Atmospheric Mercury Modeling at the NOAA Air Resources Laboratory using the HYSPLIT-Hg Model Presentation at the Gulf Coast Mercury Research Collaboration.

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Presentation transcript:

Atmospheric Mercury Modeling at the NOAA Air Resources Laboratory using the HYSPLIT-Hg Model Presentation at the Gulf Coast Mercury Research Collaboration Meeting Gulf Power Building, Pensacola FL, May 18-19, 2006 Dr. Mark Cohen NOAA Air Resources Laboratory 1315 East West Highway, R/ARL, Room 3316 Silver Spring, Maryland,

Outline of Presentation  modeling methodology  some preliminary results for Mobile Bay (based on this methodology)  model intercomparisons  summary of previous work; current goals; challenges 2

Outline of Presentation  modeling methodology  some preliminary results for Mobile Bay (based on this methodology)  model intercomparisons  summary of previous work; current goals; challenges 3

 NOAA HYSPLIT model  HYSPLIT-Hg Modeling Methodology 4

Dry and wet deposition of the pollutants in the puff are estimated at each time step. The puff’s mass, size, and location are continuously tracked… Phase partitioning and chemical transformations of pollutants within the puff are estimated at each time step = mass of pollutant (changes due to chemical transformations and deposition that occur at each time step) Centerline of puff motion determined by wind direction and velocity Initial puff location is at source, with mass depending on emissions rate TIME (hours) 012 deposition 1 deposition 2deposition to receptor lake Lagrangian Puff Atmospheric Fate and Transport Model NOAA HYSPLIT MODEL 5

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Modeling Methodology  NOAA HYSPLIT model  HYSPLIT-Hg  Modeling domain: North America (northern half of Mexico; continental U.S.; southern half of Canada)  1996 meterology (180 km horizontal resolution) 7

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 NOAA HYSPLIT model  HYSPLIT-Hg  Modeling domain: North America (northern half of Mexico; continental U.S.; southern half of Canada)  1996 meterology (180 km horizontal resolution)  only U.S. and Canadian anthropogenic sources; (natural emissions, re-emissions, & global sources not included)  Model evaluation: 1996 emissions and 1996 monitoring data (also evaluated in EMEP Hg model intercomparison project) Modeling Methodology 9

Figure 7. Model evaluation sites for wet deposition fluxes within 250 km of any Great Lake with available data for (Cohen et al., 2004, Environmental Research 95: ) (Cohen et al., 2004, Environmental Research 95: ) 10

Figure 8. Comparison of annual model-estimated wet deposition fluxes with measured values at sites within 250 km of the Great Lakes during The range of modeled estimates shown for each site represents the difference in estimated deposition in using the NGM-forecast model precipitation and the actual precipitation at the site. (Cohen et al., 2004, Environmental Research 95: ) 11

Modeled vs. Measured Wet Deposition at Mercury Deposition Network Site DE_02 during

 NOAA HYSPLIT model  HYSPLIT-Hg  Modeling domain: North America (northern half of Mexico; continental U.S.; southern half of Canada)  1996 meterology (180 km horizontal resolution)  only U.S. and Canadian anthropogenic sources; (natural emissions, re-emissions, & global sources not included)  Model evaluation: 1996 emissions and 1996 monitoring data (also evaluated in EMEP Hg model intercomparison project)  1 st set of results – Cohen et al Modeling Methodology 13

Cohen, M., Artz, R., Draxler, R., Miller, P., Poissant, L., Niemi, D., Ratte, D., Deslauriers, M., Duval, R., Laurin, R., Slotnick, J., Nettesheim, T., McDonald, J. “Modeling the Atmospheric Transport and Deposition of Mercury to the Great Lakes.” Environmental Research 95(3), , Note: Volume 95(3) is a Special Issue: "An Ecosystem Approach to Health Effects of Mercury in the St. Lawrence Great Lakes", edited by David O. Carpenter. 14

 NOAA HYSPLIT model  HYSPLIT-Hg  Modeling domain: North America (northern half of Mexico; continental U.S.; southern half of Canada)  1996 meterology (180 km horizontal resolution)  only U.S. and Canadian anthropogenic sources; (natural emissions, re-emissions, & global sources not included)  Model evaluation: 1996 emissions and 1996 monitoring data (also evaluated in EMEP Hg model intercomparison project)  1 st set of results – Cohen et al  2 nd set of results (examples shown today) –  1996 meteorology  1999 U.S. EPA National Emissions Inventory  2000 emissions data from Environment Canada Modeling Methodology 15

Geographic Distribution of Largest Anthropogenic Mercury Emissions Sources in the U.S. (1999) and Canada (2000) 16

Outline of Presentation  modeling methodology  some preliminary results for Mobile Bay (based on this methodology)  model intercomparisons  summary of previous work; current goals; challenges 17

some earlier results for Mobile Bay 18

Total modeled mercury deposition at selected receptors arising from from 1999 direct anthropogenic emissions sources in the United States and Canada (IPM coal fired plants are large coal-fired plants in the U.S. only) 19

Largest Modeled Individual Sources Contributing Mercury Deposition Directly to Mobile Bay (national view) 1996 meteorology (NGM) 1999 U.S. emissions (EPA NEI) 2000 Canadian emissions (Envr. Canada) no sources other than U.S. & Can. anthropogenic emissions total modeled deposition to Mobile Bay ~ 3.5 g Hg/km 2 -year 20

1996 meteorology (NGM) 1999 U.S. emissions (EPA NEI) 2000 Canadian emissions (Envr. Canada) no sources other than U.S. & Can. anthropogenic emissions total modeled deposition to Mobile Bay ~ 3.5 g Hg/km 2 -year 21

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Largest Modeled Individual Sources Contributing Mercury Deposition Directly to Mobile Bay (large regional view) 1996 meteorology (NGM) 1999 U.S. emissions (EPA NEI) 2000 Canadian emissions (Envr. Canada) no sources other than U.S. & Can. anthropogenic emissions total modeled deposition to Mobile Bay ~ 3.5 g Hg/km 2 -year 25

Largest Modeled Individual Sources Contributing Mercury Deposition Directly to Mobile Bay (regional view) 1996 meteorology (NGM) 1999 U.S. emissions (EPA NEI) 2000 Canadian emissions (Envr. Canada) no sources other than U.S. & Can. anthropogenic emissions total modeled deposition to Mobile Bay ~ 3.5 g Hg/km 2 -year 26

Largest Modeled Individual Sources Contributing Mercury Deposition Directly to Mobile Bay (local view) 1996 meteorology (NGM) 1999 U.S. emissions (EPA NEI) 2000 Canadian emissions (Envr. Canada) no sources other than U.S. & Can. anthropogenic emissions total modeled deposition to Mobile Bay ~ 3.5 g Hg/km 2 -year 27

Top 25 Modeled Contributors to 1999 Hg Deposition Directly to Mobile Bay, considering anthropogenic direct emission sources in the United States and Canada Cumulative Fraction of Modeled Deposition 28

Outline of Presentation  modeling methodology  some preliminary results for Mobile Bay (based on this methodology)  model intercomparisons  summary of previous work; current goals; challenges 29

Model Intercomparisons  EMEP MSC-East (~7 models)  HYSPLIT-Hg vs. ISC  HYSPLIT-Hg vs. CMAQ-Hg 30

Model Intercomparisons  EMEP MSC-East (~7 models)  HYSPLIT-Hg vs. ISC  HYSPLIT-Hg vs. CMAQ-Hg 31

EMEP Intercomparison Study of Numerical Models for Long-Range Atmospheric Transport of Mercury Intro- duction Stage IStage IIStage IIIConclu- sions ChemistryHg 0 Hg(p)RGMWet DepDry DepBudgets 32 Participants D. Syrakov ……………………………..Bulgaria….NIMH A. Dastoor, D. Davignon ………………Canada......MSC-Can J. Christensen …………………………. Denmark…NERI G. Petersen, R. Ebinghaus …………......Germany…GKSS J. Pacyna ………………………………. Norway…..NILU J. Munthe, I. Wängberg ……………….. Sweden…..IVL R. Bullock ………………………………USA………EPA M. Cohen, R. Artz, R. Draxler …………USA………NOAA C. Seigneur, K. Lohman ………………..USA……...AER/EPRI A. Ryaboshapko, I. Ilyin, O.Travnikov…EMEP……MSC-E

EMEP Intercomparison Study of Numerical Models for Long-Range Atmospheric Transport of Mercury Intro- duction Stage IStage IIStage IIIConclu- sions ChemistryHg 0 Hg(p)RGMWet DepDry DepBudgets 33 Intercomparison Conducted in 3 Stages I.Comparison of chemical schemes for a cloud environment II.Air Concentrations in Short Term Episodes III.Long-Term Deposition and Source-Receptor Budgets

EMEP Intercomparison Study of Numerical Models for Long-Range Atmospheric Transport of Mercury Intro- duction Stage IStage IIStage IIIConclu- sions ChemistryHg 0 Hg(p)RGMWet DepDry DepBudgets 34 Model AcronymModel Name and InstitutionStage IIIIII CAMChemistry of Atmos. Mercury model, Environmental Institute, Sweden MCMMercury Chemistry Model, Atmos. & Environmental Research, USA CMAQCommunity Multi-Scale Air Quality model, US EPA ADOMAcid Deposition and Oxidants Model, GKSS Research Center, Germany MSCE-HMMSC-E heavy metal regional model, EMEP MSC-E GRAHMGlobal/Regional Atmospheric Heavy Metal model, Environment Canada EMAPEulerian Model for Air Pollution, Bulgarian Meteo-service DEHMDanish Eulerian Hemispheric Model, National Environmental Institute HYSPLITHybrid Single Particle Lagrangian Integrated Trajectory model, US NOAA MSCE-HM-HemMSC-E heavy metal hemispheric model, EMEP MSC-E Participating Models

EMEP Intercomparison Study of Numerical Models for Long-Range Atmospheric Transport of Mercury Intro- duction Stage IStage IIStage IIIConclu- sions ChemistryHg 0 Hg(p)RGMWet DepDry DepBudgets 35 Anthropogenic Mercury Emissions Inventory and Monitoring Sites for Phase II (note: only showing largest emitting grid cells) Mace Head, Ireland grassland shore Rorvik, Sweden forested shore Aspvreten, Sweden forested shore Zingst, Germany sandy shore Neuglobsow, Germany forested area

EMEP Intercomparison Study of Numerical Models for Long-Range Atmospheric Transport of Mercury Intro- duction Stage IStage IIStage IIIConclu- sions ChemistryHg 0 Hg(p)RGMWet DepDry DepBudgets 36 Neuglobsow Zingst Aspvreten Rorvik Mace Head

EMEP Intercomparison Study of Numerical Models for Long-Range Atmospheric Transport of Mercury Intro- duction Stage IStage IIStage IIIConclu- sions ChemistryHg 0 Hg(p)RGMWet DepDry DepBudgets 37 Total Gaseous Mercury at Neuglobsow: June 26 – July 6, 1995 NW N N S SE NW Neuglobsow

EMEP Intercomparison Study of Numerical Models for Long-Range Atmospheric Transport of Mercury Intro- duction Stage IStage IIStage IIIConclu- sions ChemistryHg 0 Hg(p)RGMWet DepDry DepBudgets 38 Total Gaseous Mercury (ng/m 3 ) at Neuglobsow: June 26 – July 6, 1995

EMEP Intercomparison Study of Numerical Models for Long-Range Atmospheric Transport of Mercury Intro- duction Stage IStage IIStage IIIConclu- sions ChemistryHg 0 Hg(p)RGMWet DepDry DepBudgets 39 Total Particulate Mercury (pg/m 3 ) at Neuglobsow, Nov 1-14, 1999

Model Intercomparisons  EMEP MSC-East (~7 models)  HYSPLIT-Hg vs. ISC  HYSPLIT-Hg vs. CMAQ-Hg 40

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HYSPLIT 1996 ISC: Different Time Periods and Locations, but Similar Results 42

Model Intercomparisons  EMEP MSC-East (~7 models)  HYSPLIT-Hg vs. ISC  HYSPLIT-Hg vs. CMAQ-Hg 43

Modeled Mercury Deposition in the Great Lakes Region from all sources during 2001 Modeled Mercury Deposition in the Great Lakes Region attributable to U.S. coal-fired power plants during 2001 CMAQ-Hg results from EPA analysis performed for the Clean Air Mercury Rule 44

Model-estimated U.S. utility atmospheric mercury deposition contribution to the Great Lakes: HYSPLIT-Hg (1996 meteorology, 1999 emissions) vs. CMAQ-HG (2001 meteorology, 2001 emissions). 45

 Model-estimated U.S. utility atmospheric mercury deposition contribution to the Great Lakes: HYSPLIT-Hg (1996 meteorology, 1999 emissions) vs. CMAQ-Hg (2001 meteorology, 2001 emissions).  This figure also shows an added component of the CMAQ-Hg estimates -- corresponding to 30% of the CMAQ-Hg results – in an attempt to adjust the CMAQ-Hg results to account for the deposition underprediction found in the CMAQ-Hg model evaluation. 46

Outline of Presentation  modeling methodology  some preliminary results for Mobile Bay (based on this methodology)  model intercomparisons  summary of previous work; current goals; challenges 47

Emissions Inventories Previous Work 1996, 1999 U.S. NEI 1995, 2000 Canada 48

Emissions Inventories Previous Work 1996, 1999 U.S. NEI 1995, 2000 Canada Current Objectives 2002 U.S. NEI 2002 Canada Global – 2000 (Pacyna-NILU) Natural sources Re-emitted anthropogenic 49

Emissions Inventories Previous Work 1996, 1999 U.S. NEI 1995, 2000 Canada Current Objectives 2002 U.S. NEI 2002 Canada Global – 2000 (Pacyna-NILU) Natural sources Re-emitted anthropogenic Challenges and Notes Speciation? Short-term variations (e.g. hourly) [CEM’s?] Longer-term variations (e.g., maintenance)? Mobile sources Harmonization of source-categories Emissions inventories currently only become available many years after the fact; how can we evaluate models using current monitoring data? 50

Meteorological Data Previous Work For U.S./Canadian modeling, 1996 data from NOAA Nested Grid Model (NGM), 180 km 51

Meteorological Data Previous Work For U.S./Canadian modeling, 1996 data from NOAA Nested Grid Model (NGM), 180 km Current Objectives U.S. – NOAA EDAS 40 km, 3 hr Global – NOAA GDAS 1 o x 1 o, 3 hr 52

Challenges and Notes Forecast vs. Analysis Data assimilation Precipitation?? Difficult to archive NOAA analysis datasets Need finer-resolution datasets, especially for near-field analysis and model evaluation We have conversion filters (e.g., for MM5), but these data are not readily available What is the best way to archive and share data? Meteorological Data Previous Work For U.S./Canadian modeling, 1996 data from NOAA Nested Grid Model (NGM), 180 km Current Objectives U.S. – NOAA EDAS 40 km, 3 hr Global – NOAA GDAS 1 o x 1 o, 3 hr 53

Atmospheric Chemistry and Physics Previous Work Typical chemical mechanism Prescribed fields for reactive trace gases (e.g., O 3, OH, SO 2 ) and other necessary constituents (e.g., soot) based on modeled, measured, and/or empirical relationships 54

ReactionRateUnitsReference GAS PHASE REACTIONS Hg 0 + O 3  Hg(p) 3.0E-20cm 3 /molec-secHall (1995) Hg 0 + HCl  HgCl 2 1.0E-19cm 3 /molec-secHall and Bloom (1993) Hg 0 + H 2 O 2  Hg(p) 8.5E-19cm 3 /molec-secTokos et al. (1998) (upper limit based on experiments) Hg 0 + Cl 2  HgCl 2 4.0E-18cm 3 /molec-secCalhoun and Prestbo (2001) Hg 0 +OH  Hg(p) 8.7E-14cm 3 /molec-secSommar et al. (2001) AQUEOUS PHASE REACTIONS Hg 0 + O 3  Hg E+7(molar-sec) -1 Munthe (1992) Hg 0 + OH  Hg E+9(molar-sec) -1 Lin and Pehkonen(1997) HgSO 3  Hg 0 T*e ((31.971*T) )/T) sec -1 [T = temperature (K)] Van Loon et al. (2002) Hg(II) + HO 2  Hg 0 ~ 0(molar-sec) -1 Gardfeldt & Jonnson (2003) Hg 0 + HOCl  Hg E+6(molar-sec) -1 Lin and Pehkonen(1998) Hg 0 + OCl -1  Hg E+6 (molar-sec) -1 Lin and Pehkonen(1998) Hg(II)  Hg(II) (soot) 9.0E+2liters/gram; t = 1/hour eqlbrm: Seigneur et al. (1998) rate: Bullock & Brehme (2002). Hg +2 + h<  Hg 0 6.0E-7(sec) -1 (maximum)Xiao et al. (1994); Bullock and Brehme (2002) Atmospheric Chemical Reaction Scheme for Mercury 55

CLOUD DROPLET cloud Primary Anthropogenic Emissions Hg(II), ionic mercury, RGM Elemental Mercury [Hg(0)] Particulate Mercury [Hg(p)] Re-emission of previously deposited anthropogenic and natural mercury Hg(II) reduced to Hg(0) by SO 2 and sunlight Hg(0) oxidized to dissolved Hg(II) species by O 3, OH, HOCl, OCl - Adsorption/ desorption of Hg(II) to /from soot Natural emissions Upper atmospheric halogen-mediated heterogeneous oxidation? Polar sunrise “mercury depletion events” Br Dry deposition Wet deposition Hg(p) Vapor phase: Hg(0) oxidized to RGM and Hg(p) by O 3, H 2 0 2, Cl 2, OH, HCl Atmospheric Mercury Fate Processes 56

Atmospheric Chemistry and Physics Previous Work Typical chemical mechanism Prescribed fields for reactive trace gases (e.g., O 3, OH, SO 2 ) and other necessary constituents (e.g., soot) based on modeled, measured, and/or empirical relationships Current Objectives Include new information on chemistry, e.g., bromine reactions, etc. Sensitivity analyses Use gridded chemical output from full-chemistry atmospheric model (e.g., CMAQ) Option - run HYSPLIT in Eulerian mode for chemistry; conduct one-atmosphere simulation 57

Atmospheric Chemistry and Physics Previous Work Typical chemical mechanism Prescribed fields for reactive trace gases (e.g., O 3, OH, SO 2 ) and other necessary constituents (e.g., soot) based on modeled, measured, and/or empirical relationships Current Objectives Include new information on chemistry, e.g., bromine reactions, etc. Sensitivity analyses Use gridded chemical output from full-chemistry atmospheric model (e.g., CMAQ) Option - run HYSPLIT in Eulerian mode for chemistry; conduct one-atmosphere simulation Challenges and Notes What is RGM? What is Hg(p)? What is solubility of Hg(p)? Fate of dissolved Hg(II) when droplet dries out? What reactions don’t we know about yet? What are rates of reactions? 58

Model Evaluation Previous Work US: 1996 MDN measurements Europe: 1999 speciated ambient concentrations in short-term episodes, monthly wet deposition 59

Model Evaluation Previous Work US: 1996 MDN measurements Europe: 1999 speciated ambient concentrations in short-term episodes, monthly wet deposition Current Objectives Attempt to utilize all available speciated ambient concentrations and wet deposition data from U.S. and other regions 60

Model Evaluation Previous Work US: 1996 MDN measurements Europe: 1999 speciated ambient concentrations in short-term episodes, monthly wet deposition Current Objectives Attempt to utilize all available speciated ambient concentrations and wet deposition data from U.S. and other regions Challenges and Notes Comprehensive evaluation has not been possible due to large gaps in availability of monitoring and process-related data Need data for upper atmosphere as well as surface Need data for both source-impacted and background sites Use of recent monitoring data with EPA 2002 inventory? Time-resolved monitoring data vs. non-time-resolved emissions? Hard to diagnose differences between models & measurements Can we find better ways to share data for model evaluation (and other purposes)? To this end, discussion is beginning on national, cooperative, ambient Hg monitoring network 61

Thanks! For more information on this modeling research: 62