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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

地球空间信息科学学报(英文版)2026,Vol.29Issue(1):中插5,104-123,21.
地球空间信息科学学报(英文版)2026,Vol.29Issue(1):中插5,104-123,21.DOI:10.1080/10095020.2025.2522142

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 Zealand

Hao Xu 1Fan Mo 2Hui Lu 3Nan Xu 4Chi Zhang 5Shanhang Chi 5Yuan Li 5Wenyu Li 6Yifu Ou 7Jiaqi Yao 8Han-Su Zhang9

作者信息

  • 1. School of Earth Sciences and Engineering,Hohai University,Nanjing,China
  • 2. Land Satellite Remote Sensing Application Center(LASAC),Ministry of Natural Resources of PR China,Beijing,China
  • 3. Department 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,China
  • 4. School 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,China
  • 5. The National Key Laboratory of Water Disaster Prevention,Hohai University,Nanjing,China||College of Harbour,Coastal and Offshore Engineering,Hohai University,Nanjing,China
  • 6. Department of Geography and Planning,University of Toronto,Toronto,ON,Canada
  • 7. Department of Geography,Hong Kong Baptist University,Hong Kong,China
  • 8. Academy of Ecological Civilization Development for JING-JIN-JI Megalopolis,Tianjin Normal University,Tianjin,China
  • 9. School of Artificial Intelligence and Information Technology,Nanjing University of Chinese Medicine,Nanjing,China
  • 折叠

摘要

关键词

Beach/coastal slope/LiDAR/machine learning/sea level rise

Key words

Beach/coastal slope/LiDAR/machine learning/sea level rise

引用本文复制引用

Hao Xu,Fan Mo,Hui Lu,Nan Xu,Chi Zhang,Shanhang Chi,Yuan Li,Wenyu Li,Yifu Ou,Jiaqi Yao,Han-Su Zhang..A machine learning based estimation method of beach slopes at a national scale:a case study of New Zealand[J].地球空间信息科学学报(英文版),2026,29(1):中插5,104-123,21.

基金项目

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]. ()

地球空间信息科学学报(英文版)

1009-5020

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