The one-parameter Weibull distribution as a means to reduce sample size—A cautionary tale

P.W. Hale
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Abstract

With the continued improvement in electronic product reliability the requirement to test larger and larger samples is becoming more and more difficult to manage. As a result methods by which these sample sizes might be reduced are extremely attractive. This paper investigates an approach in which the one-parameter Weibull distribution is assumed to explain the failure mode, and looks at the consequences if this assumption turns out not to be valid. Specifically, the effect on calculated MTTF is examined from the point of view of variation in the shape parameter, and it is shown that massive errors can result for only slight variations in this parameter.

单参数威布尔分布作为减少样本量的一种手段——一个警示故事
随着电子产品可靠性的不断提高,测试越来越大的样品的要求变得越来越难以管理。因此,可以减少这些样本量的方法非常有吸引力。本文研究了一种假设单参数威布尔分布来解释失效模式的方法,并讨论了如果该假设不成立的后果。具体来说,从形状参数变化的角度考察了对计算的MTTF的影响,结果表明,形状参数的微小变化可能导致巨大的误差。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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