Higher order normal approximation approach for system reliability assessment

Zhaohui Li, Q. Hu, Dan Yu
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引用次数: 1

Abstract

In industry and engineering, reliability analysis of complex systems is one of the most concerning problems. System reliability depends on the reliability of components and system structure. Due to high testing costs, only component data is available and sample sizes are strictly limited. In this article, we describe a new form of WCF expansion for determining the confidence bounds of system reliability. WCF expansion is a higher order normal approximate approach to deal with confidence interval associated with small sample. The Weibull distribution is the most widely used lifetime model in engineering. However, statistical analysis of the Weibull distribution is difficult because of the complicated expression of its distribution function. We present an approach to determine the point estimation of reliability of the Weibull distribution, relying on the reliability parameter. We then apply this property to determine the confidence bounds for system reliability. Our method leads to a better performance and an accurate confidence lower bound for system reliability. Some simulation studies are presented to demonstrate the applications of our method.
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系统可靠性评估的高阶正态逼近方法
在工业和工程中,复杂系统的可靠性分析是人们最关心的问题之一。系统的可靠性取决于组件和系统结构的可靠性。由于测试成本高,只能获得组件数据,并且样本量受到严格限制。在本文中,我们描述了一种用于确定系统可靠性置信界限的WCF展开的新形式。WCF展开是处理与小样本相关的置信区间的一种高阶正态近似方法。威布尔分布是工程中应用最广泛的寿命模型。然而,由于威布尔分布函数的表达式复杂,对其进行统计分析是困难的。提出了一种基于可靠性参数确定威布尔分布可靠性点估计的方法。然后,我们应用这一性质来确定系统可靠性的置信界限。该方法具有较好的性能和较准确的系统可靠性置信下界。一些仿真研究证明了我们的方法的应用。
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