Effects of sub-pixel heterogeneity on the retrieval of soil moisture from passive microwave radiometry

A simple formulation relating the L-band microwave brightness temperature detected by a passive microwave radiometer to the near surface soil moisture was developed using MICRO-SWEAT, a coupled microwave emission model and soil-vegetation-atmosphere-transfer (SVAT) scheme. This simple model provides an ideal tool with which to explore the impact of sub-pixel heterogeneity on the retrieval of soil moisture from microwave brightness temperatures. In the case of a bare soil pixel, the relationship between apparent emissivity and surface soil moisture is approximately linear, with the clay content of the soil influencing just the intercept of this relationship. It is shown that there are no errors in the retrieved soil moisture from a bare soil pixel that is heterogeneous in soil moisture and texture. However, in the case of a vegetated pixel, the slope of the relationship between apparent emissivity and surface soil moisture decreases with increasing vegetation. Therefore for a pixel that is heterogeneous in vegetation and soil moisture, errors can be introduced into the retrieved soil moisture. Generally, under moderate conditions, the retrieved soil moisture is within 3% of the actual soil moisture. Examples illustrating this discussion use data collected during the Southern Great Plains '97 Experiment (SGP97).

[1]  T. Schmugge,et al.  An Empirical Model for the Complex Dielectric Permittivity of Soils as a Function of Water Content , 1980, IEEE Transactions on Geoscience and Remote Sensing.

[2]  Microwave emission and crop residues , 1991 .

[3]  T. Schmugge,et al.  Vegetation effects on the microwave emission of soils , 1991 .

[4]  Thomas J. Schmugge,et al.  Applications of passive microwave observations of surface soil moisture , 1996, IGARSS '96. 1996 International Geoscience and Remote Sensing Symposium.

[5]  Thomas J. Jackson,et al.  Calibrating a soil water and energy budget model with remotely sensed data to obtain quantitative information about the soil , 1997 .

[6]  L. Simmonds,et al.  Estimating near-surface soil water content from passive microwave remote sensing-an application of MICRO-SWEAT , 1998 .

[7]  Anthony W. England,et al.  Radiobrightness of prairie soil and grassland during dry‐down simulations , 1998 .

[8]  Eleanor J. Burke,et al.  Using a modeling approach to predict soil hydraulic properties from passive microwave measurements , 1998, IEEE Trans. Geosci. Remote. Sens..

[9]  Karin S. Fassnacht,et al.  Relationships between leaf area index and Landsat TM spectral vegetation indices across three temperate zone sites , 1999 .

[10]  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..

[11]  Clemens Simmer,et al.  Up‐scaling effects in passive microwave remote sensing: ESTAR 1.4 GHz measurements during SGP '97 , 1999 .

[12]  C. A. Laymon,et al.  Huntsville '96: An experiment in ground-based microwave remote sensing of soil moisture , 1999 .

[13]  Li Li,et al.  Retrieval of land surface parameters using passive microwave measurements at 6-18 GHz , 1999, IEEE Trans. Geosci. Remote. Sens..

[14]  L. Simmonds,et al.  Application of a coupled microwave, energy and water transfer model to relate passive microwave emission from bare soils to near-surface water content and evaporation , 1999 .

[15]  Dara Entekhabi,et al.  Estimation of soil-type heterogeneity effects in the retrieval of soil moisture from radiobrightness , 2000, IEEE Trans. Geosci. Remote. Sens..

[16]  Wade T. Crow,et al.  An observation system simulation experiment for the impact of land surface heterogeneity on AMSR-E soil moisture retrieval , 2001, IEEE Trans. Geosci. Remote. Sens..

[17]  L. Simmonds,et al.  Passive microwave emission from smooth bare soils: Developing a simple model to predict near surface water content , 2001 .

[18]  Thomas J. Jackson,et al.  Multiple resolution analysis of L-band brightness temperature for soil moisture , 2001, IEEE Trans. Geosci. Remote. Sens..

[19]  R.A.M. de Jeu,et al.  Retrieval of Land Surface Parameters using Passive Microwave Remote Sensing , 2003 .