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Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2 1 ARD-NPS, Fort Collins, CO 2 CIRA, Fort Collins, CO June 16, 2011 National Park Service U.S. Department of the Interior Cooperative Institute for Research in the Atmosphere

Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

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Page 1: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Chemical transport modeling in support of NPS-CIRA activities

Mike Barna1

Marco Rodriguez2

Kristi Gebhart1

Bret Schichtel1

Bill Malm1

Jenny Hand2

1 ARD-NPS, Fort Collins, CO2 CIRA, Fort Collins, CO

June 16, 2011National Park ServiceU.S. Department of the Interior Cooperative Institute

for Research in the Atmosphere

Page 2: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Air quality models, generally speaking

• Air quality models are ‘transfer functions’ that convert emissions to impacts (concentration & deposition) at downwind receptors

• They are useful for…• Filling in gaps of unmonitored species• Developing source apportionments• Evaluating ‘what if’ scenarios• A component in a weight-of-evidence evaluation

• Want to employ current ‘state-of-the-science’ models in our work

Page 3: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Models used for regulatory work

puff models

near-fieldmodels

oneatmosphere

models

e.g., AERMOD

What are the peak exposure levels very

near a source?

e.g., Calpuff

What are the impacts from this powerplant

plume?

e.g., CAMx

What is the chemical state of the

atmosphere, and which sources influenced it?

complexity

Page 4: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

How CAMx works

• CAMx treats the atmosphere as a big box (the ‘model domain’) which is then chopped-up into a bunch of little boxes.

• In each little box, the chemical evolution over time is evaluated, and once per hour the concentration and deposition of species is reported.

Page 5: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Things that CAMx can do (or try to do)

• Sulfate• Ozone• Oxidized nitrogen• Reduced nitrogen• Organics• Deposition• Wind blown dust• Toxics/mercury

easier

harder

Page 6: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Current modeling efforts

• Simulating oxidized and reduced nitrogen impacts at Rocky Mountain NP (RoMANS2)

• Examining the ‘carrying capacity’ of western US airsheds in terms of nitrogen deposition and ozone

• Air quality impacts from oil and gas development

• Fire impacts on regional ozone (DEASCO3)

Page 7: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Need a large-scale perspective

• Pollutants and precursors can travel 100’s – 1000’s kms before reaching a receptor

• Lots of things can happen en route:• Chemical transformation• Deposition

(Tong & Mauzerall, 2008)

Page 8: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

The NPS – CIRA modelers

• Kristi Gebhart (NPS), Marco Rodriguez (CIRA), Mike Barna (NPS)

• Modeling hardware:• 30 Xeon cores• 60 GB memory• 50 TB storage

Page 9: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Two examples of current modeling

• Nitrogen deposition

• Ozone

Page 10: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Nitrogen deposition

Page 11: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

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• NH3: rapid deposition, NH3 NH4+, no gas-phase oxidation

• NOx: complicated photochemistry, HNO3 NO3-, some species rapidly deposit (HNO3, NO.)

NH3 NOx

Where does the nitrogen go?

Page 12: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

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CASTNet species:

example ‘missing N’ species:

Simulated nitrogen

Page 13: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

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NH4+

NO3

SO4=

NH3

HNO3

SO2

Beaver Meadows (RMNP) Grant, Nebraska

RoMANS CAMx results, April 2006

Page 14: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

spring: summer:

Example CAMx apportionment (w/PSAT)

Page 15: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

CAMx tracer runs

• Another apportionment tool is to treat emissions as conserved tracers, and then apply statistical models to indicate largest contributors

Page 16: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Estimated NH3 emissions in Brush, CO

Page 17: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Ozone

Page 18: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

18(Jaffe & Ray, 2007)

Western ozone trends

Page 19: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Simulated 8hr ozone (2005)

Page 20: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Observed peak 8hr ozone (2004 – 2006)

(WRAP, 2010)

Page 21: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

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NOx emissions from O&G

Page 22: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

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Ozone impacts from oil & gas emissions

Page 23: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Ozone impacts from NGS NOx

 National Park  Peak hourly ozone impactfrom NGS (ppb)

Grand Canyon (Marble Canyon) 15Grand Canyon (Grand Canyon Village) 6Canyonlands 3Capitol Reef 7Bryce Canyon 5Zion 3Mesa Verde 2

Page 24: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Should we focus on VOCs or NOx?

HCHO

NO2

HCHO/NO2

HCHO and NO2 can be detected from the OMI satellite, and provide

‘indicator species’ to help assess whether a region is

VOC or NOx limited.

HCHO/NO2 > 1Suggests NOx limited

(Duncan et al., 2010)

Page 25: Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi Gebhart 1 Bret Schichtel 1 Bill Malm 1 Jenny Hand 2

Summary

• Established modeling group working on issues important to NPS, including nitrogen deposition and ozone

• It’s notable that several of our projects are linked to nitrogen emissions

• Future projects:• Climate change influence on regional air quality• Fire impacts