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Bootstrap confidence limits for the process capability index C_(pmk)

机译:对过程能力指数C_(pmk)的自举置信度限制

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摘要

Process capability indices are widely used by quality professionals to determine whether a production process is capable of producing items within a specified tolerance. The capability index C_(pmk) is a generalised version of the basic process capability indices C_p, C_(pk) and C_(pm). Recently, techniques and tables were developed to construct confidence limits for each index. These techniques are based on the assumption that the underlying process is normally distributed. However, many processes can be frequently skewed or heavy tailed in practice and hence the interval estimation technique that is free from the assumption of distribution is desirable. In this article, the capability index C_(pmk) is considered and its confidence limits are estimated using the bootstrap technique. A simulation using three distributions (one normal and two non-normal) is conducted and a comparison is made to show the performances of the three bootstrap confidence intervals.
机译:质量专业人员广泛使用过程能力指数来确定生产过程是否能够生产指定公差内的项目。能力指数C_(pmk)是基本过程能力指数C_p,C_(pk)和C_(pm)的广义版本。最近,开发了一些技术和表格来构造每个索引的置信度限制。这些技术基于以下假设:基础过程是正态分布的。但是,在实践中,许多过程可能经常出现偏斜或沉重的尾巴,因此需要一种不受分布假设影响的区间估计技术。在本文中,考虑了能力指数C_(pmk),并使用自举技术估算了其置信度极限。进行了使用三个分布(一个正态和两个非正态)的模拟,并进行了比较以显示三个自举置信区间的性能。

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