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Statistical Inference of a Two-Component Series System With Correlated Log-Normal Lifetime Distribution Under Multiple Type-I Censoring

机译:多重I型删失下具有相关对数正态寿命分布的两部件串联系统的统计推断

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摘要

In a series system, the system fails if any of the components fails. When the system functions, there may exist correlation among components because they are connected within the same system. In this paper, we consider the reliability analysis of multiple Type-I censored life tests of series systems composed of two components with bivariate log-normal lifetime distributions. The major interest is the inference on the mean lifetimes, and the reliability functions of the system and its components. Given observations of the minimum lifetime of the components of each failed system, location of the MLEs highly relies on the initial values in executing the computation numerically. Alternatively, we apply the Bayesian approach after a re-parametrization of the parameters of interest. A simulation study is conducted which shows that the Bayesian approach provides considerably accurate inference. The proposed approach is successfully applied to a real data set.
机译:在串联系统中,如果任何组件发生故障,系统都会发生故障。当系统运行时,组件之间可能存在关联,因为它们连接在同一系统中。在本文中,我们考虑了由具有双变量对数正态寿命分布的两个组件组成的串联系统的多个I型删失寿命测试的可靠性分析。主要的兴趣是推断平均寿命以及系统及其组件的可靠性功能。如果观察到每个故障系统的组件的最小寿命,则MLE的位置高度依赖于以数值方式执行计算的初始值。或者,我们在对目标参数进行重新参数化后应用贝叶斯方法。进行的仿真研究表明,贝叶斯方法提供了相当准确的推断。所提出的方法已成功应用于实际数据集。

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