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Layered Bayes Model and Information Criteria for Rare Event Risk Analysis

Research Project

Project/Area Number 20560775
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Nuclear engineering
Research InstitutionOsaka University

Principal Investigator

YAMAGUCHI Akira  Osaka University, 工学研究科, 教授 (10403156)

Co-Investigator(Kenkyū-buntansha) TAKATA Takashi  大阪大学, 工学研究科, 准教授 (40423206)
Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Fiscal Year 2010: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2009: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2008: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords確率論的安全評価 / 耐震安全性 / フラジリティ / 情報エントロピー / ベイズ推定 / 情報量基準 / 原子力プラント / ベィズ推定 / 共通原因故障 / ベイズ法 / ベイズ共役関数 / 情報量規準
Research Abstract

In the seismic PSA of nuclear facilities, seismic fragilities of equipment and systems are to be evaluated. However, the fragilities involve uncertainties since the seismically-induced failure mechanism is not sufficiently known and a failure event is rare. In the present study, a new methodology for quantifying the common mode failure caused by external events and for reducing fragility uncertainty using very limited information. The information criterion is selected as the index for the uncertainty. It has been found that the present work is useful for the risk assessment and management of rare earthquake hazard.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (16 results)

All 2011 2010 2009 2008 Other

All Journal Article (2 results) Presentation (12 results) Remarks (2 results)

  • [Journal Article] 地震PSAにおける安全裕度と不確かさ2009

    • Author(s)
      山口彰
    • Journal Title

      保全学会誌 Vol.7, No.4

      Pages: 16-22

    • Related Report
      2010 Final Research Report
  • [Journal Article] 地震PSAにおける安全裕度と不確かさ2009

    • Author(s)
      山口彰
    • Journal Title

      保全学会誌 Vol. 7, No. 4

      Pages: 16-22

    • Related Report
      2009 Annual Research Report
  • [Presentation] 標準委員会企画セッション リスク評価標準体系化戦略タスク2011

    • Author(s)
      山口彰
    • Organizer
      日本原子力学会「20011年春の年会」
    • Place of Presentation
      福井県福井市 福井大学文京キャンパス(地震の影響により中止)
    • Year and Date
      2011-03-28
    • Related Report
      2010 Annual Research Report
  • [Presentation] Common Cause Failure Probabilistic Reasoning with Bayesian Network2011

    • Author(s)
      Xiaoyu ZHENG, Akira YAMAGUCHI, Takashi TAKATA
    • Organizer
      日本原子力学会「20011年春の年会」
    • Place of Presentation
      福井県福井市 福井大学文京キャンパス(地震の影響により中止)
    • Related Report
      2010 Annual Research Report
  • [Presentation] 確率論的破壊力学を用いた高速炉4Sのキャビティ管の破損確率評価2011

    • Author(s)
      上良直弘、山口彰、高田孝
    • Organizer
      日本原子力学会「20011年春の年会」
    • Place of Presentation
      福井県福井市 福井大学文京キャンパス(地震の影響により中止)
    • Related Report
      2010 Annual Research Report
  • [Presentation] Epistemic Uncertainty Reduction in the PSA of Nuclear Power Plant using Bayesian Approach and Information Entropy2010

    • Author(s)
      Akira Yamaguchi, Masa-aki Kato, Takashi Takata
    • Organizer
      10^<th> International Conference on Probabilistic Safety Assessment & Management (PSAM10)
    • Place of Presentation
      米国シアトル市ルネサンスシアトルホテル
    • Related Report
      2010 Final Research Report
  • [Presentation] Epistemic Uncertainty Reduction in the PSA of Nuclear Power Plant using Bayesian Approach and Information Entropy2010

    • Author(s)
      Akira Yamaguchi, Masa-aki Kato, Takashi Takata
    • Organizer
      10th International Probabilistic Safety Assessment & Management Conference
    • Place of Presentation
      米国シアトル市
    • Related Report
      2010 Annual Research Report
  • [Presentation] Usage of Information Criterion for Reducing Modeling Uncertainty in Reactor Safety2009

    • Author(s)
      山口彰, 高田孝
    • Organizer
      10^<th> Korea-Japan Joint Workshop on PSA - For Asian PSA Network
    • Place of Presentation
      韓国済州島ヘヴィチホテル&リゾート
    • Related Report
      2010 Final Research Report
  • [Presentation] 情報量規準に基づくモデル選択とモデルパラメータの不確かさ低減2009

    • Author(s)
      加藤雅章、山口彰、高田孝
    • Organizer
      日本原子力学会「2009年秋の大会」
    • Place of Presentation
      宮城県仙台市 東北大学 青葉山キャンパス
    • Related Report
      2010 Final Research Report 2009 Annual Research Report
  • [Presentation] Usage of Information Criterion for Reducing Modeling Uncertainty in Reactor Safety2009

    • Author(s)
      山口彰, 高田孝
    • Organizer
      10^<th> Korea-Japan Joint Workshop on PSA-For Asian PSA Network
    • Place of Presentation
      韓国済州島 ヘヴィチホテル&リゾート
    • Related Report
      2009 Annual Research Report
  • [Presentation] Updating uncertainty of rare event occurrence probability based on Bayesian approach2008

    • Author(s)
      山口彰, 高田孝
    • Organizer
      International Conference on Probabilistic Safety Assessment & Management (PSAM9)
    • Place of Presentation
      Hong Kong, China
    • Related Report
      2010 Final Research Report
  • [Presentation] Effective updating process of seismic fragilities using2008

    • Author(s)
      Akira Yamaguchi, Masa-aki Kato, Takashi Takata
    • Organizer
      Bayesian method and information entropy
    • Place of Presentation
      Okinawa, Japan
    • Related Report
      2010 Final Research Report
  • [Presentation] Updating uncertainty of rare event occurrence probability base on Bayesian approach2008

    • Author(s)
      Akira YamaguchiTakashi Takata
    • Organizer
      International Conference on Probabilistic Safety Assessment & Management (PSAM9)
    • Place of Presentation
      Hong Kong, China
    • Related Report
      2008 Annual Research Report
  • [Presentation] Effective updating process of seismic fragilities-usingBayesian method and information entropy2008

    • Author(s)
      Masaaki KatoTakashi TakataAkira Yamaguchi
    • Organizer
      Sixth Japan-Korea Symposium on NuclearThermal Hydraulics and Safety (NTHAS6)
    • Place of Presentation
      Okinawa, Japan
    • Related Report
      2008 Annual Research Report
  • [Remarks] ホームページ等

    • URL

      http://www.see.eng.osaka-u.ac.jp/seeqe/seeqe/homepage/

    • Related Report
      2010 Final Research Report
  • [Remarks]

    • URL

      http://www.see.eng.osaka-u.ac.jp/seeqe/seeqe/homepage/

    • Related Report
      2010 Annual Research Report

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Published: 2008-04-01   Modified: 2016-04-21  

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