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贝叶斯故障树分析×失效模式与影响分析 (FMEA)×
领域实验设计实验设计
方法族Process / pipelineProcess / pipeline
起源年份2001 (BFTA mapping); Bayesian networks: 19881949 (military); widespread industrial adoption 1970s–1980s
提出者Andrea Bobbio, Luca Portinale et al. (mapping FTA to Bayesian networks); Judea Pearl (Bayesian networks)U.S. Military / NASA (formalized by MIL-P-1629, 1949)
类型Probabilistic reliability / safety analysisProactive risk analysis technique
开创性文献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 ↗Stamatis, D. H. (2003). Failure Mode and Effect Analysis: FMEA from Theory to Execution (2nd ed.). ASQ Quality Press. ISBN: 978-0873895989
别名BFTA, Bayesian FTA, Bayesian network fault tree, probabilistic fault tree analysisFMEA, Failure Modes and Effects Analysis, FMECA, Failure Mode Effects and Criticality Analysis
相关56
摘要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.Failure Mode and Effects Analysis (FMEA) is a structured, proactive risk management technique used to identify potential failure modes in a system, process, or product design, evaluate their consequences, and prioritize corrective actions before failures occur. Originally developed for the U.S. military in 1949 and later adopted by NASA, automotive, and manufacturing industries, FMEA is now a cornerstone quality-engineering tool embedded in standards such as AIAG-VDA and ISO 9001-aligned processes.
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ScholarGate方法对比: Bayesian Fault Tree Analysis · Failure Mode and Effects Analysis. 于 2026-06-18 检索自 https://scholargate.app/zh/compare