Effect of measurement error and autocorrelation on the X¯ chart

Measurement error and autocorrelation often exist in quality control applications. Both have an adverse effect on the X¯ chart's performance. To counteract the undesired effect of autocorrelation, we build-up the samples with non-neighbouring items, according to the time they were produced. To counteract the undesired effect of measurement error, we measure the quality characteristic of each item of the sample several times. The chart's performance is assessed when multiple measurements are applied and the samples are built by taking one item from the production line and skipping one, two or more before selecting the next.

[1]  William H. Woodall,et al.  Effect of Measurement Error on Shewhart Control Charts , 2001 .

[2]  John S. Oakland,et al.  Statistical Process Control , 2018 .

[3]  Douglas C. Montgomery,et al.  GAUGE CAPABILITY AND DESIGNED EXPERIMENTS. PART I: BASIC METHODS , 1993 .

[4]  Layth C. Alwan,et al.  TIME-SERIES INVESTIGATION OF SUBSAMPLE MEAN CHARTS , 1992 .

[5]  P. Young,et al.  Time series analysis, forecasting and control , 1972, IEEE Transactions on Automatic Control.

[6]  A. Vasilopoulos,et al.  Modification of Control Chart Limits in the Presence of Data Correlation , 1978 .

[7]  Stelios Psarakis,et al.  EWMA Chart and Measurement Error , 2004 .

[8]  Cheryl Hild,et al.  CHARTING AUTOCORRELATED DATA: GLTIDELINES FOR PRACTITIONERS , 1997 .

[9]  M. A. Rahlm Economic model of chi-CHART under non-normality and measurement errors , 1985, Comput. Oper. Res..

[10]  J. Durbin,et al.  Testing for serial correlation in least squares regression. I. , 1950, Biometrika.

[11]  Philippe Castagliola,et al.  Autocorrelated SPC for Non‐Normal Situations , 2005 .

[12]  William Ian Miller Statistical Process Control , 2013 .

[13]  Antonio Fernando Branco Costa,et al.  Double sampling $$\overline{X} $$ control chart for a first-order autoregressive moving average process model , 2008 .

[14]  M. Bartlett On the Theoretical Specification and Sampling Properties of Autocorrelated Time‐Series , 1946 .

[15]  W. Woodall,et al.  The Performance of Multivariate Control Charts in the Presence of Measurement Error , 2001 .

[16]  Aiag Measurement Systems Analysis , 2010 .

[17]  Haim Shore Determining measurement error requirements to satisfy statistical process control performance requirements , 2004 .

[18]  J. Durbin,et al.  Testing for serial correlation in least squares regression. II. , 1950, Biometrika.

[19]  George E. P. Box,et al.  Time Series Analysis: Box/Time Series Analysis , 2008 .

[20]  Douglas C. Montgomery,et al.  Some Statistical Process Control Methods for Autocorrelated Data , 1991 .

[21]  George C. Runger,et al.  Model-Based and Model-Free Control of Autocorrelated Processes , 1995 .