4.7 Article

Potential of a two-component polarimetric decomposition at C-band for soil moisture retrieval over agricultural fields

Journal

REMOTE SENSING OF ENVIRONMENT
Volume 217, Issue -, Pages 38-51

Publisher

ELSEVIER SCIENCE INC
DOI: 10.1016/j.rse.2018.08.003

Keywords

Polarimetric decomposition; C-band; Soil moisture; Agricultural fields; RADARSAT-2; Ground measurements; SMAPVEX12

Funding

  1. Canadian Space Agency-Class Grant and Contribution Program as part of the Canadian Plan [14SUSMAPSH]
  2. National Science and Engineering Research Council of Canada [RGPIN-2017-05533]
  3. AAFC
  4. United States Department of Agriculture
  5. University of Manitoba
  6. University of Guelph
  7. University de Sherbrooke
  8. University of Southern California
  9. Massachusetts Institute of Technology, Environment and Climate Change Canada
  10. Canadian Space Agency
  11. National Aeronautics and Space Administration

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This study proposes a two-component (surface and volume) C-band polarimetric decomposition to retrieve soil moisture over agricultural fields covered by different crop types. RADARSAT-2 data analysis shows that vegetation attenuation on the surface scattering component is stronger for the narrow-leaf (wheat) than broad-leaf crops (canola, corn and soybean). Thus, the vegetation attenuation factor is integrated into the proposed C-band polarimetric decomposition to better account for soil contribution over the whole crop phenological season. After removing the volume scattering component from the full coherency matrix, the surface scattering component was simulated by the Oh soil scattering model, instead of conventional Bragg or X-Bragg model, which is not physically valid at C-band due to limited roughness constraint condition. The proposed retrieval algorithm was applied to the RADARSAT-2 time series acquired during the Soil Moisture Active Passive Validation Experiment in 2012 (SMAPVEX12). Results indicate that during the crop growth, the volume scattering power of wheat shows weak temporal variation, while it increases for corn, soybean and canola. The sensitivity of the ground scattering component to soil moisture is enhanced due to the removal of the volume scattering from the full signature. The retrieved soil moisture was validated using the soil moisture ground measurements during the SMAPVEX12. The validations indicate correlation coefficients from 0.63 to 0.76, and RMSEs from 0.058 to 0.074 m(3)/m(3) for the entire phenological period of SMAPVEX12 campaign. The negligible dihedral scattering component (1.6-9.2%) at C-band greatly reduces the complexity of the soil moisture retrieval from the ground component.

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