System reliability analysis using dominant failure modes identified by selective searching technique
Dong-Seok Kim,
Seung-Yong Ok,
Junho Song and
Hyun-Moo Koh
Reliability Engineering and System Safety, 2013, vol. 119, issue C, 316-331
Abstract:
The failure of a redundant structural system is often described by innumerable system failure modes such as combinations or sequences of local failures. An efficient approach is proposed to identify dominant failure modes in the space of random variables, and then perform system reliability analysis to compute the system failure probability. To identify dominant failure modes in the decreasing order of their contributions to the system failure probability, a new simulation-based selective searching technique is developed using a genetic algorithm. The system failure probability is computed by a multi-scale matrix-based system reliability (MSR) method. Lower-scale MSR analyses evaluate the probabilities of the identified failure modes and their statistical dependence. A higher-scale MSR analysis evaluates the system failure probability based on the results of the lower-scale analyses. Three illustrative examples demonstrate the efficiency and accuracy of the approach through comparison with existing methods and Monte Carlo simulations. The results show that the proposed method skillfully identifies the dominant failure modes, including those neglected by existing approaches. The multi-scale MSR method accurately evaluates the system failure probability with statistical dependence fully considered. The decoupling between the failure mode identification and the system reliability evaluation allows for effective applications to larger structural systems.
Keywords: System reliability analysis; Multi-scale reliability analysis; Dominant failure modes; Simulation-based selective searching technique; Genetic algorithm (search for similar items in EconPapers)
Date: 2013
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Citations: View citations in EconPapers (5)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:reensy:v:119:y:2013:i:c:p:316-331
DOI: 10.1016/j.ress.2013.02.007
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