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Detecting shift in a Weibull process using bootstrap method

机译:使用Bootstrap方法检测Weibull流程中的偏移

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摘要

Detecting a shift in a Weibull process is considered. The parametric bootstrap method is used to establish lower and upper control limits for monitoring percentiles. When process measurements have a weibull distribution small percentile is of importance when observing tensile strength and it is desirable to detect their downward shift. The performance of the proposed bootstrap percentile charts is considered based on computer simulations, and some comparison is made with the existing Weibull percentile chart. The advantage of the bootstrap method is that they are not restricted by assumptions on the distribution of the process measurements. The bootstrap method uses only the sample data to estimate the sampling distribution of the parameter estimator and then determine appropriate control limit. The new bootstrap chart indicates a shift in the process percentile substantially quicker than the previously existing chart, while maintaining comparable average run lengths when the process is in control.
机译:考虑在威布尔过程中检测位移。参数引导程序方法用于建立监视下限的上限和下限。当过程测量值具有韦伯分布时,在观察抗张强度时,小百分位数非常重要,因此需要检测它们的下移。基于计算机模拟考虑了建议的自举百分比图的性能,并与现有的威布尔百分比图进行了一些比较。自举方法的优点是它们不受过程度量分布假设的限制。引导方法仅使用样本数据来估计参数估计器的样本分布,然后确定适当的控制极限。新的引导程序图表指示过程百分位数的变化比以前现有的图表快得多,同时在过程处于控制状态时仍保持可比较的平均运行长度。

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