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Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh Wu AER San Ramon, CA
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Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Jan 20, 2016

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Page 1: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel

Particles with CMAQ

Christian Seigneur, Betty Pun

Kristen Lohman, and Shiang-Yuh Wu

AER

San Ramon, CA

Page 2: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Acknowledgments

Project A-42-1 funded by the Coordinating Research Council (CRC) and the U.S. DOE Office of FreedomCAR and Vehicle Technologies through the National Renewable Energy Laboratory (NREL)

Page 3: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Air Toxics Regional Model

• CMAQ

– with benzene chemistry

– with “diesel particles” species

Page 4: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Benzene Chemistry

C6H6 + OH Products

k = 1.3 x 10-12 cm3 molec-1 s -1 at 298 K

Benzene half-life of about 1 week

OH concentrations from CMAQ chemistry (CBM-IV)

Page 5: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Diesel Particles

• A fixed bimodal distribution of diesel particles was assumed for the emitted and ambient diesel particles, with modes centering around 0.055 and 0.5 m.

• Dry deposition is simulated using the algorithm of Venkatram and Pleim (1999)

Page 6: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Application to the Northeast

• Domain: Northeastern United States

• Period: July 11-15, 1995

• Models: 3-D nested regional model (modified CMAQ) with 12 and 4 km horizontal resolution

Page 7: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Nested Modeling Domains

47

Page 8: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Emission Inventories

• Benzene: National Toxics Inventory (1996) with spatial resolution by county and annual resolution

• Diesel particles: National Emission Inventory (1996) with spatial resolution by county and annual resolution

• SMOKE emission processing

– surrogate files for spatial distribution (e.g., major highways, population)

– temporal profiles (seasonal, weekday/weekend, diurnal) according to SCC

Page 9: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Emissions of Benzene (moles/hr)

Page 10: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Benzene Concentrations (ppm)15 July 1995, 6 a.m., 12 km resolution

Page 11: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Benzene Concentrations (ppm)15 July 1995, 6 a.m., 4 km resolution

Page 12: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Comparison of Simulated Urban and Rural Benzene Concentrations (ppm)

Benzene

0

0.2

0.4

0.6

0.8

1

1.2

1.4

1.6

1.8

2

0 24 48 72

Time from 13 July 1995

ppb

Brigantine

NYC

NYC_observed

Page 13: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Benzene (ppb)Simulation vs. Measurements

Location Simulation Measurements(1)

Urban 1 - 5 0.9 - 26

Suburban -Rural

0.1 – 0.6

Remote < 0.1 0.008 – 0.2

(1) Finlayson-Pitts & Pitts, 1999

0.1 - 0.5

Page 14: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Model Performance forBenzene Concentrations

12 km resolution domain

4 km resolution domain

Number of data pairs

67 35

Normalized error 53% 64%

Normalized bias 8% 40%

Correlation coefficient

0.19 0.50

Page 15: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Emissions of Diesel Particles (kg/hr)

Page 16: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Diesel Concentrations (g/m3)15 July 1995, 6 a.m., 12 km resolution

Page 17: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Diesel Concentrations (g/m3)15 July 1995, 6 a.m., 4 km resolution

Page 18: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Comparison of Simulated Urban and Rural Diesel Concentrations (g/m3)

Diesel Particles

0

2

4

6

8

10

12

14

16

0 24 48 72

Time from 13 July 1995

microgram /m

3

BrigantineNYC

Page 19: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Elemental Carbon(1) (g/m3)Simulation vs. Measurements

Location Simulation(2) Measurements(3)

Urban 1 - 21 0.8 – 20

Suburban -Rural

0.2 – 2

Remote 0.005 – 0.5

(1) Elemental carbon (EC) is an operational definition of the analytical measurement technique(2) assuming 50% EC in diesel particles(3) Seinfeld and Pandis, 1998

0.5 - 2

0.05 - 0.2

Page 20: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Elemental Carbon(1) (g/m3)Simulation vs. Measurements on July 15

Location Simulation(2) Measurements(3)

E. Forsythe, NJ 0.53 1.16

Washington, D.C. 1.51 1.89

(1) Elemental carbon (EC) is an operational definition of the analytical measurement technique

(2) assuming 50% EC in diesel particles

(3) IMPROVE

Page 21: Regional Modeling of The Atmospheric Fate and Transport of Benzene and Diesel Particles with CMAQ Christian Seigneur, Betty Pun Kristen Lohman, and Shiang-Yuh.

Conclusion

• CMAQ was modified to simulate two air toxics: – Benzene– Diesel particles

• Regional model gives realistic atmospheric concentrations for benzene and diesel particles

• Regional background can have a significant impact on peak urban concentrations

• Elemental carbon (EC) is not a good surrogate for diesel particles because of other EC sources