A method for retrieving high-resolution surface soil moisture by downscaling AMSR-E brightness temperature

This paper presents a method to retrieve surface soil moisture at high-resolution from brightness temperature. To obtain high resolution brightness temperature, downscaling brightness temperature uses higher resolution visible/infrared satellite data and is based on the method of retrieving land surface temperature with passive microwave and the relationship between Microwave Polarization Difference Index (MPDI) and NDVL High resolution soil moisture is retrieved with downscaled brightness temperature using a single-channel algorithm (SCA), and the Qp model used to deal with the influence of roughness. Downscaled brightness temperature is compared with the aircraft data during the Experiment in the Heihe River Basin in China. The retrieved high resolution soil moisture is compared with in situ (0-6 cm depth) point measurements during SMEX02, obtaining R2 = 0.74 and RMSE as 0.047 cm3 cm-3.

[1]  R. Jeu,et al.  Land surface temperature from Ka band (37 GHz) passive microwave observations , 2009 .

[2]  F. Ulaby,et al.  Microwave Dielectric Behavior of Wet Soil-Part II: Dielectric Mixing Models , 1985, IEEE Transactions on Geoscience and Remote Sensing.

[3]  Z. Niu,et al.  Watershed Allied Telemetry Experimental Research , 2009 .

[4]  Jean-Pierre Wigneron,et al.  Physically Based Estimation of Bare-Surface Soil Moisture With the Passive Radiometers , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[5]  T. Carlson An Overview of the “Triangle Method” for Estimating Surface Evapotranspiration and Soil Moisture from Satellite Imagery , 2007, Sensors (Basel, Switzerland).

[6]  Christopher M. U. Neale,et al.  Land surface temperature derived from the SSM/I passive microwave brightness temperatures , 1990 .

[7]  Ahmad Al Bitar,et al.  A sequential model for disaggregating near-surface soil moisture observations using multi-resolution thermal sensors , 2009 .

[8]  Thomas J. Jackson,et al.  Soil moisture mapping at regional scales using microwave radiometry: the Southern Great Plains Hydrology Experiment , 1999, IEEE Trans. Geosci. Remote. Sens..

[9]  Adriano Camps,et al.  A Change Detection Algorithm for Retrieving High-Resolution Soil Moisture From SMAP Radar and Radiometer Observations , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[10]  Yann Kerr,et al.  Downscaling SMOS-Derived Soil Moisture Using MODIS Visible/Infrared Data , 2011, IEEE Transactions on Geoscience and Remote Sensing.

[11]  Thomas J. Schmugge,et al.  Remote Sensing of Soil Moisture with Microwave Radiometers , 1983 .