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ベイジアン故障の木解析×ベイズ的故障モード影響解析 (Bayesian Failure Mode and Effects Analysis)×
分野実験計画法実験計画法
系統Process / pipelineProcess / pipeline
提唱年2001 (BFTA mapping); Bayesian networks: 19881990s–2000s
提唱者Andrea Bobbio, Luca Portinale et al. (mapping FTA to Bayesian networks); Judea Pearl (Bayesian networks)Extension of classical FMEA (MIL-STD-1629, 1974) with Bayesian inference formalised in reliability literature from the 1990s onward
種類Probabilistic reliability / safety analysisProbabilistic reliability and risk analysis
原典Bobbio, A., Portinale, L., Minichino, M., & Ciancamerla, E. (2001). Improving the analysis of dependable systems by mapping fault trees into Bayesian networks. Reliability Engineering & System Safety, 71(3), 249–260. DOI ↗Bowles, J. B., & Peláez, C. E. (1995). Fuzzy logic prioritization of failures in a system failure mode, effects and criticality analysis. Reliability Engineering and System Safety, 50(2), 203–213. DOI ↗
別名BFTA, Bayesian FTA, Bayesian network fault tree, probabilistic fault tree analysisBayesian FMEA, probabilistic FMEA, B-FMEA, Bayesian risk priority analysis
関連55
概要Bayesian Fault Tree Analysis (BFTA) extends classical fault tree analysis by converting the fault tree structure into an equivalent Bayesian network, enabling probabilistic inference in both forward (prediction) and backward (diagnosis) directions. This integration allows analysts to update failure probability estimates with observed evidence, quantify uncertainty explicitly, and identify the most probable root causes of a top-level system failure.Bayesian FMEA extends the classical Failure Mode and Effects Analysis framework by replacing fixed point-estimate risk scores with probability distributions, allowing prior engineering knowledge and observed failure data to be formally combined through Bayes' theorem. The result is a probabilistic Risk Priority Number (RPN) that reflects uncertainty in severity, occurrence, and detectability ratings rather than masking it with single consensus values.
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  1. v1
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  3. PUBLISHED

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ScholarGate手法を比較: Bayesian Fault Tree Analysis · Bayesian failure mode and effects analysis. 2026-06-17に以下より取得 https://scholargate.app/ja/compare