","magId":"33fabb21-c29f-43be-8f59-88c137ee704e","labelCn":"图1","pptUrl":"1007-2284-2025--7-52/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F001.jpg.ppt","labelEn":"Fig.1","figUrl":"1007-2284-2025--7-52/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F001.jpg","titleEn":"Fig.1 Geographical location map of Study Area","titleCn":"图1 研究区地理位置图","id":"F1","captionEn":"Geographical location map of Study Area ","thumbnailUrl":"1007-2284-2025--7-52/thumbnail/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F001.jpg"},{"captionCn":"研究区模型图 ","magId":"6cbf5228-9792-4d58-b23c-bc32bf107fd0","labelCn":"图2","pptUrl":"1007-2284-2025--7-52/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F002.jpg.ppt","labelEn":"Fig.2","figUrl":"1007-2284-2025--7-52/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F002.jpg","titleEn":"Fig.2 Model map of study area","titleCn":"图2 研究区模型图","id":"F2","captionEn":"Model map of study area ","thumbnailUrl":"1007-2284-2025--7-52/thumbnail/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F002.jpg"},{"captionCn":"率定期洪水场次模拟过程图 ","magId":"ba543f42-cb58-4652-b836-1255ef2526b9","labelCn":"图3","pptUrl":"1007-2284-2025--7-52/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F003.jpg.ppt","labelEn":"Fig.3","figUrl":"1007-2284-2025--7-52/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F003.jpg","titleEn":"Fig.3 Diagram of the simulation process of periodic flood events","titleCn":"图3 率定期洪水场次模拟过程图","id":"F3","captionEn":"Diagram of the simulation process of periodic flood events ","thumbnailUrl":"1007-2284-2025--7-52/thumbnail/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F003.jpg"},{"captionCn":"验证期洪水场次模拟过程图 ","magId":"38ce0ab9-f704-4a13-b772-a9d3893d0fe5","labelCn":"图4","pptUrl":"1007-2284-2025--7-52/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F004.jpg.ppt","labelEn":"Fig.4","figUrl":"1007-2284-2025--7-52/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F004.jpg","titleEn":"Fig.4 Diagram of flood simulation process during theverification period","titleCn":"图4 验证期洪水场次模拟过程图","id":"F4","captionEn":"Diagram of flood simulation process during theverification period ","thumbnailUrl":"1007-2284-2025--7-52/thumbnail/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F004.jpg"},{"captionCn":"融合降水后洪水场次模拟过程图 ","magId":"c0f32472-f2bb-4fe8-934e-ca57cfe1ac2a","labelCn":"图5","pptUrl":"1007-2284-2025--7-52/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F005.jpg.ppt","labelEn":"Fig.5","figUrl":"1007-2284-2025--7-52/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F005.jpg","titleEn":"Fig.5 Flood simulation process diagram after fusion rainfall","titleCn":"图5 融合降水后洪水场次模拟过程图","id":"F5","captionEn":"Flood simulation process diagram after fusion rainfall ","thumbnailUrl":"1007-2284-2025--7-52/thumbnail/3BEE2805-A011-44f9-9009-8720DFE6DE5D-F005.jpg"}],"authorNotes_cn":["刘招(1975-),男,教授,博士,主要从事水文学及水资源研究。E-mail:lz975@163.com。"]}; 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Research on Flood Simulation by Integrating Satellite and Ground Precipitation with CNN-LSTM Model

YUE Jia-yin, LIU Zhao, MAO Qin-nan, GUAN Zi-long, XIAO Yu, WANG Li-xia

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China Rural Water and Hydropower ›› 2025 ›› (7) : 52-59. DOI: 10.12396/znsd.241601

Research on Flood Simulation by Integrating Satellite and Ground Precipitation with CNN-LSTM Model

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2024-10-16 2024-11-19 2025-07-15
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2025-07-23  

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