Probabilistic reliability modeling of delayed degradation systems with mixed random shocks and discontinuous state jumps

IF 4.1 3区 工程技术 Q2 ENGINEERING, MECHANICAL
Hao Lyu, Jing Pan, Chuanhai Chen, Murat Ozkut, Michael Pecht
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引用次数: 0

Abstract

Many engineering components experience a degradation delay period before observable deterioration becomes dominant. In random shock environments, this delay period may be shortened by external shocks, and the subsequent degradation process can involve discontinuous jumps among damage states. To characterize these coupled effects, this paper develops a two-stage probabilistic reliability model for delayed degradation systems subject to mixed random shocks. The first stage describes the degradation delay period, whose termination can be accelerated by shock-induced damage accumulation or run-shock events. The second stage is formulated as a multi-state degradation process in which shocks may induce non-adjacent state jumps. Based on a mixed-shock mechanism and a finite Markov chain embedding framework, the hard-failure process is analytically modeled. Soft failure is described by a path-dependent linear degradation model with state-dependent degradation rates and shock-induced damage increments. The overall reliability is derived using the law of total probability by integrating the transition-time distribution and conditional survival probabilities in the degradation stage. A case study illustrates the framework and shows that ignoring degradation delay or shock-induced state jumps may lead to biased reliability assessment.
具有混合随机冲击和不连续状态跳变的延迟退化系统的概率可靠性建模
许多工程部件在可观察到的退化占主导地位之前都会经历退化延迟期。在随机冲击环境中,外部冲击可能会缩短这一延迟期,并且随后的退化过程可能涉及损伤状态之间的不连续跳跃。为了描述这些耦合效应,本文建立了受混合随机冲击影响的延迟退化系统的两阶段概率可靠性模型。第一阶段描述了退化延迟期,它的终止可以通过冲击引起的损伤累积或运行-冲击事件来加速。第二阶段是一个多状态退化过程,其中冲击可能引起非相邻状态跳跃。基于混合冲击机制和有限马尔可夫链嵌入框架,对硬失效过程进行了解析建模。软破坏是由一个路径依赖的线性退化模型来描述的,该模型具有状态依赖的退化率和冲击引起的损伤增量。综合退化阶段的过渡时间分布和条件生存概率,利用总概率定律推导出整体可靠度。一个实例研究说明了该框架,并表明忽略退化延迟或冲击引起的状态跳变可能导致可靠性评估有偏差。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Probabilistic Engineering Mechanics
Probabilistic Engineering Mechanics 工程技术-工程:机械
CiteScore
3.80
自引率
15.40%
发文量
98
审稿时长
13.5 months
期刊介绍: This journal provides a forum for scholarly work dealing primarily with probabilistic and statistical approaches to contemporary solid/structural and fluid mechanics problems encountered in diverse technical disciplines such as aerospace, civil, marine, mechanical, and nuclear engineering. The journal aims to maintain a healthy balance between general solution techniques and problem-specific results, encouraging a fruitful exchange of ideas among disparate engineering specialities.
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