Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi...

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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

Transcript of Chemical transport modeling in support of NPS-CIRA activities Mike Barna 1 Marco Rodriguez 2 Kristi...

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

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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

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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)

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NOx emissions from O&G

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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