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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop Inverse Modeling of CO Emissions Results for Biomass Burning Gabrielle Pétron National Center for Atmospheric Research gap@ucar.edu Multi-year inversion of CO sources using MOPITT data Land clearing fires in the Kalimantan region of the island of Borneo, Indonesia NASA photo, 09/18/91
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop Role of CO in the troposphere Oxidation capacity of the atmosphere Precursor of tropospheric ozone Indoor and urban pollutant Houston Santiago http://eces.org/archive/gallery/airgfx NOx CO 2 + HO 2 COV CO NOx + NO CO + OH + O 2 O3O3 +UV NO 2
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop CO emissions Known : nature of sources combustion of C matter, chemical production... Uncertain : sources quite variable (x,t) intensities location timing, seasonality, interannual variations splitting : fossil fuel/biofuel.... Tools to study CO budget: emissions inventories observations models
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop Sources & Sinks of CO Fossil fuel : 300-600 Biomass burning: 300-900 (forests, savannas, agric. waste burning, fuel wood use) Vegetation : 50-200 Oceans : 6- 30 Methane oxidation : 400-1000 HCNM oxidation : 300-1000 TOTAL Source = 1400 – 3700 TgCO/yr Photochemical sink : 1400-2600 Surface deposition: 150-500 TOTAL Sink = 1550 – 3100 TgCO/yr TgCO/yr
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop Tools to study CO budget Observations local,regional,global in situ/remote sensing continuous, campaign Models city-scale,regional,global transport/chemistry (on/offline)
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop Monitoring of CO NOAA/CMDL network of surface stations MOPITT CO retrievals (500 hPa) Example of averaging kernel A (7,7)
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop Chemistry-Transport Model Discrete numerical representation of the troposphere (x,t) : chemistry operator : transport operator : advection, turbulence, turbulent diffusion & convection initial & boundary conditions : monthly emissions, deposition, exchanges with the stratosphere resolution : x ~ 200/500km, t ~ 20min/1 h model with climatological met fields model with analyzed met fields global circulation model (on line transport)
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop Tagged CO simulation Useful tool to track CO origin and the long-range transportof pollution day 2day 65
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop July 2000 Total column of CO : MOZART2 (top) and MOPITT (bottom) underestimation of biomass burning emissions
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop Motivations for Inverse Modeling and Data Assimilation Quality and expansion of the Observing Systems surface stations networks remote sensing intensive regional campaign Progress in Modeling computation capacity representativeness of complex CTMs o improved parameterizations –chemistry (more species, trace gases and particles) –transport (esp. analyzed meteorological fields)
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop MOPITT/MOZART CO at 850 hPa Phase 1 : April 2000 to April 2001 Phase 2 : September 2001 to December 2003 A priori biomass burning (WF) monthly emissions in MOZART: scaling of MODIS fire counts
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop Multi-year CO inversion MOZART CTM MOPITT satellite data April 2000-December 2003 A Priori Emission Inventory Atmospheric CTM MOPITT Observed CO Optimized Emission Inventory INVERSE MODELING MOZART Modeled CO POET CO emissions + a priori WFOptimized CO emissions Figure 2Figure 3 The discrepancies between the observed and the modeled CO distributions can be used to optimize poorly known parameters of the model – here, CO anthropogenic emissions. 1 2 3 4
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop CO FF BF WF optimized emissions for four latitudinal bands Fossil Fuel UseBiofuel Use Wildland Fires
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop CO WF Emissions inversion results a priori inventory based on MODIS fire counts North Asia: high emissions in 2002 and 2003 South East Asia: high emissions in 2003
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop CO WF emissions in boreal regions van der Werf (MODIS fc, CASA model,...) Ito and Penner (GBA 2000,...): artifact ~no fire detection at high latitude fire counts: sampling bias < polar orbit satellite only sees a fraction of the fires yet useful to detect fires in dense tropical forest burnt area: integrated fire activity over 10 days problem for both approaches: what is the fraction of pixel burnt emission factors: “large” uncertainties (flaming/smoldering,...)
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop CO WF emissions in Africa no inversion: January to March 2000 & May to Aug 2001 >0 o : fairly good a priori emissions 0-10 o S: emissions do not decrease as fast as fire counts regional total < 10 o S : clear a priori under-estimation
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27-28/10/2005IGBP-QUEST Fire Fast Track Initiative Workshop Conclusions Inversion results: Results quite robust/ inversion parameters (paper to be submitted) WF emissions are not proportional to fire counts Emission Modeling: Intercomparison with WF top-down inventories assess parameterization Emission Inference: Requires to use several fire products AND chemical data
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