Adaptive sampling enhancement for Hotelling’s T charts |
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| Authors: | Yan-Kwang Chen |
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| Institution: | Department of Logistics Engineering and Management, National Taichung Institute of Technology, 129 Sanmin Road, Sec. 3, Taichung, Taiwan, ROC |
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| Abstract: | This paper makes a study of an adaptive sampling scheme useful to increase the power of the fixed sampling rate (FSR) T2 control chart. In our study, the three parameters of T2 control chart: the sample size, the sampling interval, and the upper percentage factor that is used for determining the action limit, vary between two values for a relaxed or tightened control, depending on the most recent T2 value. The average time to signal (ATS) and adjusted average time to signal (AATS) a shift in the process mean vector for the new chart are derived and regarded as an objective function respectively to optimize its design parameters. With some minor changes, the new chart can be reduced to the variable sampling interval (VSI) T2 chart, the sample size (VSS) T2 chart, the variable sample size and sampling interval (VSSI) T2 chart, or the FSR T2 chart. Numerical comparisons among them are made and discussed. Furthermore, the effects of the initial sample number (use for estimating the in-control process parameters) upon the chart’s performance and adaptive design parameters are presented. |
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| Keywords: | Variable design parameters Multivariate control chart (Adjusted) average time to signal Genetic algorithms |
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