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

Authors :
Wang, Hongquan
Magagi, Ramata
Goïta, Kalifa
Source :
Remote Sensing of Environment. Nov2018, Vol. 217, p38-51. 14p.
Publication Year :
2018

Abstract

Abstract 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 m3/m3 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. Highlights • A two-component C-band model-based polarimetric decomposition is developed. • Surface scattering component is simulated by Oh model instead of X-Bragg model. • A vegetation attenuation factor is included in the surface scattering component. • Soil moisture is retrieved for the entire phenological stages during SMAPVEX12. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00344257
Volume :
217
Database :
Academic Search Index
Journal :
Remote Sensing of Environment
Publication Type :
Academic Journal
Accession number :
132034320
Full Text :
https://doi.org/10.1016/j.rse.2018.08.003