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BAYESIAN ANALYSIS OF DATA WITH ONLY ONE FAILURE

机译:仅一次失败的贝叶斯数据分析

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摘要

The bearings of a certain type have their lives following a Weibull distribution. In a life test with 20 sets of bearings, only one set failed within the specified time, and none of the remainder failed even after the time of test has been extended. With a set of testing data like that in Table 1, it is required to estimate the reliability at the mission time. In this paper, we first use hierarchical Bayesian method to determine the prior distribution and the Bayesian estimates of various probabilities of failures, p_i's, then use the method of least squares to estimate the parameters of the Weibull distribution and the reliability. Actual computation shows that the estimates so obtained are rather robust. And the results have been adopted for practical use.
机译:某种类型的轴承的寿命遵循威布尔分布。在使用20组轴承的寿命测试中,只有一组在指定时间内失效,即使延长了测试时间,其余的也没有失效。使用表1中所示的一组测试数据,需要估计任务时的可靠性。在本文中,我们首先使用分层贝叶斯方法确定先验分布和各种故障概率p_i的贝叶斯估计,然后使用最小二乘法估计威布尔分布的参数和可靠性。实际计算表明,如此获得的估计值相当可靠。结果已被实际采用。

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