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A comparison of recent model- and inventory- based estimates of the continental-scale carbon balance of North America A. David McGuire USGS / University of Alaska Fairbanks North American Carbon Program 3 rd All-Investigators Meeting New Orleans – 3 February 2011 A. David McGuire USGS / University of Alaska Fairbanks North American Carbon Program 3 rd All-Investigators Meeting New Orleans – 3 February 2011
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“Fast-Track” Analysis: Model– vs. Inventory– based Data Comparisons A component of the North American Carbon Program’s Regional / Continental Interim Synthesis Activities Organizing – Dave McGuire – Mac Post – Dan Hayes Inventory-based data – Graham Stinson, Werner Kurz (Canada Forest Inventory) – Brian McConkey (Canada Cropland Inventory) – Linda Heath (U.S. Forest Inventory) – Tris West (U.S. Cropland Inventory) – Ben deJong (Mexico) Model-data processing – Yaxing Wei – NACP Regional/Continental Interim Synthesis Participants Data analysis – Dan Hayes – Dave Turner Organizing – Dave McGuire – Mac Post – Dan Hayes Inventory-based data – Graham Stinson, Werner Kurz (Canada Forest Inventory) – Brian McConkey (Canada Cropland Inventory) – Linda Heath (U.S. Forest Inventory) – Tris West (U.S. Cropland Inventory) – Ben deJong (Mexico) Model-data processing – Yaxing Wei – NACP Regional/Continental Interim Synthesis Participants Data analysis – Dan Hayes – Dave Turner
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Introduction Current understanding of state of the North American Carbon Cycle (e.g., SOCCR; King et al., 2007): – Magnitude of sink, trends, driving forces, uncertainty
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Introduction Methodologies for assessing continental-scale carbon balance: – Inventory-based methods (forest stock changes, crop productivity, harvest and soil stocks, land use change) – Forward modeling: terrestrial biosphere process-based models – “top-down” observations with an Inverse approach via atmospheric transport modeling * Data and model results contributed to the NACP Regional / Continental Interim Synthesis activity
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Inventory Reporting Zones Canada (n=15) U.S. (n=49) Mexico (n=32) no data
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Inventory-data Analysis Conceptual diagram of the continental-scale carbon budget (including NEE) from the inventory-based approaches.
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Inventory-based NEE estimates FOREST LANDSCROPLAND“OTHER” LANDSTOTAL
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Inventory-based estimates Fate of Harvested (Forest & Crop) Carbon FOREST HARVESTCROP HARVESTTOTAL HARVEST
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n = 17 n = 7 Model (Forward and Inverse) Data & Methods
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* Distributing model output data variables across sector (Forestland, Cropland, and “Other”) within each reporting zone Model-data Processing
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Compare NEE by country / sector
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Mean average annual NEE (gC m -2 yr -1 ) for each reporting zone. Compare NEE spatial patterns
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Compare Component Flux Estimates
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Discussion What does it all mean? – Lack of convergence between approaches Different Approaches: – Strengths and weaknesses of each – Is our inventory approach (e.g. harvested product transfers and emissions) realistic? How can we reconcile with modeling approaches? – Inventory data gaps and uncertainties? – Uncertainties in the inverse approach: observation network, flux priors, transport models – Variability in the forward modeling approach: driver data, model formulations, processes / mechanisms simulated Formal model inter-comparisons?
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