As a sensitive climate change indicator, global multi-depth soil moisture (SM) has undergone great variation due to warming trends during the past decades. Here, we investigate the evolutionary pattern of SM and then carry out an attribution analysis from climate and human perspectives. The results reveal an unbalanced surface and rootzone variation trend during 1980-2020. The surface soil had approximately equal proportions of drying and wetting. Nonetheless, the percentage of the wetting region is significantly higher than that of the drying region for rootzone soil. The significantly drying region is mainly distributed in habitable areas, while the remarkably wetting region is usually located in the harsh climate and tropical humid zones. According to the attribution analysis using the Feature Importance Index of the Random Forest model, Pearson correlation coefficient, Maximum information coefficient, Spearman rank correlation coefficient, and Granger causality with 99% statistical significance, both climatic and human factors presented significant impacts on SM. Specifically, air temperature and evaporation are thought to be the primary climatic factors affecting the seasonal and long-term variability of SM, respectively. Irrigation water withdrawal is regarded as the dominant driving force of SM variation among six human water withdrawals, and domestic and electricity water withdrawals play indispensable roles in SM fluctuation. Additionally, SM also provides profound feedbacks on climatic factors and human water withdrawals. The global spatial-temporal SM variation along with warming temperatures could seriously risk food security and sustainable development, which needs to be addressed.
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Sino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, BeijingSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Zeng Z.
Piao S.
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Sino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Key Laboratory of Alpine Ecology and Biodiversity, Institute of Tibetan Plateau Research, Chinese Academy of Sciences, Beijing
Center for Excellence in Tibetan Earth Science, Chinese Academy of Sciences, BeijingSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Piao S.
Li L.Z.X.
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Laboratoire de Météorologie Dynamique, Centre National de la Recherche Scientifique, Sorbonne Universités, UPMC Univ Paris 06, ParisSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Li L.Z.X.
Zhou L.
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Department of Atmospheric and Environmental Sciences, University at Albany, State University of New York, Albany, 12222, NYSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Zhou L.
Ciais P.
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Laboratoire des Sciences du Climat et de l'Environnement, UMR 1572 CEA-CNRS-UVSQ, Gif-sur-YvetteSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Ciais P.
Wang T.
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Key Laboratory of Alpine Ecology and Biodiversity, Institute of Tibetan Plateau Research, Chinese Academy of Sciences, Beijing
Center for Excellence in Tibetan Earth Science, Chinese Academy of Sciences, BeijingSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Wang T.
Li Y.
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Sino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, BeijingSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Li Y.
Lian X.
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Sino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, BeijingSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Lian X.
Wood E.F.
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Department of Civil and Environmental Engineering, Princeton University, Princeton, 08542, NJSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Wood E.F.
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Friedlingstein P.
Mao J.
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Environmental Sciences Division and Climate Change Science Institute, Oak Ridge National Laboratory, Oak Ridge, 37831, TNSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Mao J.
Estes L.D.
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Department of Civil and Environmental Engineering, Princeton University, Princeton, 08542, NJ
Woodrow Wilson School, Princeton University, Princeton, 08542, NJ
Graduate School of Geography, Clark University, Worcester, 01610, MASino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Estes L.D.
Myneni R.B.
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Department of Earth and Environment, Boston University, Boston, 02215, MASino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Myneni R.B.
Peng S.
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Sino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, BeijingSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Peng S.
Shi X.
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机构:
Environmental Sciences Division and Climate Change Science Institute, Oak Ridge National Laboratory, Oak Ridge, 37831, TNSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Shi X.
Seneviratne S.I.
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Institute for Atmospheric and Climate Science, Department of Environmental Systems Science, ETH Zurich, ZurichSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
Seneviratne S.I.
Wang Y.
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CSIRO Oceans and Atmosphere, PMB #1, Aspendale, 3195, VICSino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing
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Chinese Acad Sci, Key Lab Vegetat Restorat & Management Degraded Ec, South China Bot Garden, Guangzhou, Guangdong, Peoples R ChinaChinese Acad Sci, Key Lab Vegetat Restorat & Management Degraded Ec, South China Bot Garden, Guangzhou, Guangdong, Peoples R China
Chen, Xiuzhi
Su, Yongxian
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Guangzhou Inst Geog, Guangzhou, Guangdong, Peoples R ChinaChinese Acad Sci, Key Lab Vegetat Restorat & Management Degraded Ec, South China Bot Garden, Guangzhou, Guangdong, Peoples R China
Su, Yongxian
Liao, Jishan
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Univ Notre Dame, Dept Biol Sci, Notre Dame, IN 46556 USAChinese Acad Sci, Key Lab Vegetat Restorat & Management Degraded Ec, South China Bot Garden, Guangzhou, Guangdong, Peoples R China
Liao, Jishan
Shang, Jiali
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Agr & Agri Food Canada, Ottawa Res & Dev Ctr, Ottawa, ON, CanadaChinese Acad Sci, Key Lab Vegetat Restorat & Management Degraded Ec, South China Bot Garden, Guangzhou, Guangdong, Peoples R China
Shang, Jiali
Dong, Taifeng
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Agr & Agri Food Canada, Ottawa Res & Dev Ctr, Ottawa, ON, CanadaChinese Acad Sci, Key Lab Vegetat Restorat & Management Degraded Ec, South China Bot Garden, Guangzhou, Guangdong, Peoples R China
Dong, Taifeng
Wang, Chongyang
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Guangzhou Inst Geog, Guangzhou, Guangdong, Peoples R ChinaChinese Acad Sci, Key Lab Vegetat Restorat & Management Degraded Ec, South China Bot Garden, Guangzhou, Guangdong, Peoples R China
Wang, Chongyang
Liu, Wei
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Guangzhou Inst Geog, Guangzhou, Guangdong, Peoples R ChinaChinese Acad Sci, Key Lab Vegetat Restorat & Management Degraded Ec, South China Bot Garden, Guangzhou, Guangdong, Peoples R China
Liu, Wei
Zhou, Guoyi
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Chinese Acad Sci, Key Lab Vegetat Restorat & Management Degraded Ec, South China Bot Garden, Guangzhou, Guangdong, Peoples R ChinaChinese Acad Sci, Key Lab Vegetat Restorat & Management Degraded Ec, South China Bot Garden, Guangzhou, Guangdong, Peoples R China
Zhou, Guoyi
Liu, Liyang
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Chengdu Univ Technol, Key Lab Geosci Spatial Informat Technol, Minist Land & Resources China, Chengdu, Peoples R ChinaChinese Acad Sci, Key Lab Vegetat Restorat & Management Degraded Ec, South China Bot Garden, Guangzhou, Guangdong, Peoples R China
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Capital Med Univ, Xuanwu Hosp, Dept Pharm, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Pharm, Beijing, Peoples R China
Wang, Wei
Gao, Runshi
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Capital Med Univ, Xuanwu Hosp, Dept Funct Neurol, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Pharm, Beijing, Peoples R China
Gao, Runshi
Ren, Zhiwei
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Capital Med Univ, Xuanwu Hosp, Beijing Inst Funct Neurosurg, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Pharm, Beijing, Peoples R China
Ren, Zhiwei
Yang, Dongju
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Capital Med Univ, Xuanwu Hosp, Dept Neurol, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Pharm, Beijing, Peoples R China
Yang, Dongju
Sun, Ke
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Capital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth China, Dept Funct Neurol, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Pharm, Beijing, Peoples R China
Sun, Ke
Li, Xiaoling
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Capital Med Univ, Xuanwu Hosp, Dept Pharm, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Pharm, Beijing, Peoples R China
Li, Xiaoling
Yan, Suying
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Capital Med Univ, Xuanwu Hosp, Dept Pharm, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Pharm, Beijing, Peoples R China