Reliability modeling based on multiple wiener degradation-shock competing failure process and dynamic failure threshold

IF 2.2 3区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY Eksploatacja I Niezawodnosc-Maintenance and Reliability Pub Date : 2023-11-01 DOI:10.17531/ein/174248
Anqi Shangguan, Nan Feng, Rong Fei
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Abstract

Given multiple degradation failure and shock failure processes within the complex system during operation, a reliability model that combines the degradation-shock competing failure process and dynamic failure threshold is modeled. The Wiener process with random effects is considered the degradation process model, which includes random effects to account for the heterogeneity among system units. Then, the extreme shock model with a dynamic failure threshold is used to depict the random shock. The copula function is carried out to illustrate the correlation between multiple degradation processes, the reliability model is constructed further. To verify the application of this model, a numerical case and a micro-electro-mechanical system comprising two micro-mechanical resonators are employed. The parameter sensitivity of the proposed model is analyzed. The study results show that the reliability model, which combines the Wiener process with random effects and the dynamic failure threshold, more accurately reflects the actual operational state of the complex system.
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基于多重维纳退化-冲击竞争失效过程和动态失效阈值的可靠性建模
考虑复杂系统在运行过程中存在多种退化失效和冲击失效过程,建立了退化-冲击竞争失效过程和动态失效阈值相结合的可靠性模型。考虑随机效应的维纳过程是一种退化过程模型,该模型考虑了随机效应以考虑系统单元间的异质性。然后,采用带有动态失效阈值的极端冲击模型来描述随机冲击。采用copula函数来说明多个退化过程之间的相关性,进一步建立了可靠性模型。为了验证该模型的适用性,采用了一个数值算例和一个由两个微机械谐振器组成的微机电系统。分析了该模型的参数敏感性。研究结果表明,将Wiener过程与随机效应和动态失效阈值相结合的可靠性模型更准确地反映了复杂系统的实际运行状态。
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来源期刊
CiteScore
5.70
自引率
24.00%
发文量
55
审稿时长
3 months
期刊介绍: The quarterly Eksploatacja i Niezawodność – Maintenance and Reliability publishes articles containing original results of experimental research on the durabilty and reliability of technical objects. We also accept papers presenting theoretical analyses supported by physical interpretation of causes or ones that have been verified empirically. Eksploatacja i Niezawodność – Maintenance and Reliability also publishes articles on innovative modeling approaches and research methods regarding the durability and reliability of objects.
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