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Real-time support for severe accident management using artificial intelligence

Research Project

Project/Area Number 17K14912
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Nuclear engineering
Research InstitutionTokyo University of Science

Principal Investigator

Suzuki Masaaki  東京理科大学, 理工学部経営工学科, 講師 (10431842)

Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2019: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2018: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2017: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords原子力 / 過酷事故 / 事故対応 / スケジューリング / 人工知能 / 機械学習 / リスク / レジリエンス / アクシデントマネジメント / リアルタイムマネージメント
Outline of Final Research Achievements

This research aims to develop an AI system that can derive optimal accident management procedures from information about the state of the plant and available equipment and personnel in the event of a severe accident at a nuclear power plant. We verified the system by assuming an accident scenario and discussed the critical information to formulate the optimal severe accident management policy. In addition, we applied some of the results obtained in this study to the problem of maintenance schedule optimization for nuclear power plants and evaluated their applicability. The application of the results of this research can also be expected to contribute to the realization of more rational and practical maintenance of nuclear power plants.

Academic Significance and Societal Importance of the Research Achievements

不完全・不確実な情報に基づき極高ストレス下で高度かつ迅速な意思決定を行うという人間にとって極めて困難なタスクを人工知能システムが支援することで、より確度の高い認知と適切な判断ができるようになり、放射性物質による人・環境への影響をより低く抑えられる事故対応の実現に貢献できる。また、様々な事故条件に対してコンピュータ上で人工知能による仮想事故対応を実験することで、事故対応に必要な資源の量や配分の合理化に貢献できる。

Report

(5 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (14 results)

All 2020 2019 2018 2017

All Journal Article (9 results) (of which Peer Reviewed: 9 results,  Open Access: 3 results) Presentation (5 results) (of which Int'l Joint Research: 2 results)

  • [Journal Article] Comparative evaluation of response reliability during accidents in light water reactors and fast reactors2020

    • Author(s)
      Masaaki Suzuki, Kazuyuki Demachi, Shigeru Takaya, Yoshitaka Chikazawa
    • Journal Title

      Mechanical Engineering Journal

      Volume: 7 Issue: 4 Pages: 19-00570-19-00570

    • DOI

      10.1299/mej.19-00570

    • NAID

      130007887803

    • ISSN
      2187-9745
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Cost-optimal Scheduling of Nuclear Power Plant Maintenance Subject to Reliability Constraint2020

    • Author(s)
      Mari Ito, Masaaki Suzuki
    • Journal Title

      Proc. 3rd IEEE/IIAI International Congress on Applied Information Technology

      Volume: -

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fundamental Study on Scheduling of Inspection Process for Fast Reactor Plants2020

    • Author(s)
      Masaaki Suzuki, Mari Ito, Ryuta Hashidate, Keita Takahashi, Hiroki Yada, Shigeru Takaya
    • Journal Title

      Proc. 9th International Congress on Advanced Applied Informatics

      Volume: -

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimal Maintenance Scheduling in Nuclear Power Plants via Linear Programming Considering the Relationship between the Failure Cause and Maintenance Type2020

    • Author(s)
      Mari Ito and Masaaki Suzuki
    • Journal Title

      E-Journal of Advanced Maintenance

      Volume: 11

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Power-Plant Resilience: Trial Evaluation of Response Reliability During Fast-Reactor Accident2019

    • Author(s)
      Masaaki Suzuki
    • Journal Title

      Proc. 2019 Asian Conference of Management Science & Applications

      Volume: -

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Mathematical Programing Model for Maintenance Scheduling Problem in Nuclear Power Plant2018

    • Author(s)
      Mari Ito and Masaaki Suzuki
    • Journal Title

      Proceedings of 4th International Conference on Maintenance Science and Technology

      Volume: -

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Evaluation Method of Response Reliability During an Accident and its Applicability to Fast Reactor Plants2018

    • Author(s)
      Masaaki Suzuki, Kazuyuki Demachi, Shigeru Takaya and Yoshitaka Chikazawa
    • Journal Title

      Proceedings of 26th International Conference on Nuclear Engineering

      Volume: -

    • DOI

      10.1115/icone26-82567

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Evaluation Method of Response Reliability During an Accident and its Applicability to Fast Reactor Plants2018

    • Author(s)
      Masaaki Suzuki, Kazuyuki Demachi, Shigeru Takaya, Yoshitaka Chikazawa
    • Journal Title

      Proceedings of 26th International Conference on Nuclear Engineering

      Volume: -

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Development of Resilience Evaluation Method for Nuclear Power Plants (Part 3: Study of Evaluation Method and Applicability of Resilience Index)2017

    • Author(s)
      Masaaki Suzuki, Kazuyuki Demachi, Hiroshi Miyano, Takao Nakamura, Masayuki Kamaya, Shigeki Arai, Atsunori Yamaguchi, Tatsuya Itoi, Kenta Murakami, Naoto Kasahara and Masaaki Matsumoto
    • Journal Title

      E-Journal of Advanced Maintenance

      Volume: 9 Pages: 1-14

    • NAID

      40021031757

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Optimal Scheduling of Inspection Process for Fast Reactor via Integer Programming2020

    • Author(s)
      Masaaki Suzuki, Mari Ito, Ryuta Hashidate, Keita Takahashi, Hiroki Yada, Shigeru Takaya
    • Organizer
      ASME's Nuclear Engineering Conference 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 高速炉の最適点検工程スケジューリングに関する基礎的検討2019

    • Author(s)
      鈴木正昭、伊藤真理、橋立竜太、高橋慧多、矢田浩基、高屋茂
    • Organizer
      日本保全学会第16回学術講演会
    • Related Report
      2019 Research-status Report
  • [Presentation] Evaluating Response Reliability of Power Plant During Severe Accident2018

    • Author(s)
      Masaaki Suzuki
    • Organizer
      19th Asia Pacific Industrial Engineering and Management Systems
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 故障原因と保全活動の関係性を考慮した保全活動スケジューリング2018

    • Author(s)
      鈴木正昭
    • Organizer
      日本保全学会第15回学術講演会
    • Related Report
      2018 Research-status Report
  • [Presentation] レジリエンス評価法の高速炉への適用性に関する基礎的検討2017

    • Author(s)
      鈴木正昭、出町和之、高屋茂、近澤佳隆
    • Organizer
      日本保全学会第14回学術講演会
    • Related Report
      2017 Research-status Report

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Published: 2017-04-28   Modified: 2022-01-27  

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