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EXACT SAMPLE SIZE DETERMINATION IN A WEIBULL TEST PLAN WHEN THERE IS TIME CENSORING

机译:在进行时间检查的情况下,在威布尔测试计划中精确确定样品的大小

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Engineers who conduct reliability tests need to choose the sample size when designing a test plan. The model parameters and quantiles are the typical quantities of interest. The large-sample procedure relies on the property that the distribution of the Mike quantities is close to the standard normal in large samples. In this paper, we use a new procedure based on both simulation and asymptotic theory to determine the sample size for a test plan. Unlike the complete data case, the Mike quantities are not pivotal quantities in general when data are time censored. However we show that the distribution of the Mike quantities only depend on the expected proportion failing and obtain the distributions by simulation for both complete and time censoring case when data follow Weibull distribution. We find that the large-sample procedure usually underestimates the sample size even when it is said to be 200 or more. The sample size given by the proposed procedure insures the requested nominal accuracy and confidence of the estimation when the test plan results in complete or time censored data. Some useful figures displaying the required sample size for the new procedure are also presented.
机译:进行可靠性测试的工程师在设计测试计划时需要选择样本大小。模型参数和分位数是所需的典型数量。大样本程序依赖于这样的特性,即大样本中麦克数量的分布接近于标准正态分布。在本文中,我们使用基于仿真和渐近理论的新程序来确定测试计划的样本量。与完整数据情况不同,在对数据进行时间审查时,迈克数量通常不是关键数量。但是,我们证明了Mike数量的分布仅取决于预期的失效比例,并且当数据遵循Weibull分布时,对于完全删失和时间删失情况,都可以通过仿真获得分布。我们发现大样本程序通常会低估样本大小,即使据说样本大小为200或更大。当测试计划得出完整的或经过时间检查的数据时,建议的程序给出的样本量可确保要求的名义精度和估计的置信度。还提供了一些有用的数字,显示了新程序所需的样本量。

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