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A general discretization procedure for reliability computation in complex stress-strength models

机译:复杂应力-强度模型中可靠性计算的通用离散过程

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This paper proposes, implements, and evaluates an original discretization method for estimating the reliability of systems for which stress and strength are defined as complex functions of continuous random variables, when reliability is not derivable through common analytic techniques. This method is compared to two other discretization approaches appeared in the literature, and subjected to a comparative closeness study comprising some engineering applications. In this study, both a normal and a non-normal distribution for the random variables involved are analyzed, focusing in the latter case on the Weibull distribution. The results show that the proposal is very effective in terms of the closeness of the estimates to the true (simulated) value of reliability. The method, due to its general applicability, is theoretically suitable for any parametric family and works with a small fraction of the calculation load needed for obtaining the true value by Monte Carlo simulation.
机译:本文提出,实施和评估了一种原始离散化方法,该方法用于估计在无法通过常规分析技术得出可靠性的情况下,将应力和强度定义为连续随机变量的复杂函数的系统的可靠性。将该方法与文献中出现的其他两种离散化方法进行了比较,并进行了包括一些工程应用的比较接近性研究。在这项研究中,分析了所涉及的随机变量的正态分布和非正态分布,在后一种情况下着重于威布尔分布。结果表明,该建议在估计值与可靠性的真实(模拟)值的接近度方面非常有效。由于该方法的普遍适用性,因此从理论上讲它适用于任何参数族,并且只需很小的计算量即可工作,以通过蒙特卡洛模拟获得真实值。

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