The Statistical Design of EWMA Control Charts with Estimated Parameters

The existing procedures for designing exponentially weighted moving average (EWMA) control charts are based on the assumption of known process parameters. In practice, these parameters are usually unknown and replaced with estimates from an in-control reference sample. Using parameter estimates with design procedures intended for known parameters can lead to significantly deteriorated chart performance. In this paper, the assumption of known parameters is relaxed and design procedures for the EWMA chart are developed accordingly.

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

[2]  Charles P. Quesenberry,et al.  The Effect of Sample Size on Estimated Limits for and X Control Charts , 1993 .

[3]  Marion R. Reynolds,et al.  EWMA CONTROL CHARTS FOR MONITORING THE MEAN OF AUTOCORRELATED PROCESSES , 1999 .

[4]  Fah Fatt Gan,et al.  An optimal design of ewma control charts based on median run length , 1993 .

[5]  Robert V. Baxley,et al.  EWMA Control Charts for the Smallest and Largest Observations , 1999 .

[6]  Connie M. Borror,et al.  Robustness of the EWMA Control Chart to Non-Normality , 1999 .

[7]  C. Quesenberry On Properties of Q Charts for Variables , 1995 .

[8]  James M. Lucas,et al.  Exponentially weighted moving average control schemes: Properties and enhancements , 1990 .

[9]  S. Steiner EWMA Control Charts with Time-Varying Control Limits and Fast Initial Response , 1999 .

[10]  S. W. Roberts,et al.  Control Chart Tests Based on Geometric Moving Averages , 2000, Technometrics.

[11]  Ronald J. M. M. Does,et al.  CUSUM Charts for Preliminary Analysis of Individual Observations , 2000 .

[12]  S. Crowder A simple method for studying run-length distribution of exponentially weighted moving average charts , 1987 .

[13]  Stephen V. Crowder,et al.  Design of Exponentially Weighted Moving Average Schemes , 1989 .

[14]  S. Crowder Average Run Lengths of Exponentially Weighted Moving Average Control Charts , 1987 .

[15]  Douglas C. Montgomery,et al.  Statistically constrained economic design of the EWMA control chart , 1995 .

[16]  William H. Woodall,et al.  Controversies and Contradictions in Statistical Process Control , 2000 .

[17]  Charles W. Champ,et al.  A Comparison of Two Phase One Control Charts , 1995 .

[18]  Zachary G. Stoumbos,et al.  Robustness to Non-Normality of the Multivariate EWMA Control Chart , 2002 .

[19]  Marion R. Reynolds,et al.  Control Charts for Monitoring the Mean and Variance of Autocorrelated Processes , 1999 .

[20]  William H. Woodall,et al.  A Control Chart for Preliminary Analysis of Individual Observations , 1996 .

[21]  John R. English,et al.  Modeling and analysis of EWMA control schemes with variance-adjusted control limits , 1995 .

[22]  Philip B. Newton Probability Limits for Shewhart Phase I x̄-Charts , 1996 .

[23]  Roger M. Sauter,et al.  Introduction to Statistical Quality Control (2nd ed.) , 1992 .