Multivariate Exponentially Weighted Moving Average Charts for a Mean Based on Its Prediction Distribution

This article develops a control chart for a mean vector when it is monitored by a quadratic form in the exponentially weighted observation vector. A Bayesian approach is used to incorporate parameter uncertainty. We first use a Bayesian predictive distribution to construct the control chart, and we then use a sampling theory approach to evaluate it under various hypothetical specifications for the data generation model.

[1]  Rick L. Edgeman,et al.  Multivariate Statistical Process Control with Industrial Applications , 2004, Technometrics.

[2]  Stelios Psarakis,et al.  Multivariate statistical process control charts: an overview , 2007, Qual. Reliab. Eng. Int..

[3]  Charles W. Champ,et al.  Properties of the T2 Control Chart When Parameters Are Estimated , 2005, Technometrics.

[4]  I. R. Dunsmore,et al.  Statistical Prediction Analysis: Diagnosis , 1975 .

[5]  Ulrich Menzefricke,et al.  ON THE EVALUATION OF CONTROL CHART LIMITS BASED ON PREDICTIVE DISTRIBUTIONS , 2002 .

[6]  R. Muirhead Aspects of Multivariate Statistical Theory , 1982, Wiley Series in Probability and Statistics.

[7]  John Aitchison,et al.  Statistical Prediction Analysis , 1975 .

[8]  Charles W. Champ,et al.  Effects of Parameter Estimation on Control Chart Properties: A Literature Review , 2006 .

[9]  Charles W. Champ,et al.  A multivariate exponentially weighted moving average control chart , 1992 .

[10]  P. H. Garthwaite,et al.  Prior distribution assessment for a multivariate normal distribution: An experimental study , 2001 .

[11]  Douglas C. Montgomery,et al.  A review of multivariate control charts , 1995 .

[12]  Gyo-Young Cho,et al.  Multivariate Control Charts for Monitoring the Mean Vector and Covariance Matrix , 2006 .

[13]  H. Ruben,et al.  Probability Content of Regions Under Spherical Normal Distributions, IV: The Distribution of Homogeneous and Non-Homogeneous Quadratic Functions of Normal Variables , 1961 .

[14]  Charles W. Champ,et al.  The Performance of Exponentially Weighted Moving Average Charts With Estimated Parameters , 2001, Technometrics.

[15]  Ulrich Menzefricke,et al.  Control Charts for the Generalized Variance Based on Its Predictive Distribution , 2007 .

[16]  H. Hotelling,et al.  Multivariate Quality Control , 1947 .

[17]  Charles W. Champ,et al.  Properties of Multivariate Control Charts with Estimated Parameters , 2007 .