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A Difficult Region for Remote Sensing Studies Probability of imaging the Brazilian Legal Amazon Once per year… Asner (2001) Int’l J. of Remote Sensing Probability of Landsat observations from 54,451 scenes
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& Rescaling Resampling Resizing 6S Atmospheric Correction AutoMCU Spectral Model Raw Landsat ETM+ Image Geo Correction, Resampling Conversion to Radiance Landsat Radiance in Optical Bands Thermal Band Landsat Reflectance Masks Thermal-Cloud Reflectance-Water Raw-Boundary Raw AutoMCU Results Standard Deviation & RMS Mosaic-ready PV, NPV & Bare Substrate Images Cloud Shadow Mask MODIS Satellite Aerosol and Water Vapor Products Before Images After Images PV, NPV, RMS Change Images Differencing Thermal Change Image Non-forest Mask Linear Feature Extraction Atmospheric adjustment Logging “Nodes” and Linear Feature Images Pattern Recognition PV + NPV Texture Criteria PV Change Criteria Final Integration Preliminary Logging Image Manual Review Logging Results Adjusted PV & NPV Change Images Thermal Change Image NPV Change Criteria CLAS Flowchart
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Asner et al. 2005 Earth Interactions
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Asner et al. 2005 Earth Interactions
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2000 1999 Asner et al., Ecol. Apps. (in press) Photosynthetic Vegetation Fractional Cover (PV) and Canopy GAP Asner et al. 2004 Ecological Applications
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Estimating Gross Carbon Flux from Selective Logging Delta-PV for each Logging Polygon Delta-GAP for each Logging Polygon Gap-Volume Relationships Coarse Woody Debris and Collateral Carbon Losses at the Site Total Carbon Committed to Atmosphere PV-gap relationships (Asner et al. 2004, 2005) Gap-volume relationships (Pereira et al. 2002) Harvest-damage relationships (Keller et al. 2004a,b) Sum with Asner et al. 2005 Science Carbon Removed From the Site Volume-density (Keller et al. 2004a,b, others)
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20012000 1999 20012000 1999 20012000 1999 20012000 1999 20012000 1999 20012000 1999 20012000 1999 20012000 1999 20012000 1999 20012000 1999 20012000 1999 Rates of Canopy-Foliar Closure Asner et al. 2004 Ecological Applications
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