EWMA Dispersion Control Charts for Normal and Non-normal Processes

EWMA Dispersion Control Charts for Normal and Non-normal Processes

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Article ID: iaor2016351
Volume: 31
Issue: 8
Start Page Number: 1691
End Page Number: 1704
Publication Date: Dec 2015
Journal: Quality and Reliability Engineering International
Authors: , , , ,
Keywords: statistics: distributions, control, performance
Abstract:

Process monitoring through control charts is a quite popular practice in statistical process control. This study is planned for monitoring the process dispersion parameter using exponentially weighted moving average (EWMA) control chart scheme. Most of the EWMA dispersion charts that have been proposed are based on the assumption that the parent distribution of the quality characteristic is normal, which is not always the case. In this study, we develop new EWMA charts based on a wide range of dispersion estimates for processes following normal and non‐normal parent distributions. The performance of all the charts is evaluated and compared using run length characteristics (such as the average run length). Extra quadratic loss, relative average run length, and performance comparison index measures are also used to examine the overall effectiveness of the EWMA dispersion charts.

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