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Development of flood control supporting system based on Severe Rainfall prediction system using Artificial Intelligence (SRAI)

Research Project

Project/Area Number 11555134
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section展開研究
Research Field 水工水理学
Research InstitutionKYOTO UNIVERSITY

Principal Investigator

IKEBUCHI Shuichi  Kyoto University, DPRI, Professor, 防災研究所, 教授 (20026181)

Co-Investigator(Kenkyū-buntansha) TANAKA Kenji  Kyoto University, DPRI, Research Associate, 防災研究所, 助手 (30283625)
NAKAKITA Eiichi  Kyoto University, Graduate School of Eng., Assoc. Prof., 大学院・防災研究所, 助教授 (70183506)
KOJIRI Toshiharu  Kyoto University, DPRI, Professor, 防災研究所, 教授 (00026353)
OISHI Satoru  University of Yamanashi, Faculty of Eng., Assoc. Prof., 工学部, 助教授 (30252521)
HORI Tomoharu  Kyoto University, Graduate School of Eng., Assoc. Prof., 大学院・工学研究所, 助教授 (20190225)
伊藤 一正  株式会社 建設技術研究所, 河川本部, 次長
Project Period (FY) 1999 – 2001
Project Status Completed (Fiscal Year 2001)
Budget Amount *help
¥13,300,000 (Direct Cost: ¥13,300,000)
Fiscal Year 2001: ¥1,800,000 (Direct Cost: ¥1,800,000)
Fiscal Year 2000: ¥2,800,000 (Direct Cost: ¥2,800,000)
Fiscal Year 1999: ¥8,700,000 (Direct Cost: ¥8,700,000)
Keywordsshort term rainfall forecast / integrated flood control / qualitative reasoning / MRI / NPD NHM / severe rainfall / river management / disaster prevention / cloud microphysical processes / Truth Maintenance System / PC-UNIX / サブシステム / メタシステム / 人工知能 / 協調問題解決型 / 淀川
Research Abstract

The purpose of this research is in making the flood control support system, and the application of this to an actual flood. The accuracy improvement of Severe Rainfall prediction system using Artificial Intellige nee (SRAI) which is the kernel of the system was done became indispensable for that. SRAI is the method to qual itatively forecast the breaking out and development of the rainy cloud of small area and short term, by using the radar, the GMS image, and the numerical prediction data as an initial value.
It was difficult for GPV to achieve the forecast accuracy improvement time because it used the data from RSM (Regional Spectral Model) as an initial value. Then, the forecast value of the NHM (Meteorological Research Institute/ Numerical Prediction Division Non Hydrostatic Model), which was the next generation numeric meteorological model (5km space resolution every hour) was introduced, and the improvement of the forecast accuracy was aimed at. The accuracy of rainfall forecast o … More f two-three hours has been improved.
In addition, because the improvement of the rainfall forecast accuracy was able to be expected, the mixing ratio of "cloud water" and "rain water" which NHM forecast was made to be used as an initial value of SRAI in the process of the research on the accuracy improvement, has been used. Therefore, SRAI in the present stage is a system which can forecast the rainfall for a short time by taking, and processing all information on NHM. However, because a lot of time had been spared to development, the application case was not able to be increased. It will be assumed to be a problem to improve reliability to the user by increasing the application case in the future.
It has pride that making an application for the forecast by a numeric meteorological model to the management site in the river and the reservoir by overcoming the problem of NHM (The rainfall of 100 % cannot be forecasted, necessary of highly meteorological knowledge is necessary for the interpretation, and a large amount of data) by using NHM at the end is a big result in this research. Less

Report

(4 results)
  • 2001 Annual Research Report   Final Research Report Summary
  • 2000 Annual Research Report
  • 1999 Annual Research Report
  • Research Products

    (33 results)

All Other

All Publications (33 results)

  • [Publications] 大石哲, 舛田直樹, 池淵周一: "定性的短時間強雨予測手法による洪水制御支援手法の開発"土木学会論文集. 691/II-57. 13-23 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 中北英一, 鈴木義晴, 池淵周一: "降雨分布の地形依存性における時間スケール階層構造"土木学会水工学論文集. 第44巻. 91-96 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 中北英一, 矢神卓也, 池淵周一: "1998那須集中豪雨の生起・伝播特性"土木学会水工学論文集. 第44巻. 109-114 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 大石哲, 中北英一, 池淵周一, 島田誠一: "GPS大気遅延量のパワースペクトルを用いた小規模水蒸気擾乱の変動特性解析"土木学会水工学論文集. 第44巻. 67-72 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 堀智晴: "地域防災計画に基づく災害対応シミュレーションモデル"京都大学防災研究所年俸. 42B-2. 311-318 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Hori, T.: "An Object-oriented Evaluation Model of Local Flood Disaster Preparedness"Proc. of Water Resources and Environment Research. Vol.1. 348-353 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Oishi, S., Masuda, N., and Ikebuchi, S.: "A Decision Support System by Qalitative Short-Term Severe Rainfall Prediction Method"Journal of Hydraulic, Coastal and Environmental Engineering. 691/II-57. 13-23 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Nakakita, E., Suzuki, Y. and Ikebuchi, S.: "Hierarchical Time-Scale Structure in Dependency of Rainfall Distribution on Topography"Annual Journal of Hydraulic Engineering, JSCE. Vol.44. 91-96 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Nakakita, E., Yagami, T. and Ikebuchi, S.: "Characteristics of Generation and Propagation of Localized Heavy Rainfall over Nasu Region in 1998"Annual Journal of Hydraulic Engineering, JSCE. Vol.44. 109-114 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Oishi, S., Ohgita, N., Nakakita, E. and Ikebuchi, S.: "Investigation of small scale water vapor disturbance by using power spectrum of GPS atmospheric delay"Annual Journal of Hydraulic Engineering,m JSCE. Vol.44. 67-72 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Hori, T.: "Simulation model for disaster counter action based on regional disaster prevention plan"Annual Disaster Preventio Research Institute. Vol.42B-2. 311-318 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Hori, T.: "An Object-oriented Evaluation Model of Local Flood Disaster Preparedness"Proc. of Water Resources and Environment Research. Vol.1. 348-353 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 大石哲, 舛田直樹, 池淵周一: "定性的短時問強雨予測手法による洪水制御支援手法の開発"土木学会論文集. 691/II-57. 13-23 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 扇田尚紀, 大石哲, 池淵周一: "琵琶湖周辺におけるメソスケール水蒸気動態解明に関する研究"京都大学防災研究所年報. 44B-2. 411-425 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 中川勝弘, 中北英一, 鈴木善晴, 大石哲, 池淵周一: "TRMM/PRを用いた山岳域における地上降雨量分布推定"土木学会水工学論文集. 46. 31-36 (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] 大石哲,中北英一,池淵周一,島田誠一: "GPS大気遅延量のパワースペクトルを用いた小規模水蒸気擾乱の変動特性解析"土木学会水工学論文集. 第44巻. 67-72 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 片岡幸毅,大東秀光,角田恵,池淵周一,中北英一,大石哲,藤田暁,高田望: "山岳域の気象・降雨特性に関する実験的研究"土木学会水工学論文集. 第44巻. 103-108 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 大石哲,亀岡知志,中北英一,池淵周一,島田誠一: "GPSと雲解像モデルを用いた梅雨期におけるメソスケール水蒸気動態解明に関する研究"京都大学防災研究所年報. 第43号B-2. 153-166 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 田中賢治,中村忠則,椎葉充晴,池淵周一: "地表面温度情報とKalman Filterを用いた土壌水分データ同化"土木学会水工学論文集. 第45巻. 271-276 (2001)

    • Related Report
      2000 Annual Research Report
  • [Publications] 中北英一,鈴木喜晴,池淵周一: "降雨分布の地形依存特性における時間スケール階層構造"土木学会水工学論文集. 第44巻. 91-96 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 中北英一,矢神卓也,池淵周一: "1998那須集中豪雨の生起・伝播特性"土木学会水工学論文集. 第44巻. 109-114 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 中北英一: "レーダー技術の現状と今後"雨水技術資料. Vol.38. 25-31 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 中北英一: "水災害について-豪雨と都市災害-"京都大学防災研究所公開講座,21世紀の近畿地方の防災-都市と防災-. 17-26 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Kenji Tanaka, et.al.: "Numerical simulation of JSM-SiBUC initialized and externally forced by GAME reanalysis data"Proc.of International GAME/HUBEX Workshop,Sapporo 2000. 39-41 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Inoue,M.,K.Ito and T.Kojiri: "Inflow Prediction for Decision Support System of Reservoir Operation"Proc.Sixth Cycle Celebration of His Majesty the King of Thailand and 40th Anniversary of AIT. I-7-I-24 (1999)

    • Related Report
      2000 Annual Research Report
  • [Publications] Toshiharu Kojiri and Kunio Tomosugi: "Pattern classification ofhyetographs and its application into flood control planning"StochasticHydraulics 2000, IAHR . 579-586 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Toshiharu Kojiri,Shintaro Hanatani,Takasao Takuma and Hiroshi Goda: "Decision Support System of Storage Reservoir Installed with KnowledgeAcquisition Process"Advances in Hydro-Science and Engineerinq. Vol.IV(CD-ROM). (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 中北英一: "降雨分布の地形依存特性における時間スケール階層構造"土木学会水工学論文集. 第44巻. 11-12 (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] 中北英一: "1998那須集中豪雨の生起・伝播特性"土木学会水工学論文集. 第44巻. 11-12 (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] 大石 哲: "GPS大気遅延量のパワースペクトルを用いた小規模水蒸気擾乱の変動特性解析"土木学会水工学論文集. 第44巻. 11-12 (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] 片岡幸毅: "山岳域の気象・降雨特性に関する実験的研究"土木学会水工学論文集. 第44巻. 11-12 (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] 堀智晴: "地域防災計画に基づく災害対応シミュレーションモデル"京都大学防災研究所年報. 42B-2. 311-318 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Hori T.: "An Object-oriented Evaluation Model of Local Flood Disaster Preparedness"Proc of Water Resources and Environment Research. 1. 348-353 (1999)

    • Related Report
      1999 Annual Research Report

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Published: 1999-04-01   Modified: 2016-04-21  

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