TY - GEN
T1 - Combining observations in the reflective solar and thermal domains for improved carbon and energy flux estimation
AU - Houborg, Rasmus
AU - Anderson, Martha C.
AU - Kustas, William P.
PY - 2010
Y1 - 2010
N2 - This study investigates the utility of integrating remotely sensed estimates of leaf chlorophyll (C ab) into a thermalbased Two-Source Energy Balance (TSEB) model that estimates land-surface CO2 and energy fluxes using an analytical, light-use-efficiency (LUE) based model of canopy resistance. The LUE model component computes canopy-scale carbon assimilation and transpiration fluxes and incorporates LUE modifications from a nominal (species-dependent) value (LUE n) in response to variations in environmental conditions. However LUE n needs adjustment on a daily timescale to accommodate changes in plant physiological condition and nutrient status. Day to day variations in LUE n were assessed for a corn crop field in Maryland U.S.A. through model calibration with CO 2 flux tower observations. The optimized daily LUE n values were then compared to estimates of C ab integrated from gridded maps of chlorophyll content weighted over the tower flux source area. The time-continuous maps of daily C ab over the study field were generated by fusing in-situ measurements with retrievals generated with an integrated radiative transfer modeling tool using at-sensor radiances in green, red and near-infrared wavelengths acquired with an aircraft imaging system. The resultant daily changes in C ab within the tower flux source area exhibited a curvilinear relationship with corresponding changes in daily calibrated LUE n values derived from the tower flux data, and hourly water, energy and carbon flux estimation accuracies from TSEB were significantly improved when using C ab for delineating spatio-temporal variations in LUE n. The applicability of the established relationship between LUE n and C ab is currently being tested for an agricultural area near Bushland, Texas using a combination of reflective and thermal satellite imagery from SPOT, Landsat and ASTER.
AB - This study investigates the utility of integrating remotely sensed estimates of leaf chlorophyll (C ab) into a thermalbased Two-Source Energy Balance (TSEB) model that estimates land-surface CO2 and energy fluxes using an analytical, light-use-efficiency (LUE) based model of canopy resistance. The LUE model component computes canopy-scale carbon assimilation and transpiration fluxes and incorporates LUE modifications from a nominal (species-dependent) value (LUE n) in response to variations in environmental conditions. However LUE n needs adjustment on a daily timescale to accommodate changes in plant physiological condition and nutrient status. Day to day variations in LUE n were assessed for a corn crop field in Maryland U.S.A. through model calibration with CO 2 flux tower observations. The optimized daily LUE n values were then compared to estimates of C ab integrated from gridded maps of chlorophyll content weighted over the tower flux source area. The time-continuous maps of daily C ab over the study field were generated by fusing in-situ measurements with retrievals generated with an integrated radiative transfer modeling tool using at-sensor radiances in green, red and near-infrared wavelengths acquired with an aircraft imaging system. The resultant daily changes in C ab within the tower flux source area exhibited a curvilinear relationship with corresponding changes in daily calibrated LUE n values derived from the tower flux data, and hourly water, energy and carbon flux estimation accuracies from TSEB were significantly improved when using C ab for delineating spatio-temporal variations in LUE n. The applicability of the established relationship between LUE n and C ab is currently being tested for an agricultural area near Bushland, Texas using a combination of reflective and thermal satellite imagery from SPOT, Landsat and ASTER.
UR - http://www.scopus.com/inward/record.url?scp=84868544482&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84868544482
SN - 9781617389160
T3 - American Society for Photogrammetry and Remote Sensing Annual Conference 2010: Opportunities for Emerging Geospatial Technologies
SP - 301
EP - 307
BT - American Society for Photogrammetry and Remote Sensing Annual Conference 2010
T2 - American Society for Photogrammetry and Remote Sensing Annual Conference 2010: Opportunities for Emerging Geospatial Technologies
Y2 - 26 April 2010 through 30 April 2010
ER -