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Process monitoring for correlated gamma‐distributed data using generalized‐linear‐model‐based control charts
Authors:Duangporn Jearkpaporn  Douglas C. Montgomery  George C. Runger  Connie M. Borror
Abstract:A model‐based scheme is proposed for monitoring multiple gamma‐distributed variables. The procedure is based on the deviance residual, which is a likelihood ratio statistic for detecting a mean shift when the shape parameter is assumed to be unchanged and the input and output variables are related in a certain manner. We discuss the distribution of this statistic and the proposed monitoring scheme. An example involving the advance rate of a drill is used to illustrate the implementation of the deviance residual monitoring scheme. Finally, a simulation study is performed to compare the average run length (ARL) performance of the proposed method to the standard Shewhart control chart for individuals. Copyright © 2003 John Wiley & Sons, Ltd.
Keywords:model‐based control chart  generalized linear model  correlated gamma‐distributed data
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