Soil moisture at 30 m from multiple satellite datasets fused by random forest

Jing Ning,Yunjun Yao,Qingxin Tang,Yufu Li,Joshua B. Fisher,Xiaotong Zhang,Kun Jia,Jia Xu,Ke Shang,Junming Yang,Ruiyang Yu,Lu Liu, Xueyi Zhang,Zijing Xie,Jiahui Fan

JOURNAL OF HYDROLOGY（2023）

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摘要

•RF-SM framework outperforms the four coarse-scale SM products.•RF-SM framework is a robust ML algorithm for SM retrieval and downscaling.•The spatial pattern of RF-SM results has high spatial heterogeneity at the field scale.

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关键词

Soil moisture,High spatial resolution,Machine learning,Agricultural drought

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