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A Model-Based Reliability Analysis Method Using Bayesian Network

Yes / Bayesian Network (BN)-based methods are increasingly used
in system reliability analysis. While BNs enable to perform multiple analyses
based on a single model, the construction of robust BN models relies
either on the conversion from other intermediate system model structures
or direct analyst-led development based on experts input, both
requiring significant human effort. This article proposes an architecture
model-based approach for the direct generation of a BN model. Given
the architectural model of a system, a systematic bottom-up approach
is suggested, underpinned by failure behaviour models of components
composed based on interaction models to create a system-level failure
behaviour model. Interoperability and reusability of models are supported
by a library of component failure models. The approach was
illustrated with application to a case study of a steam boiler system.

Identiferoai:union.ndltd.org:BRADFORD/oai:bradscholars.brad.ac.uk:10454/18710
Date10 December 2021
CreatorsKabir, Sohag, Campean, Felician
PublisherSpringer
Source SetsBradford Scholars
LanguageEnglish
Detected LanguageEnglish
TypeBook chapter, Accepted manuscript
RightsUnspecified

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