Reliability evaluation for an electronic system subject to competing risks of dependent soft and hard failures

Shaowei Chen, Yong Li, Shuai Zhao, V. Makis
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引用次数: 6

Abstract

Reliability evaluation plays an essential role in prognostics and health management for electronic systems. This paper proposes a new method for reliability evaluation of a degrading electronic system subject to competing risks of dependent soft and hard failures. The soft failure is described by a nonstationary Gamma process exceeding the predefined critical level. In the previous works the failure modes were considered to be independent, while in this paper the dependent relationship is facilitated using the Cox's proportional hazard model that incorporates the degradation process as a time-varying covariate. To make the evaluation feasible, an approximation technique is applied in both degradation path and time axis, thereby all the reliability quantities can be derived and calculated with basic manipulations of the transition probability matrix. Finally, the performance and effectiveness of the proposed method are illustrated and analyzed in a numerical study.
受软、硬相关故障竞争风险影响的电子系统可靠性评估
可靠性评估在电子系统的预测和健康管理中起着至关重要的作用。本文提出了一种基于相关软、硬故障竞争风险的退化电子系统可靠性评估新方法。软失效是由超过预定义临界水平的非平稳伽玛过程来描述的。在以前的工作中,失效模式被认为是独立的,而在本文中,使用Cox比例风险模型简化了依赖关系,该模型将退化过程作为时变协变量。为了使评估可行,在退化路径和时间轴上都采用了近似技术,从而可以通过转移概率矩阵的基本操作来推导和计算所有的可靠性量。最后,通过数值研究对该方法的性能和有效性进行了说明和分析。
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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