What are the best sample sizes for the Xbar and CUSUM charts?
The and CUSUM control charts are used most widely for monitoring the mean of a quality characteristic x. This article studies the sample sizes and nCUSUM 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 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 and nCUSUM are set as 4 and 1, respectively, based on some conventional wisdom, the simple 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 and nCUSUM 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 or 4, and nCUSUM=2 or 3.
Year of publication: |
2011
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Authors: | Wu, Zhang ; Yang, Mei ; Khoo, Michael B.C. ; Castagliola, Philippe |
Published in: |
International Journal of Production Economics. - Elsevier, ISSN 0925-5273. - Vol. 131.2011, 2, p. 650-662
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Publisher: |
Elsevier |
Keywords: | Statistical process control Control chart Sampling cost Optimization design Quadratic loss function |
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