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Analisis Punca Asas Bayesian×Analisis Pokok Peristiwa (ETA)×
BidangReka Bentuk EksperimenKebolehpercayaan
KeluargaProcess / pipelineProcess / pipeline
Tahun asal1990s–2000s2002
PengasasRooted in Pearl's Bayesian network theory (Judea Pearl, 1988); applied to RCA in process/reliability engineering from the 1990s onwardAndrews & Moss
JenisProbabilistic causal inference methodForward inductive logic tree
Sumber perintisPourret, O., Naim, P., & Marcot, B. (Eds.). (2008). Bayesian Networks: A Practical Guide to Applications. Wiley. ISBN: 978-0470060308Andrews, J. D., & Moss, T. R. (2002). Reliability and Risk Assessment (2nd ed.). Professional Engineering Publishing. ISBN: 978-1-86058-290-5
AliasBayesian RCA, Bayesian causal analysis, probabilistic root cause analysis, BN-RCAETA, Event Sequence Diagram Analysis, Initiating Event Analysis, Olay Ağacı Analizi
Berkaitan62
RingkasanBayesian Root Cause Analysis (Bayesian RCA) integrates Bayesian network theory with structured root cause investigation to quantify the probability that each candidate cause is responsible for an observed failure or undesired event. Unlike deterministic RCA methods, it propagates uncertainty through the causal graph, updates beliefs as evidence accumulates, and ranks competing hypotheses by posterior probability — providing a principled, auditable basis for corrective action.Event Tree Analysis (ETA) is a forward inductive technique used in reliability and risk engineering to model the possible outcomes that follow an initiating event. Starting from a single undesired event, ETA traces all subsequent event sequences through a binary branching tree representing the success or failure of safety barriers and protective systems. Introduced formally in reliability and risk literature by Andrews and Moss (2002), it is widely applied in nuclear, chemical, and aerospace industries to quantify accident sequence probabilities and guide safety decision-making.
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ScholarGateBandingkan kaedah: Bayesian Root Cause Analysis · Event Tree Analysis. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare