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Reliability estimation of a multicomponent stress-strength model for unit Gompertz distribution under progressive Type Ⅱ censoring

机译:渐进Ⅱ型删失下单位Gompertz分布的多分量应力-强度模型的可靠性估计

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摘要

We consider the problem of estimating multicomponent stress-strength (MSS) reliability under progressive Type II censoring when stress and strength variables follow unit Gompertz distributions with common scale parameter. We estimate MSS reliability under frequentist and Bayesian approaches. Bayes estimates are obtained by using Lindley approximation and Metropolis-Hastings algorithm methods. Further, we obtain uniformly minimum variance unbiased estimates of the reliability when common scale parameter is known. Asymptotic, bootstrap confidence interval and highest posterior density credible intervals have been constructed. We perform Monte Carlo simulations to compare the performance of proposed estimates and also present a discussion. Finally, three real data sets are analyzed for illustrative purposes.
机译:当应力和强度变量遵循具有共同尺度参数的单位Gompertz分布时,我们考虑在渐进式II型审查下估计多分量应力-强度(MSS)可靠性的问题。我们估计在频繁和贝叶斯方法下的MSS可靠性。通过使用Lindley近似和Metropolis-Hastings算法获得贝叶斯估计。此外,当已知公共尺度参数时,我们获得可靠性的均匀最小方差无偏估计。渐近,自举置信区间和最高后验密度可信区间已构建。我们执行蒙特卡洛模拟,以比较建议的估计的性能,并进行讨论。最后,出于说明目的,分析了三个真实数据集。

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