具有随机失效阈值的依赖和竞争失效过程的系统可靠性分析

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2022-12-05 DOI:10.1080/08982112.2022.2151369
Yuexin Xia, Wenjie Dong, Zhigeng Fang
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引用次数: 0

摘要

摘要本文旨在研究随机失效阈值影响下竞争失效系统的可靠性模型。在假设软失效阈值为正态分布的情况下,结合参数估计和拟合优度分析,建立了硬失效的随机阈值分布函数。具体而言,竞争失效结果由退化过程和冲击过程组成,其中前者同时受到随机冲击的影响,后者同时受到累积退化的影响。对于退化过程,软失效阈值采用正态分布,以反映阈值水平的随机性,随后开发了软失效生存函数。而对于冲击过程,将初始随机硬失效阈值视为强度分布,并建立了时变硬失效阈值函数,描述了硬失效过程和软失效过程之间的依赖强度。基于这两个过程的竞争和依赖结果,最终构建了系统可靠性函数。分析了微机电系统(MEMS)的一个示例,以检验所开发的可靠性模型,表明退化和冲击之间的相关性对可靠性有更大的影响,并且在不考虑失效阈值的随机特性的情况下可能会导致高估。
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Reliability analysis for systems subject to dependent and competing failure processes with random failure thresholds
Abstract This paper intends to investigate the reliability model for competing failure systems under the influence of random failure thresholds. The random threshold distribution function of hard failure is developed incorporating parameter estimation and goodness-of-fit analysis while the soft failure threshold is assumed to be normally distributed. Specifically, the competing failure result is composed of a degradation process and a shock process, in which the former is simultaneously affected by random shocks and the latter is concurrently influenced by cumulative degradation. For the degradation process, a normal distribution is adopted for soft failure threshold to reflect the randomness of threshold level, and the soft failure survival function is developed subsequently. While for the shock process, the initial random hard failure threshold is regarded as the intensity distribution and a time-varying hard failure threshold function is developed, which describes the dependent strength between the hard failure process and the soft failure process. System reliability function is finally constructed based on the competing and dependent result of these two processes. An illustrative example of a micro-electro-mechanical system (MEMS) is analyzed to examine the developed reliability model, demonstrating that the dependence between degradation and shocks has a greater impact on reliability and overestimation may be caused without considering random characteristics of failure thresholds.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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