首页|期刊导航|地球空间信息科学学报(英文版)|A machine learning based estimation method of beach slopes at a national scale:a case study of New Zealand

A machine learning based estimation method of beach slopes at a national scale:a case study of New ZealandOA

A machine learning based estimation method of beach slopes at a national scale:a case study of New Zealand

Hao Xu;Fan Mo;Hui Lu;Nan Xu;Chi Zhang;Shanhang Chi;Yuan Li;Wenyu Li;Yifu Ou;Jiaqi Yao;Han-Su Zhang

School of Earth Sciences and Engineering,Hohai University,Nanjing,ChinaLand Satellite Remote Sensing Application Center(LASAC),Ministry of Natural Resources of PR China,Beijing,ChinaDepartment of Earth System Science,Institute for Global Change Studies,State Key Laboratory of Hydroscience and Engineering,Tsinghua University,Beijing,China||Tsinghua University(Department of Earth System Science)-Xi'an Institute of Surveying and Mapping Joint Research Center for Next-Generation Smart Mapping,Beijing,ChinaSchool of Earth Sciences and Engineering,Hohai University,Nanjing,China||Key Laboratory for Geo-Environmental Monitoring of Great Bay Area,Ministry of Natural Resources&Guangdong Key Laboratory of Urban Informatics,Shenzhen University,Shenzhen,China||School of Architecture and Urban Planning,Shenzhen University,Shenzhen,ChinaThe National Key Laboratory of Water Disaster Prevention,Hohai University,Nanjing,China||College of Harbour,Coastal and Offshore Engineering,Hohai University,Nanjing,ChinaThe National Key Laboratory of Water Disaster Prevention,Hohai University,Nanjing,China||College of Harbour,Coastal and Offshore Engineering,Hohai University,Nanjing,ChinaThe National Key Laboratory of Water Disaster Prevention,Hohai University,Nanjing,China||College of Harbour,Coastal and Offshore Engineering,Hohai University,Nanjing,ChinaDepartment of Geography and Planning,University of Toronto,Toronto,ON,CanadaDepartment of Geography,Hong Kong Baptist University,Hong Kong,ChinaAcademy of Ecological Civilization Development for JING-JIN-JI Megalopolis,Tianjin Normal University,Tianjin,ChinaSchool of Artificial Intelligence and Information Technology,Nanjing University of Chinese Medicine,Nanjing,China

Beachcoastal slopeLiDARmachine learningsea level rise

Beachcoastal slopeLiDARmachine learningsea level rise

《地球空间信息科学学报(英文版)》 2026 (1)

中插5,104-123,21

This work is supported by the Key Laboratory of Land Satellite Remote Sensing Application,the Ministry of Natural Resources of the People's Republic of China[grant number KLSMNRK202309],the Fundamental Research Funds for the Central Universities[grant number B240201032],Jiangsu Marine Science and Technology Innovation Project[grant number JSZRHYKJ202302],the National Natural Science Foundation of China Grant[grant number 42101343]and the Natural Science Foundation of Jiangsu Province[grant numbers BK20240258,BK20230441].

10.1080/10095020.2025.2522142

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