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Linking Economic Models to Ecosystem Models: Biofuel Examples. Bill Parton Steve Del Grosso Sarah Davis Bruce McCarl Steve Williams Steve Ogle. Outline. Ecosystem Models DayCent model description & testing EPIC, DNDC, BIOM-BGC Linking to Economic Models Fully linked
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Linking Economic Models to Ecosystem Models: Biofuel Examples Bill Parton Steve Del Grosso Sarah Davis Bruce McCarl Steve Williams Steve Ogle
Outline • Ecosystem Models • DayCent model description & testing • EPIC, DNDC, BIOM-BGC • Linking to Economic Models • Fully linked • Economic → Ecosystem • Ecosystem → Economic • Biofuel Ecosystem Model Results • Pennsylvania • Illinois • Conclusions
Fully Linked Economic and Ecological Models Optimal Land Use Practice Economic Model Land Use Change and Ag Management • Ecological Model Assessment • NPP • Greenhouse Gas Fluxes
Advantages • All land use options can be assessed Disadvantages • Complex model • Excess computer time • Vulnerable to errors
Economic Models Drive Ecological Models • Use FASM U.S. Agricultural Model to predict biofuel land use change • Expansion of ag land into: • CRP • Grassland • Forests
Economic Models Drive Ecological Models • DayCent Model simulated ecosystem response • Plant production • N2O fluxes • Soil C changes • Change in crop acreage • Corn vs. Soybean vs. Wheat
Ecological Models Drive Economic Models • Use ecological models to drive response surfaces used in economic models • N2O vs. Fertilizer • Yield vs. Fertilizer • Soil C vs. Land Use and Fertilizer
Beach, R.H., B.J. DeAngelo, S. Rose, C. Li, W. Salas, S.J. DelGrosso. 2008. Mitigation potential and costs for global agricultural greenhouse gas emissions. Agricultural Economics 38: 109–115.
Biofuel Crop Specific Greenhouse Gas Budget • Pennsylvania • Switchgrass • Corn/Soybean • Popular • Illinois/Iowa • Switchgrass • Miscanthus
Adler, P.R., S.J. Del Grosso, and W.J. Parton. 2007. Life cycle assessment of net greenhouse gas flux for bioenergy cropping systems. Ecol. Appl. 17(3):675–691.
Greenhouse gas sources and sinks from bioenergy cropping systems in the near-term Adler, P.R., S.J. Del Grosso, and W.J. Parton. 2007. Life cycle assessment of net greenhouse gas flux for bioenergy cropping systems. Ecol. Appl. 17(3):675–691.
Observed and DAYCENT N2O for Biofuel Cropping Systems in Pennsylvania
Summary • Fully linked models are difficult to use • Offline linking of models works well • Net greenhouse gas balances are a function of: • Specific biofuel crop • Perennial vs. annual • Land use prior to start of biofuel crop • Existing cropland • CRP/mature grassland? • Tillage and fertilizing practice