Second-order WCF Approximation For System Reliability Assessment

In the field of reliability engineering, the quantification of a complex system’s reliability is a critical challenge. Basically, the system reliability is affected by the lifetime distributions of components and the structure of the system. We focus on the situation where only the small-size components data are available, which is quite common because of the expensive testing cost and long testing time. Under such circumstances, the traditional methods might not work, so a more accurate approach is needed. The Winterbottom-extended Cornish–Fisher (WCF) expansion, as a distribution approximation technique, offers a superior rate of convergence over the delta method, thereby rendering it adept at handling scenarios characterized by small sample sizes. We make some further research and derive the second-order WCF expansion for the system reliability assessment. Experimental results demonstrate that our method can estimate the lower limit confidence of system reliability accurately and swiftly, even though the test data are rare.

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Published
2024-10-11
DOI
https://doi.org/10.1109/srse63568.2024.10772493
Primary Topic
Fault Detection and Control Systems
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article
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Second-order WCF Approximation For System Reliability Assessment

Qingpei Hu, Yong Ruan, Zan Li, Dan Yu
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Fault Detection and Control Systems
article

Second-order WCF Approximation For System Reliability Assessment

Qingpei Hu, Yong Ruan, Zan Li, Dan Yu
article en

Abstract

In the field of reliability engineering, the quantification of a complex system’s reliability is a critical challenge. Basically, the system reliability is affected by the lifetime distributions of components and the structure of the system. We focus on the situation where only the small-size components data are available, which is quite common because of the expensive testing cost and long testing time. Under such circumstances, the traditional methods might not work, so a more accurate approach is needed. The Winterbottom-extended Cornish–Fisher (WCF) expansion, as a distribution approximation technique, offers a superior rate of convergence over the delta method, thereby rendering it adept at handling scenarios characterized by small sample sizes. We make some further research and derive the second-order WCF expansion for the system reliability assessment. Experimental results demonstrate that our method can estimate the lower limit confidence of system reliability accurately and swiftly, even though the test data are rare.

Chinese Academy of Sciences (CN), Nankai University (CN), Academy of Mathematics and Systems Science (CN)
Openalex Percentile: Top 74%
Fault Detection and Control Systems
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Second-order WCF Approximation For System Reliability Assessment — Qingpei Hu, Yong Ruan, et al. · (2024) | TGRS Research Map | TGRS