Nonparametric approach to reliability analysis

H. Qiao, C. Tsokos
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Abstract

The object of this paper is to propose a developed nonparametric statistical procedure as an alternative to the classical approach for reliability analysis. We will propose an effective distribution-free procedure to characterize the probabilistic behavior of the failure data, which cannot be identified as those from a classical probability distribution. In addition to offering the computational algorithms, we include a goodness-of-fit method that can be used to test the failure data for the purpose of possibly identifying a classical probability failure model. Finally, numerical examples are given to illustrate the usefulness of the proposed nonparametric reliability procedure.<>
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可靠性分析的非参数方法
本文的目的是提出一种发展的非参数统计程序,作为可靠度分析经典方法的替代方法。我们将提出一个有效的无分布程序来描述失效数据的概率行为,这些数据不能从经典概率分布中识别出来。除了提供计算算法外,我们还包括一个拟合优度方法,该方法可用于测试失效数据,以便可能识别经典概率失效模型。最后,通过数值算例说明了所提出的非参数可靠度方法的有效性
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