Competing failure modes modeling with limited wearout failures

Peng Liu, Peng-fei Wang
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Abstract

This paper proposes a new modeling approach which can be applied to solve some practical reliability engineering problems when competing failure modes present, but only one or limited failures have occurred. This type of failure data cannot be modeled by traditional time-to-failure distributions. The new approach is derived from Weibayes method and provides a viable solution when reliability inference is needed during early product deployment phase. The most important value of the derivation is: it provides a distributional interpretation about the Weibayes result, and the assumptions that are made. The derivation not only reproduces the important result in the literature, but also gives insight into the sampling distribution of the parameter estimate. A parametric bootstrap method is used to illustrate how to incorporate the result in competing failure mode modeling.
有限磨损失效的竞争失效模式建模
本文提出了一种新的建模方法,可用于解决存在竞争失效模式,但只发生一个或有限失效的实际可靠性工程问题。这种类型的故障数据不能用传统的故障时间分布来建模。该方法来源于韦贝叶斯方法,为早期产品部署阶段需要进行可靠性推理提供了一种可行的解决方案。这个推导的最重要的价值是:它提供了一个关于韦贝结果的分布解释,以及所做的假设。推导不仅再现了文献中的重要结果,而且深入了解了参数估计的抽样分布。采用参数自举法说明了如何将结果纳入竞争失效模式建模。
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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