Assessment of the effects of winter wheat scattering on SAR backscatter for soil moisture estimation based on a radiative transfer model

被引:0
作者
Abassi, Mounir [1 ]
Ezzahar, Jamal [2 ,3 ,4 ]
Kheddioui, El M'kaddem [1 ]
Boujoudi, Basma [5 ]
机构
[1] Hassan II Univ, Natl High Sch Elect & Mech ENSEM, BP 8118, Casablanca, Morocco
[2] Cadi Ayyad Univ, Natl Sch Appl Sci, MISCOM, Safi, Morocco
[3] Cadi Ayyad Univ, Mohammed Polytechn Univ UM6P 6, Morocco Natl Sch Appl Sci, CRSA, Safi, Morocco
[4] Cadi Ayyad Univ, Fac Sci Semlalia, Dept Phys, LMFE, Marrakech, Morocco
[5] Univ Hassan 2, Fac Sci & Technol Mohammadia FSTM, Casablanca, Morocco
基金
欧盟地平线“2020”;
关键词
Sentinel-1; surface soil moisture; Isotropic and Rayleigh scattering; SSRT_Oh; Wheat; semi-arid region; BAND RADAR BACKSCATTER; C-BAND; CANOPY; EVAPOTRANSPIRATION; TEMPERATURE; RETRIEVAL;
D O I
10.1080/22797254.2024.2394780
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
This study evaluated the potential of the Single Scattering Radiative Transfer (SSRT) model coupled with the Oh model to retrieve surface soil moisture (SSM) in two drip-irrigated wheat fields in the Tensift al Haouz plain, over three growing seasons (2016-2019). This research focuses on evaluating isotropic scattering and Rayleigh scattering by calibrating the coupled SSRT_Oh model, using data gathered on the calibrated field. The data includes measured SSM at 5 cm depth, Leaf Area Index (LAI) and vegetation height (H). The aim is to fit the extinction coefficient through comparing simulated and Sentinel-1 backscatter, at VV and VH polarizations. The validated field data were used to retrieve SSM. Calibration revealed the best retrieval for Rayleigh scattering, at VV polarization, with an RMSE of 1.25 dB, a correlation coefficient (r) of 0.86, and a bias of 0.1 dB, whereas, the isotropic approach yielded r, RMSE and bias values of 0.83, 1.37 dB and -0.01 dB, respectively. Rayleigh's performance remained unchanged throughout the inversion process for SSM retrieval, at VV polarization, with r of 0.87 against 0.86 for isotropic scattering. To enhance our findings, the introduction of dynamic extinction parameter and exclusive use of Sentinel-1 data to describe vegetation could improve SSM retrieval.
引用
收藏
页数:18
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