Multi-scale and Ensemble Modeling of the Effects of Global Change on Air Quality in the US NW –AIRQUEST Annual Meeting Washington State University Pullman,

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Presentation transcript:

Multi-scale and Ensemble Modeling of the Effects of Global Change on Air Quality in the US NW –AIRQUEST Annual Meeting Washington State University Pullman, WA June 2, 2011 Rodrigo Gonzalez Abraham Laboratory for Atmospheric Research

Research Questions 1)How will global change affect regional air quality in the future? 2)How will changes in U.S. anthropogenic emissions impact regional air quality 3)How are biogenic emissions affected by global climate change and land management practices and thus affect air quality? 4)How will changes in emissions in Asia impact U.S. air quality? 5)How will the role of fire change be with respect to regional air quality in the future? 6)How will global change affect atmospheric deposition in sensitive ecosystems and visibility?

Research Collaborators WSU: Rodrigo Gonzalez Abraham, Serena Chung and Brian Lamb UW: Cliff Mass, Eric Salathé and Yongxin Zhang (now at NCAR) NCAR: Tiffany Duhl, Alex Guenther and Christine Wiedinmyer USDA Forest Service: Sim Larkin, Don McKenzie, Natasha Stavros and Tara Strand CARB: Jeremy Avise EPA: Dan Loughlin and Chris Nolte Argonne National Lab: David Streets RD

Modeling Approach

Employ an ensemble of simulations to address the research questions AND to assess the uncertainty in the modeling framework and in future projections. Meteorological Downscaling WRF simulations:  220-km grids for partial hemispheric domain  nested domains with 108-km & 36-km grids for the US Terrain Height (m) 108-km 220-km 36-km Chemical Downscaling CMAQ v4.7 with 220-km grids for partial hemispheric domain CMAQ v4.7 with 36-km grids for the US domain

Modeling Approach Climate ECHAM5 and CCSM3 global climate models IPCC SRES A1B and B1 scenarios & using distribution of five summers in each decade Anthropogenic Emissions: Partial hemispheric domain CMAQ simulations POET inventory and Bond et al (2004) for current decade 2050 projection factors from David Streets. US-domain CMAQ simulations NEI 2002 for current decade MARKAL (MARKet Allocation) business-as-usual scenario with regulatory curtailment for future decade. MEGAN biogenic emissions model Future land-use data based on IMAGE 2100 global cropland extent data, the SAGE maximum cultivable land data, and the MODIS cropland data Fire Scenario Builder Current and future meteorology to determine the effect of forest fires in US- air quality

Attribution Simulations Climate Biogenic Emissions Anthropogenic Emissions ClimateLand UseUSGlobal 1Current 2FutureCurrent 3Future Current 4Future Current 5 FutureCurrent 6 Future 7

Temperature and PBL are change in the average daily maximum value, while other parameters are change in the average value

Preliminary Results

Future Climate vs Current Increase in O 3 in the eastern 2/3s of the US Decrease in O 3 in the Northwest and western California Correlate with temperature changes  Daily Maximum 8-Hour O 3  Hourly  PM 2.5 Increase in SOA in the Southeast due to increased photochemistry Decrease in the Northeast due to increased precipitation

Future Climate & Biogenic Emissions vs Current  Daily Maximum 8-Hour O 3  Hourly PM 2.5 No Biogenic Emission Change with Biogenic Emission Change but no Land-Use Change

Future Climate & Biogenic Emissions vs Current  Daily Maximum 8-Hour O 3  Hourly PM 2.5 with Biogenic Emission & Land-Use Change Land use changes increase SOA because of increased terpene-emitting species. with Biogenic Emission Change but no Land-Use Change Changes in land use slightly increases O 3.

Future US Anthropogenic Emissions vs Current  Daily Maximum 8-Hour O 3  Hourly PM 2.5 PollutantFuture/Current CO1.33 NH NO x 0.79 PM1.13 SO VOC1.01 Emission Mass Ratios

Future Global Anthropogenic Emissions vs Current Relatively uniform increase of 2 to 6 ppb across the West to the Midwest Gradient is consistent with west to east transport  Daily Maximum 8-Hour O 3  Hourly PM 2.5 Insignificant impact on PM 2.5 because PM precursors have relatively short atmospheric lifetimes.

Combined Effects: Future vs Current Climate, biogenic, land-use & Asian emission effects generally increase O 3, while US emission reduction somewhat offset these increases.  Daily Maximum 8-Hour Ozone  Hourly PM 2.5 Dominant effect is increased SOA in the Southeast due to increased biogenic emissions, especially mono- & sesqui-terpene emissions Decrease in the Northeast due to increased precipitation

Impact on NAAQS for PM 2.5 Northeast Southeast % Grid-Days with 24-Hr PM 2.5 > x x [  g m -3 ] Climate change and land-use impacts on biogenic emissions substantially increase the percentage of grid-days going above the PM 2.5 NAAQS.

Relative Response Factor for O 3 Relative Response Factor (RRF) for Anthropogenic Emissions Changes (EPA AQS sites) Climate-Adjusted RRF

O 3 Attribution Results: Boundary Conditions US emissions ClimateBVOC Combined Effects Northwest +--+/-+ Southwest +-+/- Central +-++/-+ South +-++/-+ Midwest +-++/-+ Northeast +-++/-+ Southeast +-+-+/-

PM 2.5 Attribution Results: Boundary Conditions US emissions ClimateBVOC Combined Effects Northwest Southwest +-+~+/- Central ~-~++/- South +--++/- Midwest ~-+++ Northeast ~--+- Southeast +-+/-++

The Role of Fire in US Air Quality 1996 (for the whole year) 2048 (for the whole year)

Summary A1B-ECHAM5 global configuration with MARKAL US emission projection, & future land use distributions: –Overall O 3 increases by a few ppb across most of the US –Climate, biogenic, land-use & global emission increase effects generally increase O 3 –By increasing biogenic emissions, climate warming leads to increase in SOA and the percentage of area in the Northeast and the Southeast going above the NAAQS for PM 2.5.

Next Steps –Complete distribution of summer simulations for both ECHAM5 and CCSM3 –Repeat the simulations for IPCC B1 scenario –Complete ensemble meteorology analysis using Bayesian theory for propagated uncertainty estimates –Complete simulations using current vs future climate FSB data and incorporate into the ensemble analysis

Thank You!