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A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented to Joint Meeting of WRAP Emissions & Fugitive Dust Forums Las Vegas, NV October 29, 2003

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Page 1: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

A Conceptual Model to Adjust Fugitive Dust Emissions to

Account for Near Source Dust Removal in Grid Model

ApplicationsThompson G. PaceUS EPA

Presented to Joint Meeting of WRAP Emissions & Fugitive Dust Forums

Las Vegas, NVOctober 29, 2003

Page 2: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Background

AQ Models overestimate the amount of crustal material found on ambient samples

2001 PM2.5 EI (TPY) Crustal Material ~ 2M TPY Total Carbon ~ 2M TPY

Mid ’90s (EPA) Temporary Adjustment (Divide–by–4) Began to look for answers

Page 3: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Searching for Reasons & Solutions DRI / EPA Workshop (late 90’s) 75% of source plume < 2m agl at 5 to 10 m from source Low plume subject to removal by:

Capture -- Impaction, filtration on nearby vegetation & structures (CF);

Other deposition-enhancing mechanisms near the surface Turbulence, agglomeration-enhanced settling

“Transportable Fraction (TF)” ~ portion NOT removed locally through capture or enhanced deposition EPA’s “Divide-by-4” ~ 1st order approximation

WRAP Expert Panel (2001) Supported & strengthened DRI / EPA assessment Called for field studies to quantify removal

Page 4: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Surface Cover (Vegetation & Structures) Role in FD Removal

Early work by AQ Modelers Flow over a canopy ~ Slinn Stilling Zone – Lower 3/4 of canopy

Windbreaks – wind erosion “staple” Traditionally to slow wind on leeward side Research by Raupach

Entrapment effects Dust transmittance through a windbreak is close to the

optical transmittance Capture varies with type & density of surface cover

Page 5: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Transportable Fraction

~Terminology~Capture Fraction (CF)Portion of Fugitive Dust (FD) Emissions removed by nearby surface cover

Enhanced Deposition Fraction (EDF)

Transportable Emissions (TE)= FD Emissions – (Captured Emissions, Enhanced Deposition)

= FD Emissions – FDE*CF – [FDE – (FDE*CF)] *EDF

Transportable Fraction (TF)= TE / FD Emissions

Page 6: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Conceptual Model Capture Fraction vs Surface

Cover

0

.2

1.0

.4

.6

.8

Barren

Su

rfac

e C

ov

er

Cap

ture

F

racti

on

(C

F)

Forest Mixed SurroundingsBuildings Grass

Page 7: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Estimates of CF for Specific Surface

ConditionsSurface Cover Type CF (Estimated)

Smooth, Barren or Water 0.03 – 0.1

Agricultural 0.1 - 0.2

Grasses 0.2 - 0.4

Scrub and Sparsely Wooded 0.3 - 0.7

Urban 0.6 - 0.8

Forested 0.9 - 1.0

Page 8: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Comparison of Test Data with CF Conceptual

Model

0

.2

!.0

.4

.6

.8

Barren

Ca

ptu

re F

ract

ion

(C

F)

Forest Mixed SurroundingsBuildings Grass

D*(Night Test)

A

B

C

Test Results

A Cowherd 2003B Cowherd 2003C Etyemezian 2002D Etyemezian 2002

Page 9: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Example TF’s for Counties in NV & GA

Note: In this example, TF includes CF effects only. [ It sets EDF = 0]

Land Use Type

Barren &Water

Agricultural Grass Urban Scrub & SparseVegetation

Forested TF

TF .97 .85 .7 .4 .3 .05

Fractional Land Use

Churchill Co NV

.33 .03 .2 0 .36 .05 0.6

Fractional Land Use

Oglethorpe Co GA

0 .1 .14 0 0 .76 0.22

TF (for County) = ∑ TF (Land Use Types) * County Fractional Land Use (Land Use Types)

Page 10: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Transport Fraction (CF only) by County

Page 11: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Modeling Issues Gaussian Models

Have many CF & ED removal mechanisms built-in rarely utilized

Application requires empirical coefficients ~ limited data & guidance

Grid Models Remix particles w/in lowest layer at each time step

(underestimates removal by gravitational settling) Ignore removal processes in initial grid

Very important UNLESS grid is VERY small

Page 12: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Comments on Use of the TF in Modeling Applications

Gaussian Models Not recommended – use features of model properly,

instead Grid Models

TF concept can be used with proper caveats Remember, there ARE other issues with the inventory – the

TF concept should NOT be expected to fully account for overestimation of crustal fraction of ambient measurements.

TF concept is evolving Model modifications could (over time) eliminate

need for TF concept

Page 13: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Research Needs Improvements Needed:

Emission factors & algorithms Source activity data

Understand physics of vegetative capture and enhanced deposition Enable improved estimates of CF & EDF

Specialized input parameters for models to help account for near source removal Develop, test Prepare guidance on their use

Page 14: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Conclusions

TF concept does provide a useful way to account for near source removal when used with Grid Models

This area of research offers many opportunities to improve model performance

There is much work to do to refine the concept

Page 15: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

References Pace, Thompson G. “A Conceptual Model to Adjust Fugitive Dust Emissions to Account for

Near Source Particle Removal in Grid Model Applications”, NARSTO Emissions Conference, Austin TX, October, 2003. http://www.epa.gov/ttn/chief/emch/invent/

Watson, John G., Judy Chow and contributors ( 2000). Reconciling Urban Fugitive Dust Emissions Inventory and Ambient Source Contribution Estimates. Desert Research Institute Report 6110.4F Prepared for U.S. EPA, Research Triangle Park, NC. May 2000 http://www.epa.gov/ttn/chief/efdocs/fugitivedust.pdf .

Countess, Richard, W. Barnard, C. Claiborn, D. Gillette, D. Latimer, T. Pace, J Watson, “Methodology for Estimating Fugitive Windblown and Mechanically Resuspended Road Dust Emissions Applicable for Regional Air Quality Modeling”, EPA Emissions Inventory Conference, Denver CO 2001 http://www.epa.gov/ttn/chief/conference/ei10/fugdust/countess.pdf http://www.wrapair.org/forums/dejf/documents/FugativeDustFinal.doc

Slinn, W.G.N (1982). “Predictions for Particle Depositions to Vegetative Canopies”, Atmospheric Environment, 16: 1785-1794

Cionco, Ronald, Army Research Lab, Personal Communication to T. G. Pace, June 25, 2002

Raupach, M.R., Woods, N., Dorr, G., Leys, J.F. and Cleugh, H.A. (2001). The entrapment of particles by windbreaks. Atmospheric Environment 35, 3373-3383.

Page 16: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

References Raupach, M.R., and F.L. Leys (1999). “The efficacy of Vegetation in Limiting Spray Drift

and Dust Movement Prepared for Dept of Land and Water Conservation, Gunnedah, Australia by CSIRO, Canberra, Australia”

Cowherd and Pace (2002). Paper # 55552 “Potential Role of Vegetative Groundcover in the Removal of Airborne Particles”, Proceedings of Air and Waste Management Association Annual Meeting, Baltimore MD, June 2002

Cowherd, Chatten and Dick L. Gebhart. Paper #69393 “Vegetative Capture of Dust From Unpaved Roads,” Proceedings of Air and Waste Management Association Annual Meeting, San Diego, CA, June 2003

Flagan, R. C. 2001. Electrical Techniques In Aerosol Measurement, 2nd Edition (edited by P. A. Baron and K. Willeke). John Wiley and Sons, New York

Gieseke, J. Q. Thermal Deposition of Aerosols. In Air Pollution Control, Part II (edited by W Strauss), Wiley-Interscience, New York. 1972

Etyemezian, V et al (2003a). Field Testing and Evaluation of Dust Deposition and Removal Mechanisms – Final Report. Desert Research Institute, Reno, NV, January, 2003

http://www.westar.org/Docs/Dust/Transportable_Dust_Final_Report_DRI_WESTAR.pdf

Cowherd, Chatten and Dick L. Gebhart. Paper #69393 “Vegetative Capture of Dust From Unpaved Roads,” Proceedings of Air and Waste Management Association Annual Meeting, San Diego, CA, June 2003

Page 17: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

References Birth, T.L. and C.D. Geron (1995). Users Guide to the Personal Computer Version of the

Biogenic Emissions Inventory System (PC-BEIS) Version 2.0, Prepared by CRC for US EPA/AEERL, RTP, NC March 1995 http://www.cmascenter.org/

Etyemezian, V. Personal Communication to T.G. Pace, June 2003b Pace and Cowherd (2003). Paper # 70445 “Estimating PM-2.5 Transport Fraction Using

Acreage-weighted County Land Cover Characteristics – Example of Concept”, Proceedings of AWMA Annual Mtg, San Diego CA, June 2003

Countess, R (2003). “Reconciling Fugitive Dust Inventories with Ambient Measurements”, presented at the US EPA EI Conference, April 2003, San Diego, CA http://www.epa.gov/ttn/chief/conference/ei12/fugdust/countess.pdf

He, Shan, Jason Ching, Dale Gillette, William Benjey, Thompson Pace, Thomas Pierce (2002). “Modeling Fugitive Dust in US with Models-3 Community Multi-scale Air Quality Modeling System”, Presented at AAAR Annual Meeting, Charlotte, NC, October 2002

Dong, Yayi, R. Hardy and M. McGown (2003). “Why Road Dust Concentrations are Overestimated in Eulerian Grid Models”, in Appendix K, Northern Ada County (Idaho) PM10 Maintenance Plan. Idaho Department of Environmental Quality, June 2003

Irwin, John (2003). U.S. EPA, Research Triangle Park, NC. Personal Communication to T.G. Pace, June 16, 2003

Page 18: A Conceptual Model to Adjust Fugitive Dust Emissions to Account for Near Source Dust Removal in Grid Model Applications Thompson G. Pace US EPA Presented

Acknowledgements The author is grateful to:

Dr. John Watson, Dr. Chatten Cowherd, Dr. Judith Chow, Dr. Richard Countess, Dr. John Irwin, Dr. Frank Binkowski, Dr. Dale Gillette, Dr. Vican Etyemezian and Mr. William Barnard for their research, insight and thoughtful consideration of the issues as this conceptual model evolved.