Session Details
[S07]Runoff and inundation analysis using machine learning
Wed. Dec 10, 2025 2:01 PM - 3:31 PM JST
Wed. Dec 10, 2025 5:01 AM - 6:31 AM UTC
Wed. Dec 10, 2025 5:01 AM - 6:31 AM UTC
Room1-1(Lecture room 1)
Chair:MASAYUKI HITOKOTO Chair2:Kazuhiro Yoshimi(Toyama Prefectural university)
[039]SELECTION OF SIMILAR BASIN AREA SITES AND MODEL INFLOW CHARACTERISTICS FOR DAM INFLOW PREDICTION USING NEURAL NETWORK AND APPLICATION TO TRAINING DATA
*Go OHNO1, Takahiro SAYAMA2, Yukinobu ODA3 (1. 大成建設株式会社 技術センター、2. 京都大学 防災研究所、3. 大成建設株式会社 技術センター)
[040]COMPREHENSIVE DATA-DRIVEN MODELING FOR WATER LEVEL FORECASTING IN THE NAN RIVER BASIN, THAILAND
*Wilmat D.S.M. PRIYASIRI1, Sunmin KIM2, Areeya RITTIMA3, Yasuto TACHIKAWA4 (1. Dept. of Civil and Earth Resources Eng., Kyoto University、2. Dept. of Civil and Earth Resources, Kyoto University、3. Department of Civil and Environmental Engineering, Faculty of Engineering, Mahidol University, Thailand、4. Dept. of Civil and Earth Resources, Kyoto University)
[041]FLOOD PREDICTION USING RANDOM FOREST TRAINED ON HYDRODYNAMIC SIMULATIONS UNDER HYPOTHETICAL DESIGN RAINFALLS
*Kexin LIU1, Ryosuke AKOH2, Tomoki TAKUNO3, Shiro MAENO4 (1. Graduate School of Environmental, Life, Natural Science and Technology, Okayama University、2. Institute of Academic Research, Okayama University、3. Graduate School of Life, Natural Science and Technology, Environmental and Life Sciences, Okayama University、4. Institute of Academic Research, Okayama University)
[042]CONTEXT-AWARE TEMPORAL DEEP LEARNING FOR BASIN-INTEGRATED RIVER WATER LEVEL TIME SERIES IMPUTATION
*Nana KATO1, Falk BLOBEL2, Kenichi YAMAZAKI3 (1. 株式会社Spectee先進防災技術開発室、2. 株式会社Spectee先進防災技術開発室、3. 株式会社Spectee先進防災技術開発室)
[043]BUILDING AN AUTOMATED MISSING VALUE IMPUTATION FRAMEWORK FOR MULTI-POINT RIVER STREAMFLOW DATA
*Teruki YAMAGUCHI1, Sunmin KIM2, Yasuto TACHIKAWA3 (1. 京都大学大学院 工学研究科、2. 京都大学 工学研究科、3. 京都大学 工学研究科)