TY - JOUR
T1 - Exploring the potential for multipatch soil-moisture retrievals using multiparameter optimization techniques
AU - Burke, Eleanor J.
AU - Bastidas, Luis A.
AU - Shuttleworth, W. James
N1 - Funding Information:
Manuscript received June 13, 2001; revised February 8, 2002. E. J. Burke was supported by NOAA Project NA96GP0412. L. A. Bastidas was supported by NOAA Project NA86GP0324 and NSF-EAR-9876800. W. J. Shuttleworth was supported by NASA Project NAG5-7554. The authors are with the Department of Hydrology and Water Resources, University of Arizona, Tucson, AZ 85721 USA (e-mail: [email protected]). Publisher Item Identifier S 0196-2892(02)04816-7.
PY - 2002/5
Y1 - 2002/5
N2 - This paper explores the potential to retrieve surface soil moisture and optical depth simultaneously for several different patches of land cover in a single pixel from dual polarization, multiangle microwave brightness temperature observations such as will be provided by, for instance, the Soil Moisture and Ocean Salinity (SMOS) mission. MICRO-SWEAT, a coupled land-surface and microwave emission model, was used in a year-long simulation to define the patch-specific soil moisture, optical depth, and synthetic, pixel-average microwave brightness temperatures similar to those that will be provided by SMOS. The microwave emission component of MICRO-SWEAT also forms the basis of an exploratory retrieval algorithm in which the difference between (synthetic) observations of microwave brightness temperatures and modeled, pixel-average microwave brightness temperatures for different input values of soil moisture and optical depth is minimized using the shuffled complex evolution (SCE) optimization procedure. Results are presented for two synthetic pixels, one with eight patches, where only the soil moisture is retrieved, and one with five patches, where both the soil moisture and the optical depth are retrieved.
AB - This paper explores the potential to retrieve surface soil moisture and optical depth simultaneously for several different patches of land cover in a single pixel from dual polarization, multiangle microwave brightness temperature observations such as will be provided by, for instance, the Soil Moisture and Ocean Salinity (SMOS) mission. MICRO-SWEAT, a coupled land-surface and microwave emission model, was used in a year-long simulation to define the patch-specific soil moisture, optical depth, and synthetic, pixel-average microwave brightness temperatures similar to those that will be provided by SMOS. The microwave emission component of MICRO-SWEAT also forms the basis of an exploratory retrieval algorithm in which the difference between (synthetic) observations of microwave brightness temperatures and modeled, pixel-average microwave brightness temperatures for different input values of soil moisture and optical depth is minimized using the shuffled complex evolution (SCE) optimization procedure. Results are presented for two synthetic pixels, one with eight patches, where only the soil moisture is retrieved, and one with five patches, where both the soil moisture and the optical depth are retrieved.
KW - Passive microwave
KW - Retrieval
KW - SMOS
KW - Soil moisture
KW - Vegetation
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U2 - 10.1109/TGRS.2002.1010898
DO - 10.1109/TGRS.2002.1010898
M3 - Article
AN - SCOPUS:0036564105
SN - 0196-2892
VL - 40
SP - 1114
EP - 1120
JO - IEEE Transactions on Geoscience and Remote Sensing
JF - IEEE Transactions on Geoscience and Remote Sensing
IS - 5
ER -