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Environmental interpretation of spatial heterogeneity in the trade-offs and synergies of land use functions:A study based on the XGBoost-SHAP model

FENG Haoyuan ZHANG Xuebin SHI Peiji SHI Jing WANG Ziyang

干旱区科学2025，Vol.17Issue(10)：1378-1401,24.

干旱区科学2025，Vol.17Issue(10)：1378-1401,24.DOI:10.1007/s40333-025-0058-y

Environmental interpretation of spatial heterogeneity in the trade-offs and synergies of land use functions:A study based on the XGBoost-SHAP model

FENG Haoyuan ¹ZHANG Xuebin ²SHI Peiji ²SHI Jing ³WANG Ziyang²

作者信息

1. College of Geography and Environmental Sciences,Northwest Normal University,Lanzhou 730070,China||Engineering Research Center for Ecological and Environmental Damage Assessment of Gansu Province,Northwest Normal University,Lanzhou 730070,China
2. College of Geography and Environmental Sciences,Northwest Normal University,Lanzhou 730070,China
3. College of Ecology,Lanzhou University,Lanzhou 730000,China
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摘要

关键词

production function/living function/ecological function/trade-offs and synergies/Extreme Gradient Boosting(XGBoost)/SHapley Additive exPlanations(SHAP)/Heihe River Basin

Key words

production function/living function/ecological function/trade-offs and synergies/Extreme Gradient Boosting(XGBoost)/SHapley Additive exPlanations(SHAP)/Heihe River Basin

引用本文复制引用

FENG Haoyuan,ZHANG Xuebin,SHI Peiji,SHI Jing,WANG Ziyang..Environmental interpretation of spatial heterogeneity in the trade-offs and synergies of land use functions:A study based on the XGBoost-SHAP model[J].干旱区科学,2025,17(10):1378-1401,24.

基金项目

This research was funded by the University Teachers Innovation Fund Project of Gansu Province(2025A-001)and the Northwest Normal University Young Teachers'Scientific Research Ability Improvement Plan(NWNU-LKQN2024-20). （2025A-001）

干旱区科学

ISSN：1674-6767

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