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Predictive inference for system reliability after common-cause component failures.

机译:常见原因组件故障后对系统可靠性的预测性推断。

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摘要

This paper presents nonparametric predictive inference for system reliability following common-cause failures of components. It is assumed that a single failure event may lead to simultaneous failure of multiple components. Data consist of frequencies of such events involving particular numbers of components. These data are used to predict the number of components that will fail at the next failure event. The effect of failure of one or more components on the system reliability is taken into account through the system׳s survival signature. The predictive performance of the approach, in which uncertainty is quantified using lower and upper probabilities, is analysed with the use of ROC curves. While this approach is presented for a basic scenario of a system consisting of only a single type of components and without consideration of failure behaviour over time, it provides many opportunities for more general modelling and inference, these are briefly discussed together with the related research challenges.
机译:本文提出了组件常见原因失效后系统可靠性的非参数预测推理。假定单个故障事件可能导致多个组件同时故障。数据由涉及特定数量组件的此类事件的频率组成。这些数据用于预测在下次故障事件中将发生故障的组件的数量。通过系统的生存签名,可以考虑一个或多个组件故障对系统可靠性的影响。使用ROC曲线分析了该方法的预测性能,其中使用上下概率来量化不确定性。虽然此方法是针对仅由一种类型的组件组成的系统的基本方案而提供的,并且不考虑随时间推移的故障行为,但它为更一般的建模和推断提供了许多机会,简要讨论了这些机会以及相关的研究挑战。

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  • 年度 2015
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  • 正文语种 {"code":"en","name":"English","id":9}
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