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Expert System of Reservoir Operation for Flood Control with Artificial Intelligent Techniques

Research Project

Project/Area Number 03555116
Research Category

Grant-in-Aid for Developmental Scientific Research (B)

Allocation TypeSingle-year Grants
Research Field Hydraulic engineering
Research InstitutionGifu University

Principal Investigator

KOJIRI Toshiharu  Gifu University Engineering Professor, 工学部, 教授 (00026353)

Co-Investigator(Kenkyū-buntansha) MORIMOTO Rikuyo  Japan Weather Association, Main office, Director, 気象本部, 部長
HORI Tomoharu  Kyoto University Engineering Research Assistant, 工学部, 助手 (20190225)
IKEBUCHI Shuichi  Kyoto University DPRI Professor, 防災研究所, 教授 (20026181)
Project Period (FY) 1991 – 1992
Project Status Completed (Fiscal Year 1992)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,900,000)
Fiscal Year 1992: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 1991: ¥3,100,000 (Direct Cost: ¥3,100,000)
KeywordsExpert System / Reservoir Operation / Fuzzy Inference / Neural Network / Object Oriented / 治水操作 / パタ-ン分類 / エキスパ-トシステム
Research Abstract

In this project, the expert system of real-time reservoir operation was proposed through the fuzzy inference theory and other artificial intelligent technologies. The release discharge at each control time stage in real-time operation was calculated with fuzzy inference or object oriented procedures considering predicted flood scale and monitored hydrological data. Concretely, Knowledge-based reservoir operation was proposed through fuzzy classification method and fuzzy inference engine. To sum up, the following results were listed :
i) Historical typhoons were classified through soft classification method to get the typical typhoon courses. Typhoon course after current time stage as predicted through fuzzy inference.
ii) Hyetographs in classified typhoon group were classified into a few patterns. Hydrograph was estimated with predicted hyetographs.
iii) Knowledge-base of control rule were extracted applying dynamic programming to the classified hydrographs, the representative current discharge and representative storage volume.
iv) Release discharge was calculated by using predicted hydrograph, observed discharge and observed storage volume for flood scale. Two levels inference engine were established for reservoir operation.
v) Tuning reservoir operation was introduced to modify the hourly release volume into shorter control time step. Control rules were formulated by using the target storage level and the difference between current storage and target storage levels.
vi) The integrated reservoir operation was simulated on big computer or work station for knowledge base and rule base, on personal computer for real time operation. These systems will be useful for dam operator in the isolated reservoir control office and the emergency flooding.

Report

(3 results)
  • 1992 Annual Research Report   Final Research Report Summary
  • 1991 Annual Research Report
  • Research Products

    (52 results)

All Other

All Publications (52 results)

  • [Publications] 高棹 琢馬: "協調問題解決型洪水制御支援環境の設計" 水工学論文集. 第34巻. 595-600 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 小尻 利治: "ニューラルネットを用いた貯水池操作に関する研究" 第8回ファジィシステムシンポジウム講演論文集. 169-172 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 近野 好文: "知識工学的手法による局地気象予測システムの開発" 水文水資源研究のためのAI技術の利用に関するシンポジウム. 39-46 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 高棹 琢馬: "洪水制御支援のための知識構成と獲得法に関する一考察" 水文水資源研究のためのAI技術の利用に関するシンポジウム. 25-32 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 大石 哲: "洪水制御のための定性推論とそのための知識獲得方法" 水文水資源研究のためのAI技術の利用に関するシンポジウム. 17-24 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] S.SAKAKIMA: "Real-Time Reservoir Operation with Neural Nets Concept" Applications of Artificial Intelligence in Engineering VII. 501-514 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.KOJIRI: "Fuzzy Expert System of Reservoir Operation With Typhoon and Rainfall Prediction" Applications of Artificial Intelligence in Engineering VII. 531-548 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 池渕 周一: "ニューラルネットワークを用いた月降水量予測" 第4回水資源に関するシンポジウム. 369-374 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 中山 修: "低水時のダム補給量決定へのファジィ推論の適用" 第4回水資源に関するシンポジウム. 339-344 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 榊間 繁樹: "ニューロ概念による貯水池の実時間操作" 土木学会第46回年次学術講演会講演概要集第2部. 264-265 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 河端 伸一郎: "将来降雨情報を利用したダム貯水池群の統合実時間操作" 土木学会第46回年次学術講演会講演概要集第2部. 274-275 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 大石 哲: "定性的推論を用いた実時間洪水制御支援システムの開発" 土木学会第46回年次学術講演会講演概要集第2部. 276-277 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 森田 健太郎: "河道の実時間水位予測を用いた遊水地樋門操作に関する研究" 土木学会第47回年次学術講演会講演概要集第2部. 506-507 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 榊間 繁樹: "ファジィ推論を用いた洪水時の貯水池操作支援システム" 土木学会第47回年次学術講演会講演概要集第2部. 706-707 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 横山 正治: "ニューラルネットワークを用いた降水量長期予測とダム貯水池の実時間操作" 土木学会第47回年次学術講演会講演概要集第2部. 716-717 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 小尻 利治: "入力情報の曖味性を考慮した実時間貯水池操作" 土木学会中部支部研究発表会講演概要集. 173-174 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Takasao: "Design on decision support system for flood control with cooperative solving approaches" The proceeding of annual congress of hydraulics, JSCE. 595-600 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] S.Sakakima: "Real-time reservoir operation with neural network" The proceeding of 46th annual congress of JSCE II. 264-265 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] S.Kawabata: "Integrated real-time operation of storage reservoir considering predicted precipitation information" The proceeding of 46th annual congress of JSCE II. 274-275 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] S.Oishi: "Development of decision support system on real-time flood control with qualitative inference" The proceeding of 46th annual congress of JSCE II. 276-277 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Kojiri: "A study on reservoir operation with neural networks" The proceeding of 8th fuzzy system symposium. 169-172 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Y.Konno: "Development of local weather prediction system with knowledge engineering" The symposium on application of AI techniques into water resources researches. 39-46 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Takasao: "A study on structure and acquirement of know-ledge for flood control system" The symposium on application of AI techniques into water resources researches. 25-32 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] S.Oishi: "Qualitative inference and acquirement method of flood control system" The symposium on application of AI techniques into water resources researches. 17-24 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] S.Sakakima: "Real-time reservoir operation with neural nets concept" Applications of Artificial Intelligence in Engineering VII. 501-514 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Kojiri: "Fuzzy expert system of reservoir operation with typhoon and rainfall prediction" Applications of Artificial Intelligence in Engineering VII. 531-548 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] S.Ikebuchi: "prediction of monthly rainfall with neural network" 4th Symposium on Water Resources. 369-374 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] O.Nakayama: "Application of fuzzy inference to water supply for drought periods" 4th Symposium on Water Resources. 339-344 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] K.Morita: "A study on gate control in retarding basin introducing real-time prediction of water height in river channel" The proceeding of 47th annual congress of JSCE II. 506-507 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] S.Sakakima: "Decision support system of reservoir operation with fuzzy inference" The proceeding of 47th annual congress of JSCE II. 706-707 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Yokoyama: "Long-term rainfall prediction and real-time reservoir operation with neural network" The proceeding of 47th-annual congress of JSCE II. 716-717 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Kojiri: "Real-time reservoir operation considering fuzziness of input information" The proceeding of annual congress of Chubu branch, JSCE. 173-174 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 小池 利治: "ニューラルネットを用した貯水池操作に関する研究" 第8回ファジィシステムシンポジウム講演論文集. 169-172 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 近野 好文: "知識工学的手法による局地気象予測システムの開発" 水文水資源研究のためのAI技術の利用に関するシンポジウム. 39-46 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 高棹 琢馬: "洪水制御支援のための知識講成と獲得法に関する一考察" 水文水資源研究のためのAI技術の利用に関するシンポジウム. 25-32 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 大石 哲: "洪水制御のための定性推論とそのための知識獲得方法" 水文水資源研究のためのAI技術の利用に関するシンポジウム. 17-24 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] S.Sakakima: "Real-Time Reservoir Operation With Neural Nets Concept" Applications of Artificial Intelligence in Engineering VII. 501-514 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] T.Kojiri: "Fuzzy Expert System of Reservoir Operation with Typhoon and Rainfall Prediction" Applications of Artificial Intelligence in Engineering VII. 531-548 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 池渕 周一: "ニューラルネットワークを用いた月降水量予測" 第4回水資源に関するシンポジウム. 369-374 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 中山 修: "低水時のダム補給量決定へのファジィ推論の適用" 第4回水資源に関するシンポジウム. 339-344 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 森田 健太郎: "河道の実時間水位予測を用いた遊水地樋門操作に関する研究" 土木学会第47回年次学術構演会構演概要集第2部. 506-507 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 榊間 繁樹: "ファジィ推論を用いた洪水時の貯水池操作支援システム" 土木学会第47回年次学術講演会講演概要集第2部. 706-707 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 横山 正治: "ニューラルネットワーク用いた降水量長期予測とダム貯水池の実時間操作" 土木学会第47回年次学講演会講演概要集第2部. 716-717 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 小民 利治: "入力情報の曖昧性を考醂した実時間貯水池操作" 土木学会中部支部研究発表会講演概要集. 173-174 (1993)

    • Related Report
      1992 Annual Research Report
  • [Publications] 小尻 利治: "ソフトクラスタリングを用いたダム貯水池の実時間操作" 日本ファジイ学会第7回ファジイシステムシンポジウム. 643-646 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 小尻 利治: "台風経路を考慮した知識ベ-ス型貯水池操作" 水文・水資源学会1991年研究発表会要旨集. 58-61 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 小尻 利治: "台風時天気図の類似性評価と降雨量の推定" 水文・水資源学会1991年研究発表会要旨集. 110-113 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 大石 哲: "定性的推論を用いた実時間洪水制御支援システムの開発" 土木学会第46回年次学術講演会講演概要集II. 276-277 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 石塚 吾歩路: "洪水時における貯水池操作支援システムの開発" 土木学会中部支部平成3年度研究発表会講演概要集. (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] T.Kojiri: "Fuzzy Expert System of Reservoir Operation with Typhoon and Rainfall Prediction" AIENG92. (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] 池淵 周一: "水文・水資源研究のためのAI技術の利用に関する構座" 水文・水資源学会, 190 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 浅居 喜代治: "ファジィの基礎から実用化技術まで" 日本ファジィ学会, 109 (1992)

    • Related Report
      1991 Annual Research Report

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Published: 1991-04-01   Modified: 2016-04-21  

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