Soil moisture is one of the most important components of all the soil properties affecting the global hydrologic cycle. Optical remote sensing technology is one of the main parts of soil moisture estimation. In this study, we promote a soil moisture-estimating method with applications regarding various soil organic matters. The results indicate that the soil organic matter had a significant spectral feature at wavelengths larger than 900 nm. The existence of soil organic matter would lead to darker soil, and this feature was similar to the soil moisture. Meanwhile, the effect of the soil organic matter on its reflectance overlaps with the effect of soil moisture on its reflected spectrum. This can lead to the underestimation of the soil moisture content, with an MRE of 21.87%. To reduce this effect, the absorption of the soil organic matter was considered based on the Lambert-Beer law. Then, we established an SMCg-estimating model based on the radiative transform theory while considering the effect of the soil organic matter. The results showed that the effect of the soil organic matter can be effectively reduced and the accuracy of the soil moisture estimation was increased, while MRE decreased from 21.87% to 6.53%.
机构:
Institute of Tibetan Plateau Research, Chinese Academy of Sciences
University of Chinese Academy of SciencesInstitute of Tibetan Plateau Research, Chinese Academy of Sciences
Qi LUO
Kun YANG
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机构:
Institute of Tibetan Plateau Research, Chinese Academy of Sciences
Department of Earth System Science, Tsinghua University
CAS Center for Excellence in Tibetan Plateau Earth SystemInstitute of Tibetan Plateau Research, Chinese Academy of Sciences
Kun YANG
Yingying CHEN
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机构:
Institute of Tibetan Plateau Research, Chinese Academy of Sciences
CAS Center for Excellence in Tibetan Plateau Earth SystemInstitute of Tibetan Plateau Research, Chinese Academy of Sciences
Yingying CHEN
Xu ZHOU
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机构:
Institute of Tibetan Plateau Research, Chinese Academy of SciencesInstitute of Tibetan Plateau Research, Chinese Academy of Sciences
机构:
Chinese Acad Sci, Inst Tibetan Plateau Res, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Tibetan Plateau Res, Beijing 100101, Peoples R China
Luo, Qi
Yang, Kun
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机构:
Chinese Acad Sci, Inst Tibetan Plateau Res, Beijing 100101, Peoples R China
Tsinghua Univ, Dept Earth Syst Sci, Beijing 100084, Peoples R China
CAS Ctr Excellence Tibetan Plateau Earth Syst, Beijing 100101, Peoples R ChinaChinese Acad Sci, Inst Tibetan Plateau Res, Beijing 100101, Peoples R China
Yang, Kun
Chen, Yingying
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机构:
Chinese Acad Sci, Inst Tibetan Plateau Res, Beijing 100101, Peoples R China
CAS Ctr Excellence Tibetan Plateau Earth Syst, Beijing 100101, Peoples R ChinaChinese Acad Sci, Inst Tibetan Plateau Res, Beijing 100101, Peoples R China
Chen, Yingying
Zhou, Xu
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机构:
Chinese Acad Sci, Inst Tibetan Plateau Res, Beijing 100101, Peoples R ChinaChinese Acad Sci, Inst Tibetan Plateau Res, Beijing 100101, Peoples R China