A sensitivity analysis of soil moisture retrieval from the tau-omega microwave emission model

The potential of the /spl tau/--/spl omega/ model for retrieving the volumetric moisture content of bare and vegetated soil from dual-polarization passive microwave data acquired at single and multiple angles is tested. Measurement error and several additional sources of uncertainty will affect the theoretical retrieval accuracy. These include uncertainty in the soil temperature, the vegetation structure, and consequently its microwave single-scattering albedo, and uncertainty in soil microwave emissivity based on its roughness. To test the effects of these uncertainties for simple homogeneous scenes, we attempt to retrieve soil moisture from a number of simulated microwave brightness temperature datasets generated using the /spl tau/--/spl omega/ model. The uncertainties for each influence are estimated and applied to curves generated for typical scenarios, and an inverse model used to retrieve the soil moisture content, vegetation optical depth, and soil temperature. The effect of each influence on the theoretical soil moisture retrieval limit is explored, the likelihood of each sensor configuration meeting user requirements is assessed, and the most effective means of improving moisture retrieval indicated.

[1]  J. Lane,et al.  Dielectric dispersion in pure polar liquids at very high radio-frequencies I. Measurements on water, methyl and ethyl alcohols , 1952, Proceedings of the Royal Society of London. Series A. Mathematical and Physical Sciences.

[2]  Yann Kerr,et al.  Soil moisture retrieval from space: the Soil Moisture and Ocean Salinity (SMOS) mission , 2001, IEEE Trans. Geosci. Remote. Sens..

[3]  E. Njoku,et al.  Passive microwave remote sensing of soil moisture , 1996 .

[4]  J. Saxton Dielectric dispersion in pure polar liquids at very high radio-frequencies II. Relation of experimental results to theory , 1952, Proceedings of the Royal Society of London. Series A. Mathematical and Physical Sciences.

[5]  J. Kong Electromagnetic Wave Theory , 1986 .

[6]  T. Schmugge,et al.  An Empirical ModelfortheComplexDielectric Permittivity ofSoils as a Function of WaterContent , 1980 .

[7]  Bhaskar J. Choudhury,et al.  Relative sensitivity of normalized difference vegetation Index (NDVI) and microwave polarization difference Index (MPDI) for vegetation and desertification monitoring , 1988 .

[8]  Robert J. Gurney,et al.  Characterizing errors in airborne laser altimetry data to extract soil roughness , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[9]  J. Wigneron,et al.  Retrieving near-surface soil moisture from microwave radiometric observations : current status and future plans , 2003 .

[10]  B. Choudhury,et al.  Effect of surface roughness on the microwave emission from soils , 1979 .

[11]  C. Swift,et al.  An improved model for the dielectric constant of sea water at microwave frequencies , 1977, IEEE Journal of Oceanic Engineering.

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

[13]  Shirley Dex,et al.  JR 旅客販売総合システム(マルス)における運用及び管理について , 1991 .

[14]  J. Wigneron,et al.  Retrieving near-surface soil moisture from microwave radiometric observations: current status and future plans , 2003 .

[15]  Jean-Pierre Wigneron,et al.  Consequences of surface heterogeneity for parameter retrieval from 1.4-GHz multiangle SMOS observations , 2003, IEEE Trans. Geosci. Remote. Sens..

[16]  Yann Kerr,et al.  N-parameter retrievals from L-band microwave observations acquired over a variety of crop fields , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[17]  Thomas J. Jackson,et al.  Attenuation of soil microwave emission by corn and soybeans at 1.4 and 5 GHz , 1990 .

[18]  Yann Kerr,et al.  Two-Dimensional Microwave Interferometer Retrieval Capabilities over Land Surfaces (SMOS Mission) , 2000 .

[19]  T. Mo,et al.  A model for microwave emission from vegetation‐covered fields , 1982 .

[20]  A. Stogryn,et al.  The Brightness Temperature of a Vertically Structured Medium , 1970 .

[21]  C. Swift,et al.  Microwave remote sensing , 1980, IEEE Antennas and Propagation Society Newsletter.

[22]  A. Fung,et al.  Microwave Remote Sensing Active and Passive-Volume III: From Theory to Applications , 1986 .

[23]  Fawwaz T. Ulaby,et al.  Measured microwave emission and scattering in vegetation canopies , 1984, IEEE Transactions on Geoscience and Remote Sensing.