What are the best sample sizes for the Xbar and CUSUM charts?

What are the best sample sizes for the Xbar and CUSUM charts?

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Article ID: iaor20114442
Volume: 131
Issue: 2
Start Page Number: 650
End Page Number: 662
Publication Date: Jun 2011
Journal: International Journal of Production Economics
Authors: , , ,
Keywords: quality & reliability
Abstract:

The X ¯ equ1 and CUSUM control charts are used most widely for monitoring the mean of a quality characteristic x. This article studies the sample sizes n X ¯ equ2 and n CUSUM of these two charts in the domain of statistical design. However, the study takes the important sampling inspection cost (including the variable and fixed cost components) into consideration. The chart performance will be measured by a weighted average ATS (Average Time to Signal). There are two interesting findings based on the results of this study: (1) The X ¯ equ3 chart becomes more statistically effective for detecting mean shifts when the fixed sampling cost cannot be neglected and/or when the mean shift range is small. If n X ¯ equ4 and n CUSUM are set as 4 and 1, respectively, based on some conventional wisdom, the simple X ¯ equ5 chart often outperforms the more complicated CUSUM chart from an overall viewpoint. (2) Under all circumstances, the overall statistical performance of both charts can be improved, or significantly improved, by the optimization design. The optimal values of n X ¯ equ6 and n CUSUM depend on the ratio between the fixed and variable sampling costs, the range of the mean shift, and the in‐control Average Time to Signal. For the general cases, the best sample sizes are n X ¯ = 3 equ7 or 4, and n CUSUM =2 or 3.

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