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Sensitivity Analysis of Ozone in Georgia in 2007. Daniel Cohan Presentation to Georgia EPD November 20, 2003. Year 2000 Emissions. Projection. Year 2007 Emissions. Aug. 2000 Meteorology. CMAQ – DDM3D. Projected Concentrations (e.g., O 3 ). Projected Sensitivities (e.g., dO 3 /dNO x ).
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Sensitivity Analysis of Ozone in Georgia in 2007 Daniel Cohan Presentation to Georgia EPD November 20, 2003
Year 2000 Emissions Projection Year 2007 Emissions Aug. 2000 Meteorology CMAQ – DDM3D Projected Concentrations (e.g., O3) Projected Sensitivities (e.g., dO3/dNOx)
DDM andBrute Force Conc. (e.g., O3) ∆Ci a1 Sens. Parameter (e.g., VOC Emissions) Dpj
Decoupled Direct Method 3D Concentrations (t) Concentrations (t+Δt) Chemistry Advection & Diffusion I.C., B.C., Emissions Chemistry Sensitivities (t) Sensitivities (t+Δt)
Flexibility of DDM • Sensitivity of all concentrations to: • Emissions, initial conditions, or boundary conditions… • …of any one or more species… • …from any location… • …at any time… • …from any category of emissions. • e.g., sensitivity to non-road emissions of NO and NO2 in Fulton County between 2pm-6pm
Sensitivities computed so far… • August 11-20, 2000, 2007 projection: • Atlanta MSA • Point, Mobile, Area+Non-road NOx • Total VOC • 2nd order to total NOx and total VOC • Macon MSA • Mobile, non-mobile NOx • Branch & Scherer NOx (1st and 2nd order) • Total VOC • 2nd order to total NOx and total VOC • Augusta MSA • Mobile, point, area+non-road NOx • Total VOC • 2nd order to total NOx and total VOC • Columbus MSA NOx
DDM Statistical Agreement: r2 of DDM vs. Brute Force (+/- 10% NOx)
Sensitivity of 8-hour ozone to NOx, Aug. 17 Macon Branch Scherer Atlanta
Taylor-Series Expansion: Decomposing Changes in Ozone Ozone A O3,A 1st-Order: E * S1 2nd-Order: 0.5(E)2 * S2 O3,B B EB Emissions EA
Next Steps • Associate sensitivities with emission rates to get ppb_ozone / tons_NOx for control strategy analysis • 1999 Episode • Your suggestions?