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New memory‐type dispersion control charts
Authors:Rizwan Ali  Abdul Haq
Affiliation:Department of Statistics, Quaid‐i‐Azam University, Islamabad, Pakistan
Abstract:The exponentially weighted moving average (EWMA) control chart is a memory‐type process monitoring tool that is frequently used to monitor small and moderate disturbances in the process mean and/or process dispersion. In this study, we propose 2 new memory‐type control charts for monitoring changes in the process dispersion, namely, the generally weighted moving average and the hybrid EWMA charts. We use Monte Carlo simulations to compute the run length profiles of the proposed control charts. The run length comparisons of the proposed and existing charts reveal that the generally weighted moving average and hybrid EWMA charts provide better protection than the existing EWMA chart when detecting small to moderate shifts in the process dispersion. An illustrative dataset is also used to show the superiority of the proposed charts over the existing chart.
Keywords:average run length  control chart  EWMA  generally weighted moving average  hybrid EWMA  process dispersion  statistical process control
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