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A Birnbaum-Saunders accelerated life model

机译:Birnbaum-Saunders加速生命模型

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The 2-parameter family of probability distributions introduced by Birnbaum and Saunders characterizes the fatigue failure of materials subjected to cyclic stresses and strains. It is shown that the methods of accelerated life testing are applicable to the Birnbaum-Saunders distribution for analyzing accelerated lifetime data, and the (inverse) power law model is used due to its justification for describing accelerated fatigue failure in metals. This paper develops the (inverse) power law accelerated form of the Birnbaum-Saunders distribution, and explores the corresponding inference procedures-including parameter estimation techniques and the derivation of the s-expected Fisher information matrix. The model approach in this paper is different from an earlier work, which considered a log-linear form of a model with applications to accelerated life testing. Here, using an example data set, the fitted model is effectively used to estimate lower distribution percentiles and mean failure times for particular values of the acceleration variable. The benefits of having an operable closed form of the Fisher information matrix, which is unique to this article for this model, include interval estimation of model parameters and LCB on percentiles using relatively simple computational procedures.
机译:Birnbaum和Saunders引入的2参数概率分布族描述了承受循环应力和应变的材料的疲劳破坏。结果表明,加速寿命测试的方法适用于Birnbaum-Saunders分布,用于分析加速寿命数据,并且由于使用了(逆)幂定律模型来描述金属的加速疲劳失效,因此该方法也适用。本文开发了Birnbaum-Saunders分布的(逆)幂定律加速形式,并探索了相应的推理程序,包括参数估计技术和S期望的Fisher信息矩阵的推导。本文中的模型方法不同于早期的工作,后者认为模型的对数线性形式可用于加速寿命测试。在这里,使用示例数据集,拟合模型可有效地用于估计较低的分布百分位数和加速度变量特定值的平均故障时间。费舍尔信息矩阵具有可操作的闭合形式的好处(此文章对于该模型而言是唯一的),包括使用相对简单的计算过程对模型参数和百分位数进行LCB的区间估计。

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