A hierarchical state ordering method for heterogeneous k-out-of-n:F systems with multi-state load-sharing components
Minyuan Song and
Zhenglin Liang
Reliability Engineering and System Safety, 2025, vol. 262, issue C
Abstract:
k-out-of-n systems are crucial models for ensuring reliability in critical applications by providing redundancy and fault tolerance that mitigate system failure risks. While homogeneous k-out-of-n systems composed of independent components generally demonstrate strong structural properties and can be computed efficiently, the computational challenges of heterogeneous k-out-of-n systems with load-sharing remain underexplored. A key issue is the exponential growth of the state space, which lacks effective reduction methods. This paper investigates a k-out-of-n:F system with heterogeneous multi-state components and load-sharing, proposing a novel state ordering problem aimed at designing and rearranging system states to reduce computational complexity in reliability assessments. We introduce an ordered set with a rank function that establishes a new order relation for the state space and calculates state indexes through a hierarchical mapping. This state ordering approach, enhanced by insights from order statistics, enables a block-wise representation of the transition rate matrix, significantly decreasing computational time for reliability and RUL calculations. A case study of a four-component bridge foundation system demonstrates that our approach reduces the transition rate matrix size to about one-fifth, indicating a cubic reduction in computational complexity when using phase-type methods.
Keywords: Multi-state system; System reliability; Markov processes; Heterogeneous k-out-of-n:F systems; Load-sharing; Order statistics (search for similar items in EconPapers)
Date: 2025
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Persistent link: https://EconPapers.repec.org/RePEc:eee:reensy:v:262:y:2025:i:c:s0951832025003680
DOI: 10.1016/j.ress.2025.111167
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