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首页|期刊导航|区域可持续发展（英文）|Spatiotemporal dynamics of land surface temperature in Yunnan,China:Interpreting multi-temporal drivers using eXtreme Gradient Boosting(XGBoost)and SHapley Additive exPlanations(SHAP)

Spatiotemporal dynamics of land surface temperature in Yunnan,China:Interpreting multi-temporal drivers using eXtreme Gradient Boosting(XGBoost)and SHapley Additive exPlanations(SHAP)

LIAO Chaolian HE Xudong LONG Xiaomin WAN Ailing ZHOU Ruliang WANG Yanxia

区域可持续发展（英文）2026，Vol.7Issue(3)：53-73,21.
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区域可持续发展（英文）2026，Vol.7Issue(3)：53-73,21.DOI:10.1016/j.regsus.2026.100350

Spatiotemporal dynamics of land surface temperature in Yunnan,China:Interpreting multi-temporal drivers using eXtreme Gradient Boosting(XGBoost)and SHapley Additive exPlanations(SHAP)

Spatiotemporal dynamics of land surface temperature in Yunnan,China:Interpreting multi-temporal drivers using eXtreme Gradient Boosting(XGBoost)and SHapley Additive exPlanations(SHAP)

LIAO Chaolian 1HE Xudong 2LONG Xiaomin 3WAN Ailing 1ZHOU Ruliang 1WANG Yanxia1

作者信息

  • 1. College of Soil and Water Conservation,Southwest Forestry University,Kunming,650224,China
  • 2. College of Pharmaceutical Science,Yunnan University of Chinese Medicine,Kunming,650500,China
  • 3. College of Water Conservancy,Yunnan Agricultural University,Kunming,650201,China
  • 折叠

摘要

关键词

Land surface temperature(LST)/Sen's slope analysis/Mann-Kendall test/Driving mechanism/eXtreme Gradient Boosting(XGBoost)/SHapley Additive exPlanations(SHAP)/Yunnan

Key words

Land surface temperature(LST)/Sen's slope analysis/Mann-Kendall test/Driving mechanism/eXtreme Gradient Boosting(XGBoost)/SHapley Additive exPlanations(SHAP)/Yunnan

引用本文复制引用

LIAO Chaolian,HE Xudong,LONG Xiaomin,WAN Ailing,ZHOU Ruliang,WANG Yanxia..Spatiotemporal dynamics of land surface temperature in Yunnan,China:Interpreting multi-temporal drivers using eXtreme Gradient Boosting(XGBoost)and SHapley Additive exPlanations(SHAP)[J].区域可持续发展（英文）,2026,7(3):53-73,21.

基金项目

This study was supported by the National Natural Science Foundation of China(42061004),the Youth Special Project of Xing Dian Talent Support Program of Yunnan Province,China(XDYC-QNRC-2022-0230),the Open Subjects of First-class Disciplines in Soil and Water Conservation and Desertification Control in Yunnan Province,China(SBK20240021),and the Special Project for Building a Science and Technology Innovation Center for South and Southeast Asia,China(202503AP140004). （42061004）

区域可持续发展（英文）

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