Federal Advisory Committee Act
Clean Air Act Advisory Committee

Mobile Sources Technical Review Subcommittee (MSTRS)
MOVES Review Work Group: Meeting Summary

April 10, 2019
U.S. EPA Office of Transportation & Air Quality
2000 Traverwood Drive
Ann Arbor, MI 48105

Welcome from the Chairs

Dr. Matthew Barth and Ms. Megan Beardsley welcomed the Clean Air Act Advisory Committee
(CAAAC), Mobile Sources Technical Review Subcommittee (MSTRS) MOVES Review Work
Group to the meeting. Ms. Beardsley presented the meeting agenda (see Table 1).

Table 1. MOVES Review Work Group Meeting Agenda:

April 10, 2019 (2 pm to 4 pm)

Topic

Welcome from the Chairs
Member Roll Call
General Announcements
Presentations:

•	Updates to EPA's Motor Vehicle Emissions Simulator (MOVES) -
Highlights from CRC Real World Emissions Workshop

•	Updates to "High-Power" Emission Rates and Start Deterioration for Light-
Duty Vehicles Update: Revising Start/Soak Relationships for Light-Duty
Gaseous Emissions

•	Updates to MOVES Heavy-Duty Running Exhaust Rates: Diesel, Gasoline,
and Natural Gas

•	Modeling of Gliders in MOVES

Future Meetings/Wrap-up

Member Roll Call

Ms. Beardsley conducted a Work Group member roll call. A list of Work Group members and
others in attendance is presented in an Attachment to these meeting minutes.


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General Announcements

Dr. Sarah Roberts made general announcements regarding meeting procedures, including how
participants should signal when they had questions (i.e., by using the raised hand feature in
Adobe Connect). Dr. Roberts stated that the meeting minutes will be submitted to the Work
Group members for review before posting to the website and that any additional questions about
the technical content of today's presentations should be sent to her at her e-mail address:
Roberts.Sarah@epa.gov.

Presentation: Updates to EPA's Motor Vehicle Emissions Simulator
(MOVES) - Highlights from CRC Real World Emissions Workshop -
Presented by Megan Beardsley, U.S. EPA

The next major version of MOVES will include new data, newer rules, improved functionality
and performance and additional features. The next version release data is still to be determined
but will be in 2020 at the earliest. Activity improvements for the next MOVES version include
updated user inputs for starts and hoteling and user inputs for off-network idle, which allows
users to input total idle fraction by vehicle type, month or day. Other vehicle population and
activity updates include historical and projection data for national VMT and vehicle populations,
national age distribution, vehicle weights and other vehicle characteristics. There are several
major changes planned for both light-duty and heavy-duty on-road vehicles, some of which are
expected to increase the model's estimates of emissions and some of which are expected to
decrease the model's estimates of emissions.

There is also continuing work on a comprehensive update to the Nonroad portion of the model.
The initial focus is on diesel engines—including updating population and activity data—and also
redesigning the model structure. In addition, more real-world activity data is being gathered for
inclusion in the Nonroad model.

Presentation: Updates to "High-Power" Emission Rates and Start
Deterioration for Light-Duty Vehicles- Presented by Claudia Toro, ORISE
participant & James Warila, U.S. EPA

Part 1 - Updates to "High-Power" Running Emission Rates

As part of the EPA's ongoing effort to validate the MOVES model, they have evaluated default
model inputs using newer data or assumptions. This presentation focuses on these efforts for
high-power light-duty running emission rates and light-duty start emissions. Previous NOx
evaluation efforts have shown that MOVES compares well with remote sensing (RS) data when
modeled at the project scale using location-specific inputs, but MOVES overestimates emissions
modeled at the national scale using inputs from the National Emissions Inventory (NEI). One of
the reasons for this outcome was that the NEI includes higher power operating modes than
represented in the RS data, and so the EPA focused on evaluating high power operating mode
emission rates. To evaluate power trends, they used data collected in two studies using portable
emissions measurement systems (PEMS), with the goal of reassessing the shapes of vehicle-

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specific power (VSP) trends from low to high power. In comparing the MOVES estimated
emissions with the PEMS data, the MOVES NOx-VSP and other gaseous pollutant-VSP trends
were steeper than the PEMS data for cars and trucks, with the difference being more pronounced
for trucks. As a result of this study, the EPA plans to scale rates uniformly across the VSP trend
to more accurately estimate emissions at high power rates. This change will affect all gaseous
pollutants representing vehicles under National Low Emission Vehicle (NLEV), Tier 2 and Tier
3 standards (model years 2001 and later, inclusive).

Part 2 - Updates to Deterioration Trends for Start Emission Rates

There is currently only sparse data regarding whether light duty vehicle start emissions increase
with increasing vehicle age (i.e., start deterioration). One relevant data source is the In-Use
Verification Program (IUVP) run by manufacturers that aims to verify that following sale,
vehicles continue to meet standards during their regulatory useful lives. In this program, vehicles
are recruited from the public, and emissions are measured on certification cycles (including FTP
and US06), and FTP data, by phase, can be used to estimate start deterioration. Based on this
data, it appears that deterioration occurs for both starts and running. In MOVES, the
deterioration for NOx starts is based on the deterioration trend for running emissions. Based on
the study of the IUVP data, which shows that starts do deteriorate, but at a lower relative rate
than running emissions, the EPA plans to apply a reduced deterioration trend to NOx start
emissions. This will apply passenger cars, light-duty trucks and heavy-duty gasoline vehicles in
all model years.

Part 3 - Emissions Impact

The updated start deterioration trend is expected reduce estimated emissions across all calendar
years. The revised high-power emissions rates are expected to reduce emissions more in future
years because the high-power emissions were a larger fraction of total emissions for future
vehicles. The updates are expected to result in lower emission inventories for gaseous criteria
pollutants across all years.

Discussion

Ms. Julie McDill asked whether the rate mode was displayed in the presentation, particularly
regarding the information for MOVES compared to RS data for NOx emissions. It was clarified
that rate mode was not displayed, but that the national scale and project scale results were shown.
Ms. McDill commented that it would be helpful to also see the rate mode results.

Ms. Susan Collett remarked that a study evaluated emissions in two tunnels and was published
recently, measurements from the Hong Kong study agreed well with the MOVES model results.
However, the Baltimore tunnel showed a large discrepancy in results compared to MOVES.

Post Meeting correction: The study is available on the HEIwebpage, here:
https://www.healtheffects.org/publication/real-world-vehicle-emissions-characterization-shing-
mun-tunnel-hong-kong-and-fort. The researchers compared the California Air Resources Board
vehicle emissions model, EMFAC, to the ShingMun Tunnel in Hong Kong, and to the Fort
McHenry Tunnel in Baltimore to the MOVES model.

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Dr. Barth noted that the MOVES to PEMS comparison was using a single PEMS study done in
North Carolina. He suggested that additional PEMs data could be used to validate or correct the
entire model. Dr. Chris Frey commented that additional data could be used to verify the North
Carolina data. He noted that the North Carolina dataset was used for MOVES because it is the
largest dataset that is publicly available.

Ms. McDill mentioned that she would be interested to know what the data sources were for prior
MOVES versions.

Dr. Frey asked whether MOVES was predicting the mean or median of emissions for
deterioration. Mr. James Warila replied they did a log-linear fit to passenger cars and each truck
class and tested for differences in log-linear slope. Since the differences were not significant, a
uniform slope was used for all truck classes. Also, since a uniform variance was estimated across
the entire trend, comparisons at the mean would be equivalent to those at the median (geometric
mean). Dr. Frey asked whether additional review was planned. Mr. Warila replied that the
underlying analyses are described in the report for light-duty rates used in the model.

Mr. Frey noted that Tier 2 vehicles were included in the analysis and asked whether the vehicles
with more stringent standards had higher deterioration rates. Mr. Warila replied that it the
opposite seemed to be the case- that similarity in log-linear trends among vehicles under various
standards implies that trends in absolute emission rates became more gradual, not steeper.

Mr. Frey commented that some studies have concluded that MOVES overpredicts NOx
emissions, and he asked whether the planned revisions to MOVES bring the model-predicted
emissions in line with what those studies have claimed are the actual emissions levels. Mr.

Warila replied that the revisions discussed in the current presentation do result in reductions in
NOx emissions. However, these updates do not provide a definitive resolution to this issue raised
by Dr. Frey, and the EPA is still looking for other causes of the potential overprediction of
emissions.

Presentation: Updates to MOVES Heavy-Duty Running Exhaust Rates:

Diesel, Gasoline, and Natural Gas - Presented by Gurdas Sandhu, ORISE
participant

This presentation focuses on running exhaust emission rates for model year 2010 and newer
diesel, gasoline, and compressed natural gas (CNG) heavy-duty vehicles and the resulting impact
on the emissions inventory. The initial part of the presentation covered recent changes to the
scaling factor (fscaie), which is used in the scaled tractive power (STP) equation to arrive at
operating mode (OpMode) based rates. The diesel and CNG emission rates are based on the
manufacturer-run heavy-duty in-use testing (HDIUT) data. The gasoline emission rates are based
on data from a study conducted at the EPA labs in Ann Arbor. Emission rates for nitrogen oxides
(NOx), particulate matter (PM2.5), carbon dioxide (CO2), carbon monoxide (CO), and Total
Hydrocarbons (THC) were presented on a gram/mile basis for calendar year 2035, showing the
effect of age on model years 2035 back to 2010. The gram/mile comparison of new rates versus
base rates in MOVES vary significantly based on fuel type, vehicle class, and pollutant. Further,

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the impact of the new rates on the emissions inventory varies based on the "domain" defined by
a combination of fuel type, process type, and vehicle type. The emissions impact presented here
are for only the rates update covered in this presentation and do not reflect the effect of other
updates to the MOVES model.

For diesel, the emission rates vary between model years 2010 to 2015 based on the production
volume mix between engines with varying emissions levels. Overall, when comparing at the total
onroad emissions level, the new diesel rates lead to large increase in future NOx emissions,
moderate decrease in PM2.5 emissions, insignificant changes to CO2 emissions, moderate
increase in CO emissions, and small decrease in THC emissions.

For heavy-duty gasoline vehicles, at the total onroad emissions level, the new rates lead to small
decreases in future NOx and PM2.5 emissions and small increases in future CO2, CO, and THC
emissions.

For heavy-duty natural gas vehicles, the new g/mile NOx rates are lower, CO2 rates are
comparable, and PM2.5, CO, and THC rates are significantly higher.

Discussion

In response to a question about why there are drops or jumps in emissions in certain years, Dr.
Gurdas Sandhu explained that there is a jump in NOx emissions around 2010 due to the MOVES
update, whereas pre-2010 emissions were not updated. There is variability in the rates between
model years 2010 and 2015 due to differences in engine production volumes. For CO2, there are
further reductions in rates due to the Heavy-Duty Greenhouse Gas Phase 1 and Phase 2
rulemakings.

Mr. Jeremy Heiken asked whether there was any update to the heavy-duty peer review. Ms.
Beardsley responded that there was not an update yet, but the EPA plans to have further peer
review conducted.

Mr. Heiken commented, regarding NOx emissions, that the loss in NOx control effectiveness is
related to the location of the vehicles. He noted that there is more loss in urban areas where there
is greater stop and start activity and lower-speed travel. Dr. Sandhu noted that this effect is being
captured through the operating mode rates. Mr. Heiken replied that a vehicle could be in one
operating mode bin, but that vehicle would have different emissions over time in an urban versus
a rural setting due to the stop and go nature of urban travel. Ms. Beardsley noted that the
emission rates in MOVES capture a real-world mix of urban and rural driving at each vehicle
speed.

Mr. Andrew Eilbert suggested that in-use data for previous model years could be reviewed to
determine whether the "jump" in emissions in 2010 is real is or just an artifact from the update.
Dr. Sandhu remarked that this had been considered, but due to current resource availability, there
is currently not a plan to do an analysis.

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Mr. Andy Burnham asked whether the THC emissions from CNG trucks was speciated and
whether methane data was collected for the vehicles. Dr. Sandhu replied that these activities have
not been conducted yet.

Mr. Andrew Eilbert asked whether the CNG rates for vehicle regulatory classes other than
heavy-heavy-duty (HHD) had been included. Dr. Sandhu responded that the only data available
was for the HHD classes, and they will be using the rates for HHD and applying those rates to
the other classes.

Mr. Eilbert asked whether the pre-2010 rates for compressed natural gas (CNG) buses were
based on direct second-by-second measurement of CNG or gasoline medium-heavy duty
vehicles. Dr. Sandhu replied that MOVES2014 does not have any rates based on direct second-
by-second data from CNG vehicle measurements, and all the CNG rates are based on initial rates
from gasoline vehicles that are scaled using cycle average emissions of CNG vehicles and CNG
engine certification data. He noted that the June 2017 presentation given to the MOVES Review
Work Group explains how the EPA plans to group the CNG vehicles.

Presentation: Modeling of Gliders in MOVES - Presented by Jaehoon Han,
U.S. EPA

Glider vehicles are vehicles with an old powertrain (engine, transmission and/or rear axle)
combined with a new chassis and cab assembly. Most gliders are Class 8 heavy-duty vehicles
and typically use remanufactured engines from before 2001. Currently MOVES does not account
for gliders, and the EPA is planning on including them in the next version of MOVES. To add
them in, a new regulatory class was created (ID:49) within sources types 61 and 62. Based on
comparison of MOVES rates to EPA glider testing data, the exhaust emission rates for THC, CO,
NOx and PM are set to be equal to the MY2000 HHD rates. Glider vehicle characteristics are
assumed to be the same as the new (non-glider) HHD fleet. Glider sales are estimated based on
the production data received from manufacturers. The fraction of diesel trucks that are gliders is
less than 2% for all calendar years. The contribution from gliders to the emissions inventory is
dependent on planned MOVES updates for heavy-duty emission rates, populations and activity
as well as the potential reconsideration of the glider rule.

Discussion

Mr. Joe Jakuta asked whether gliders would be included in MOVES as a new source type. Mr.
Jaehoon Han clarified that these would not be a new source type but are included as a new
regulatory class (ID:49) for the existing sourcetypes 61 and 62.

Mr. Chris Frey commented that he has seen estimates that say if gliders were 3% of the heavy-
duty population, they would contribute 5% to all NOx emissions. He asked if anyone else had
seen data suggesting similar contributions to emissions. Mr. Han replied that it was a bit too
early to quantify glider emissions and their relative contributions to emissions, but the EPA will
soon be performing that analysis.

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Dr. Barth asked about the source of the data for gliders. Mr. Han responded that the EPA has
population data from the manufacturers, and the estimated emission rates are based on the EPA's
glider testing data.

Wrap-Up

In closing, Dr. Roberts informed the meeting attendees that the next meeting will likely be in
September, but a specific date has not yet been set. Dr. Roberts also noted that Work Group
members are invited to give presentations that might help the EPA shape the MOVES model.
Anyone interested in presenting at the next meeting should submit an abstract and title to Dr.
Roberts.

Ms. Beardsley thanked the meeting attendees for their participation.

A full list of participants is provided as an attachment to this summary. Copies of the
presentations given during this meeting will be available at https://www.epa.gov/moves/moves-
model -revi ew-work- group.

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Attachment - Work Group Meeting Attendance List
April 2019 MOVES Review Work Group: Member Attendees

Name

Home Organization

Representing Organization

Giedrius Ambrozaitis Alliance of Automobile Manufacturers

Matt Barth

Megan Beardsley
Susan Collet
David D'Onofrio
Chris Frey
Mike Geller
Gil Grodzinsky
Cecilia Ho
Britt Holmen
Mark Janssen
Chris Kite
Jim Kliesch
David Lax
Lubna Shoaib

Chris Voigt

Dale Wells
Chris Wolfe
Wei Zhang

University of California, Riverside (CE-CERT)

U.S. Environmental Protection Agency (EPA)

Toyota

Atlanta Regional Commission
North Carolina State University

Manufacturers of Emission Controls Association (MECA)
Georgia Department of Natural Resources
Federal Highway Administration (FHWA)

University of Vermont

Lake Michigan Air Directors Consortium (LADCO)

Texas Commission on Environmental Quality
Honda

American Petroleum Institute (API)

East-West Gateway Council of Governments

Virginia Department of Transportation

Colorado Department of Public Health and Environment

Environmental Defense Fund (EDF)

Idaho Department of Environmental Quality

Alliance of Automobile Manufacturers

University of California, Riverside (CE-CERT), Work Group

Co-chair

EPA; Work Group Co-Chair

Coordinating Research Council (CRC)

Association of Metropolitan Planning Organizations (AMPO)

North Carolina State University

Manufacturers of Emission Controls Association (MECA)
Association of Air Pollution Control Agencies (AAPCA)
Federal Highway Administration (FHWA)

University of Vermont

Lake Michigan Air Directors Consortium (LADCO)
Association of Air Pollution Control Agencies (AAPCA)
Honda
API

Association of Metropolitan Planning Organizations (AMPO)
Amer. Assoc. of State Highway and Transportation Officials
(AASHTO)

National Association of Clean Air Agencies (NACAA)

Environmental Defense Fund (EDF)

NACAA

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April 2019 MOVES Review Work Group: Other Attendees

Name

Home Organization

Representing Organization

Marc Bennett

Massachusetts Department of Environmental Protection

Massachusetts Department of Environmental Protection

Charles Bernhard

Iowa Department of Transportation

Iowa Department of Transportation

Molly Birnbaum

Alaska Department of Environmental Conservation

Alaska Department of Environmental Conservation

Daniel Bizer-Cox

U.S. Environmental Protection Agency

U.S. Environmental Protection Agency

Kevin Black

Federal Highway Administration (FHWA)

Federal Highway Administration (FHWA)

And Bollman

North Carolina Department of Environmental Quality

North Carolina Department of Environmental Quality

Chris Bovee

Wisconsin Department of Natural Resources

Wisconsin Department of Natural Resources

Chris Boyd

Shelby County Health Department

Shelby County Health Department

Jim Boylan

Georgia Department of Natural Resources

Georgia Department of Natural Resources

Kevin Briggs





Andy Burnham

Argonne National Laboratory

Argonne National Laboratory

Craig Butler





Yuli Chew

New Jersey Department of Environmental Protection

New Jersey Department of Environmental Protection

David Choi

U.S. Environmental Protection Agency

U.S. Environmental Protection Agency

Ying-Tzu Chung

Michael Baker International

Michael Baker International

Marc Corrigan

Tennessee Department of Environment and Conservation

Tennessee Department of Environment and Conservation

Susanne Cotty

Pima Association of Governments

Pima Association of Governments

Angela Cullen

U.S. Environmental Protection Agency

U.S. Environmental Protection Agency

Robert d'Abadie

Michael Baker International

Michael Baker International

Tom Darlington

Air Improvement Resource, Inc.

Air Improvement Resource, Inc.

Matt Davis

North Carolina Department of Environmental Quality

North Carolina Department of Environmental Quality

Laurel Driver

U.S. Environmental Protection Agency

U.S. Environmental Protection Agency

Tom Dvorak

New Jersey Department of Environmental Protection

New Jersey Department of Environmental Protection

Andrew Eilbert

U.S. Department of Transportation

U.S. Department of Transportation

Alison Eyth

U.S. Environmental Protection Agency

U.S. Environmental Protection Agency

Sara Forestieri

California Air Resources Board (CARB)

California Air Resources Board (CARB)

Janice Godfrey

U.S. Environmental Protection Agency

U.S. Environmental Protection Agency

Jaehoon Han

U.S. Environmental Protection Agency

U.S. Environmental Protection Agency

Tom Hanf

Michigan Department of Transportation

Michigan Department of Transportation

Jeremy Heiken

Oak Leaf Environmental

Oak Leaf Environmental

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Name

April 2019 MOVES Review Work Group:
Home Organization

Other Attendees

Representing Organization

Joe Jakuta
Dennis Kahlbaum
David Kail
Miles Kemp
Byeong-Uk Kim
Dorian Kvale
Steve Lachance
Sonya Lewis-Cheatham
KJ Liao

Natalie Liljenwall
Jin-Sheng Lin
Deborah Liu
Jeff Long
Julie McDill
Hyunsoo Noh
Jinchul Park
Jane Posey

Steve Potter

Ivan Racic
Vikram Ravi
Brian Rivera
Sarah Roberts
Gurdas Sandhu
Ken Santlal

Jolyon Shelton

Kira Shonkwiler
James Smith
Collin Smythe

DC Department of Energy and Environment
Air Improvement Resource, Inc.

Federal Highway Administration (FHWA)

Georgia Department of Transportation
Georgia Environmental Protection Division
Minnesota Pollution Control Agency
Michigan Department of Environmental Quality
Virginia Department of Environmental Quality
Georgia Environmental Protection Division
Oregon Department of Transportation
Virginia Department of Environmental Quality
Shelby County Health Department
California Air Resources Board (CARB)

Mid-Atlantic Regional Air Management Association
Pima County Association of Governments
Metropolitan Washington Council of Governments
Metropolitan Washington Council of Governments
Connecticut Department of Energy and Environmental
Protection

Arizona Department of Transportation
Washington State University

U.S. Environmental Protection Agency
U.S. Environmental Protection Agency/ORISE
Massachusetts Department of Environmental Protection
Delaware Dept. of Natural Resources and Environmental
Control

Colorado Department of Public Health and Environment
Tennessee Department of Environment and Conservation
Vermont Department of Environmental Conservation

DC Department of Energy and Environment
Air Improvement Resource, Inc.

Federal Highway Administration (FHWA)

Georgia Department of Transportation
Georgia Environmental Protection Division
Minnesota Pollution Control Agency
Michigan Department of Environmental Quality
Virginia Department of Environmental Quality
Georgia Environmental Protection Division
Oregon Department of Transportation
Virginia Department of Environmental Quality
Shelby County Health Department
California Air Resources Board (CARB)

Mid-Atlantic Regional Air Management Association
Pima County Association of Governments
Metropolitan Washington Council of Governments
Metropolitan Washington Council of Governments
Connecticut Department of Energy and Environmental
Protection

Arizona Department of Transportation
Washington State University

U.S. Environmental Protection Agency

U.S. Environmental Protection Agency/ORISE

Massachusetts Department of Environmental Protection

National Association of Clean Air Agencies (NACAA)

Colorado Department of Public Health and Environment
Tennessee Department of Environment and Conservation
Vermont Department of Environmental Conservation

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Name

April 2019 MOVES Review Work Group:
Home Organization

Other Attendees

Representing Organization

Matt Solomon
Darrell Sonntag
Glade Sowards
Lesley Stobert
Brian Sullins
Vivek Thimmavajjhala
Ted Thrasher
Brian Timin
Claudia Toro
Chris Trostle
Brian Trowbridge
Marcus Tutt
Steven VanderGriend
Shaun Vozar
James Warila
Debbie Wilson
Craig Woleader
Michael Woodman
Tao Zeng
Wei Zhang

Northeast States for Coordinated Air Use Management
U.S. Environmental Protection Agency
Utah Department of Environmental Quality
SC&A, Inc.

Alabama Department of Environmental Management

North Central Texas Council of Governments

U.S. Department of Transportation

U.S. Environmental Protection Agency

U.S. Environmental Protection Agency/ORISE

Pennsylvania Department of Environmental Protection

Pennsylvania Department of Environmental Protection

New Jersey Department of Environmental Protection

Urban Air Initiative

Allegheny County Health Department

U.S. Environmental Protection Agency

Mid-Atlantic Air Management Association (MARAMA)

Massachusetts Department of Environmental Protection

Maryland Department of the Environment

Georgia Environmental Protection Division

Idaho Department of Environmental Quality

Northeast States for Coordinated Air Use Management
U.S. Environmental Protection Agency
Utah Department of Environmental Quality
EPA Contractor

Alabama Department of Environmental Management
North Central Texas Council of Governments
U.S. Department of Transportation
U.S. Environmental Protection Agency
U.S. Environmental Protection Agency
Pennsylvania Department of Environmental Protection
Pennsylvania Department of Environmental Protection
New Jersey Department of Environmental Protection
Urban Air Initiative
Allegheny County Health Department
U.S. Environmental Protection Agency
Mid-Atlantic Air Management Association (MARAMA)
Massachusetts Department of Environmental Protection
Maryland Department of the Environment
Georgia Environmental Protection Division
Idaho Department of Environmental Quality

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