surface mixing layer is not incorporated in the LUMM model.  The
effective plume height H1 under neutral conditions is given by Equation
(F-34) with the "plume path coefficient " F set equal to 0.4 to fit the
observations at the Luke Mill (Hanna, _et_ al., 1982a, p. 5-7).  Unlike the
SHORTZ, Complex I and Complex II models, the LUMM model does not use a
wind-profile exponent law to extrapolate the wind speed from the measure-
ment height to the stack or plume height.   Instead, the LUMM model esti-
mates the appropriate wind speeds from the onsite tower wind measurements
            o
(see Table A-l of Hanna, et_ _al. , 1982a).

          During hours with stable conditions, the effective plume height
assumed by the LUMM model depends on the relationship between the plume
height above plant grade and the height of a critical streamline H  above
plant grade.  The critical streamline height is given by
                            H  =  Az   (1 - Fr)                            (F-40)
                             c      max                                    v     '
where the Froude number is defined as
                             Fr  =  	ryr-                             (F-41)
                                    Az    S '
                                      max
and Az    is (Hanna, et al., 1982a, p. 5-8) the "maximum mountain height
      max            — —
above the stack base in the direction of interest within about  10 km of
the stack."  If H is greater than H , the ground-level concentration is
calculated from Equation (F-33), with H' given by Equation  (F-34).  If H is
less than H  and the receptor is below H , two concentrations are calculated.
           c             v              c
The first concentration is given by Equation  (F-33) with H' redefined as
                                   F-23

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                           H'   =  MAX
                                                                          (F-42)
The second concentration calculated under stable conditions when H is less
than H  is
      c
                               RKQ
                                yT
                                         exp
(F-43)
The reflection coefficient R in Equation (F-43) is set equal to 1.2 in the
LUMM model because Hanna, et al.  (1982a) consider this value to- be "appro-
priate for terrain slopes of about 20 to 30° encountered in the area sur-
rounding the Luke Mill."  The minimum of the two concentrations calculated
when H is less than H  is assumed by the LUMM model to be the correct
concentration.  Additionally, if a receptor is above H  and H is below
H , the concentration at the receptor is assumed to be zero (Hanna, 1982).

                          Dispersion Coefficients
          The LUMM model's total lateral dispersion coefficient a ~ is of
the form
              r  2                 2               2            1
           =   a  {turbulence} + a  {buoyancy} + a  {wind shear}          (F-44)
              L y                 y               y             J
                                    F-24

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Similarly, the LUMM model's total vertical dispersion coefficient a   is
of the form
               °zT
=   a  {turbulence} + a  {buoyancy}                   (F-45)
   I  Z                 Z           _J
The turbulence contributions to a   and a   are given by
                     a {turbulence}  =  I  • f {x} • x                    (F-46)
                     o {turbulence}  =  I  • f {x} • x                    ('F-47')
                      y                  z    z                           v    '
where I  and I  are the lateral and vertical turbulent intensities,
       y      z
respectively.  (The lateral turbulent intensity I  in Equation (F-45)

corresponds to a'  in Equation (F-14)» while the vertical turbulent inten-
                £\
sity I  in Equation (F-47) corresponds to a' in Equation (F-15).)
      Z                                    ill
Comparison of Equations (F-46) and (F-47) with Equations (F-14) and (F-15)

shows that the turbulence-induced components of the dispersion coefficients

used by the LUMM and SHORTZ models are based on the same concepts.  However,
the two models differ in the assumed forms of the "universal functions"
f  and f .
 Y      z

          The "universal functions" used by the LUMM model were inferred
from the equations proposed by Briggs (1973) for rural dispersion coefficients.

The lateral "universal function" for both neutral and stable conditions is
defined in the LUMM model as
                                   F-25

-------
                        f {x}  =  (1 + O.OOOlx)
                                               -1/2
(F-48)
The vertical "universal function" varies with stability and wind speed in
the LUMM model and is given by
           f {x}  =
            z
       1.0
(1 + 0.0003x)
(1 + 0.0015x)
                                   -1
;   neutral and u < 8 m/sec
;   stable and u < 8 m/sec
;   u > 8 m/sec
(F-49)
          The LUMM, Valley, Complex I and Complex II models all assume a
uniform ("top hat") concentration distribution for the plume at the downwind
distance of final plume rise.  Additionally, all four'models include the
effects of entrainment by the buoyant plume ("buoyancy induced dispersion")
by adding variances.  However, the buoyancy contribution assumed by the
LUMM model, which is given by
                 a {buoyancy}  =  a {buoyancy}  =  0.4 Ah
                  y                z
(F-50)
is a factor of 1.4 larger than assumed by the three other models.

          The LUMM model assumes that the contribution of vertical
wind-direction shear to lateral plume expansion is given by
                        a {wind shear}  =  0.34 A9' x
                         y
                                    F-26
 (F-51)

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This expression is the same as used by the SHORTZ model (see Equation
(F-18))  except that the LUMM model's shear coefficient of 0.34 is a factor
of 1.46 larger than the SHORTZ model's shear coefficient.  The first
version of the LUMM model assumed a shear coefficient of 0.17 on the basis
of suggestions made by Pasquill (1976).  Although there are theoretical
arguments in support of the doubling of the shear coefficient in the
subsequent versions of the LUMM model, this doubling was also required to
fit the LUMM model to the Westvaco data set (Hanna, 1982).

          As noted above, the LUMM model does not include the multiple
reflection portion of the full Vertical Term (see Equation (F-6)) to confine
the plume within the surface mixing layer.  To avoid underestimation of
concentrations at downwind distances where the effects of the restriction
on vertical mixing at the top of the surface mixing layer begin to affect
ground-level concentrations, the LUMM model does not allow the total
vertical dispersion coefficient a   to exceed 340 meters.  The first two
                                 Z i.
versions of the LUMM model, which did not allow a  to exceed 136 meters,
                                                 z
systematically underestimated the concentrations observed at Monitor 10
(the Stony Run monitor in Figure 1-1) because a larger o  was required to
                                                        Z
mix the plume downward to this monitor (Hanna, 1982).
                                    F-27

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                                   TECHNICAL REPORT DATA
                            (Please read Instructions on the reverse before completing)
 1. REPORT NO.
  EPA-903/9-83-OQ2
                                                          3. RECIPIENT'S ACCESSION-NO.
4. TITLE AND SUBTITLE
 Westvaco Luke,  Maryland Monitoring Program:   Data
 Analysis and Dispersion Model Validation  (Final
 Report)
                                                          5. REPORT DATE
                                                            June 1983
                                                          6. PERFORMING ORGANIZATION CODE
 7. AUTHOR(S)
 J. F. Bowers, H.  E.  Cramer,  W.  R.  Hargraves and
 A. J. Anderson
                                                          8. PERFORMING ORGANIZATION REPORT NO.

                                                           TR-83-153-01
9, PERFORMING ORGANIZATION NAME AND ADDRESS
 H. E. Cramer Company,  Inc.
 P. 0. Box 8049
 Salt Lake City, UT   84108
                                                           10. PROGRAM ELEMENT NO.
                                                          11. CONTRACT/GRANT NO.
                                                           Contract No. 68-02-3577
                                                           Modification No. 2
 12. SPONSORING AGENCY NAME AND ADDRESS
 U. S. Environmental  Protection Agency, Region III
 6th and Walnut Streets
 Philadelphia, Pennsylvania 19106
                                                          13. TYPE OF REPORT AND PERIOD COVERED
                                                           Final:  July 1981-Feb  1983
                                                          14. SPONSORING AGENCY CODE
 15. SUPPLEMENTARY NOTES
 16. ABSTRACT

         The Westvaco data set consists of detailed  records of hourly emissions, mete-
   orological  and SCL air quality data collected  in the vicinity of the Westvaco
   Corporation Paper Mill at Luke, Maryland during  the period December 1979 through
   November 1981.   The purpose of the Westvaco monitoring program was to acquire the
   data  needed to select the most appropriate complex terrain dispersion model for use
   in establishing an S02 emission limitation for the Luke Mill.  The major objectives
   of the work described in this report were to:   (1) analyze and evaluate the Westvaco
   meteorological and air quality data in order to  develop the most suitable data set
   to evaluate complex terrain dispersion models; and (2) use the Westvaco data set to
   evaluate the performance of EPA's Valley, Complex I and Complex II models, the H. E.
   Cramer Company's SHORTZ model and Westvaco Corporation's Luke Mill Model (LUMM).
   The results of the model performance evaluation  support the use of the Valley, Com-
   plex  I and  Complex II models as safe-sided screening models when little or no onsite
   meteorological data are available.  The SHORTZ and LUMM models provided accurate and
   unbiased estimates of the 25 highest 1-hour, 3-hour and 24-hour average concentra-
   tions at some of the monitors and systematically biased estimates at the other moni-
   tors.  Based on the terms of a model evaluation  protocol,  the LUMM model was selec-
   ted for use in establishing an SO  emission limitation for the Luke Mill.            ,
                               KEY WORDS AND DOCUMENT ANALYSIS
                 DESCRIPTORS
                                             b.IDENTIFIERS/OPEN ENDED TERMS  C. COSATI Field/Group
 Air Pollution
 Turbulent Diffusion
 Meteorology
 Mathematical Models
 Computer Models
                                              Dispersion  Models
                                              Complex  Terrain
                                              Valley Model
                                              Complex  I Model
                                              Complex  II  Model
                                              SHORTZ Model
 3. DISTRIBUTION STATEMENT

 Release Unlimited
                                             19. SECURITY CLASS (This Report)
                                              Unclassified
                                                                       21. NO. OF PAGES
                                             20 SECURITY CLASS (Tins page)
                                               Unclassified
                                                                        22. PRICE
EPA Form 2220-1 (9-73)

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