干旱区科学2026，Vol.18Issue(9)：1506-1523,18.DOI:10.1016/j.jaridl.2026.09.002
Spatiotemporal dynamics and dominant influencing factors of climatic water availability across the Pamir Plateau:an integrated OPGD and XGBoost-SHAP modeling approach
Spatiotemporal dynamics and dominant influencing factors of climatic water availability across the Pamir Plateau:an integrated OPGD and XGBoost-SHAP modeling approach
ZHANG Jingjing 1KONG Lingxin 1LIU Wen 1Majid GULAYOZOV 2Anvar KODIROV 3MA Long4
作者信息
- 1. State Key Laboratory of Ecological Safety and Sustainable Development in Arid Lands,Xinjiang Institute of Ecology and Geography,Chinese Academy of Sciences,Urumqi 830011,China||Research Center for Ecology and Environment of Central Asia,Chinese Academy of Sciences,Urumqi 830011,China||University of Chinese Academy of Sciences,Beijing 100049,China
- 2. State Key Laboratory of Ecological Safety and Sustainable Development in Arid Lands,Xinjiang Institute of Ecology and Geography,Chinese Academy of Sciences,Urumqi 830011,China||Research Center for Ecology and Environment of Central Asia,Chinese Academy of Sciences,Urumqi 830011,China
- 3. Centre for Innovative Development of Science and New Technologies,Academy of Science of the Republic of Tajikistan,Dushanbe 734025,Tajikistan
- 4. State Key Laboratory of Ecological Safety and Sustainable Development in Arid Lands,Xinjiang Institute of Ecology and Geography,Chinese Academy of Sciences,Urumqi 830011,China||Research Center for Ecology and Environment of Central Asia,Chinese Academy of Sciences,Urumqi 830011,China||University of Chinese Academy of Sciences,Beijing 100049,China||Xinjiang Key Laboratory of Water Cycle and Utilization in Arid Zone,Urumqi 830011,China
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摘要
关键词
climatic water availability/Optimal Parameter Geographical Detector/eXtreme Gradient Boosting-SHapley Additive exPlanations(XGBoost-SHAP)/snow water equivalent/spatiotemporal variability/Central AsiaKey words
climatic water availability/Optimal Parameter Geographical Detector/eXtreme Gradient Boosting-SHapley Additive exPlanations(XGBoost-SHAP)/snow water equivalent/spatiotemporal variability/Central Asia引用本文复制引用
ZHANG Jingjing,KONG Lingxin,LIU Wen,Majid GULAYOZOV,Anvar KODIROV,MA Long..Spatiotemporal dynamics and dominant influencing factors of climatic water availability across the Pamir Plateau:an integrated OPGD and XGBoost-SHAP modeling approach[J].干旱区科学,2026,18(9):1506-1523,18.基金项目
This research was supported by the Xinjiang Regional Collaborative Innovation Special Project(2025E01057)and the Tianshan Talent Training Program(2023TSYCCX0083). （2025E01057）
