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The Bayesian approach for highly reliable electro-explosive devices using one-shot device testing

机译:使用一次测试设备测试的高度可靠的电爆设备的贝叶斯方法

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Due to the high reliability and high testing cost of electro-explosive devices, even though an accelerated test is performed, one may observe very few failures or even no failures at all due to censoring. In this paper, we consider modelling the reliability of such devices by an exponential lifetime distribution in which the failure rate is assumed to be a function of some covariates and that the observed data are binary. The Bayesian approach, with three different prior settings, is used to develop inference on the failure rate, lifetime and the reliability under some settings. A Monte Carlo simulation study is carried out to show that this approach is quite useful and suitable for analysing data of the considered form, especially when the failure rales are very small. Finally, illustrative data are analysed using this approach.
机译:由于电爆炸装置的高可靠性和高昂的测试成本,即使执行了加速测试,也可能会由于检查而发现很少的故障,甚至根本没有故障。在本文中,我们考虑通过指数寿命分布来对此类设备的可靠性进行建模,在该寿命分布中,故障率被认为是某些协变量的函数,并且所观察到的数据是二进制的。使用贝叶斯方法(具有三种不同的先验设置)来推断某些设置下的故障率,寿命和可靠性。进行了蒙特卡洛模拟研究,结果表明该方法非常有用,适用于分析考虑形式的数据,尤其是当失效规则非常小时。最后,使用这种方法分析说明性数据。

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