Arid
DOI10.1029/2020GL091459
Improving Surface Soil Moisture Estimates in Humid Regions by an Enhanced Remote Sensing Technique
Song, Peilin; Zhang, Yongqiang; Tian, Jing
通讯作者Zhang, YQ (corresponding author), Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R China.
来源期刊GEOPHYSICAL RESEARCH LETTERS
ISSN0094-8276
EISSN1944-8007
出版年2021
卷号48期号:5
英文摘要Using optical remote sensing data to downscale microwave soil moisture is currently a crucial technique for producing fine-resolution soil moisture data set at large scales. Conventional soil moisture downscaling models are mainly developed and evaluated in arid or semi-arid regions, but have serious limitation in humid regions. To improve soil moisture estimates under a wide range of climate regimes, this study developed a nonlinear enhanced soil moisture downscaling model and evaluated it at a typical microwave resolution over the contiguous China. The enhanced model clearly outperforms the conventional approach in estimating surface soil moisture by reducing the Root Mean Square Error (RMSE) from 0.175 vol/vol to 0.075 vol/vol under wet climate. Finally, soil moisture downscaling is conducted by applying such models (built at the 25-km scale) at a finer (1-km) resolution. Validation result of downscaled soil moisture against in situ data set demonstrates the advantage of the enhanced model.
英文关键词Downscaling Large scale Microwave remote sensing Soil evaporative efficiency Surface soil moisture
类型Article
语种英语
收录类别SCI-E
WOS记录号WOS:000627892100011
WOS关键词AMSR-E ; HIGH-RESOLUTION ; SMOS ; DISAGGREGATION ; REPRESENTATION ; DISPATCH
WOS类目Geosciences, Multidisciplinary
WOS研究方向Geology
来源机构中国科学院地理科学与资源研究所
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/350418
作者单位[Song, Peilin; Zhang, Yongqiang; Tian, Jing] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R China
推荐引用方式
GB/T 7714
Song, Peilin,Zhang, Yongqiang,Tian, Jing. Improving Surface Soil Moisture Estimates in Humid Regions by an Enhanced Remote Sensing Technique[J]. 中国科学院地理科学与资源研究所,2021,48(5).
APA Song, Peilin,Zhang, Yongqiang,&Tian, Jing.(2021).Improving Surface Soil Moisture Estimates in Humid Regions by an Enhanced Remote Sensing Technique.GEOPHYSICAL RESEARCH LETTERS,48(5).
MLA Song, Peilin,et al."Improving Surface Soil Moisture Estimates in Humid Regions by an Enhanced Remote Sensing Technique".GEOPHYSICAL RESEARCH LETTERS 48.5(2021).
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