Data mining model-based control charts for multivariate and autocorrelated processes

Expert Systems with Applications

Volumn 39, Issue 2, 2012, Pages 2073-2081

  Kim, Seoung Bum ^a   Jitpitaklert, Weerawat ^b   Park, Sun Kyoung ^c   Hwang, Seung June ^d  

^a Korea University   (South Korea)

^b The University of Texas at Arlington   (United States)

^c Hanyang Cyber University   (South Korea)

^d Hanyang University   (South Korea)

Author keywords

Autocorrelated process; Data mining; Model based control chart; Multivariate process; Statistical process control

Indexed keywords

ABNORMAL BEHAVIOR; AUTO-CORRELATED DATA; AUTOCORRELATED PROCESS; COMPLEX PROCESSES; CUMULATIVE SUM CONTROL CHARTS; DATA MINING ALGORITHM; DATA MINING MODELS; EFFICIENT MONITORING; LARGE AMOUNTS OF DATA; MANUFACTURING PROCESS; MODEL-BASED CONTROL CHART; MONITORING AND DIAGNOSIS; MULTIVARIATE ADAPTIVE REGRESSION SPLINES; MULTIVARIATE PROCESS; PROCESS MEAN; QUALITY IMPROVEMENT; SIMULATION RESULT; STATISTICAL PROCESS; SUPPORT VECTOR REGRESSIONS; SYSTEM MONITORING;

ALGORITHMS; COMPUTER SIMULATION; DATA MINING; FLOWCHARTING; GRAPHIC METHODS; MATHEMATICAL MODELS; NEURAL NETWORKS; PROCESS MONITORING; QUALITY CONTROL;

STATISTICAL PROCESS CONTROL;

EID: 80054957007     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.08.010     Document Type: Conference Paper

References (24)

1. L.C. Alwan, and H.V. Roberts Time-series modeling for statistical process control Journal of Business & Economic Statistics 6 1 1988 87 95
2. L.C. Alwan Effects of autocorrelation on control chart performance Communication in Statistics - Theory and Methods 21 1992 1025 1049
3. J. Arkat, S.T.A. Niaki, and B. Abbasi Artificial neural networks in applying MCUSUM residuals charts for AR(1) processes Applied Mathematics and Computation 189 2007 1889 1901 (Pubitemid 46802797)
4. B. Biller, and B. Nelson Modeling and generating multivariate time-series input processes using a vector autoregressive technique ACM Transactions on Modeling and Computer Simulation 13 3 2003 211 237
5. G.E.P. Box, G.M. Jenkins, and G.C. Reinsel Time series analysis: Forecasting and control 2008 Wiley Hoboken, NJ
6. N. Cristianini, and J. Shawe-Taylor An introduction to support vector machines 2000 Cambridge University Press United Kingdom
7. R.B. Crosier Multivariate generalization of cumulative sum quality-control schemes Technometrics 30 3 1988 291 303
8. J.H. Friedman Multivariate adaptive regression splines (with discussion) Annals of Statistics 19 1991 1 141
9. D.M. Hawkins Multivariate quality control based on regression-adjusted variables Technometrics 33 1991 61 75
10. J.D. Healy A note on multivariate CUSUM procedures Technometrics 29 4 1987 409 412
11. B.K. Issam, and L. Mohamad Support vector regression based residual MCUSUM control chart for autocorrelated process Applied Mathematics and Computation 201 2008 565 574
12. J.E. Jarrett, and X. Pan The quality control chart for monitoring multivariate autocorrelated processes Computational Statistics & Data Analysis 51 2007 3862 3870 (Pubitemid 46497475)
13. W.J. Jiang, K.L. Tsui, and W.H. Woodall A new SPC monitoring method: The ARMA chart Technometrics 42 4 2000 399 410 (Pubitemid 32024184)
14. E.N. Loredo, D. Jearkpaporn, and C.M. Borror Model-based control chart for autoregressive and correlated data Quality and Reliability Engineering International 18 2002 489 496 (Pubitemid 35468097)
15. C.A. Lowry, W.H. Woodall, C.W. Champ, and S.E. Rigdon A multivariate exponentially weighted moving average control chart Technometrics 34 1 1992 46 53
16. D.C. Montgomery, and C.M. Mastrangelo Some statistical process control methods for autocorrelated data Journal of Quality Technology 23 3 1991 179 204
17. D.C. Montgomery Introduction to statistical quality control 5e 2001 Wiley Hoboken, NJ
18. B. Pfaff VAR, SVAR and SVEC models: Implementation within R package vars Journal of Statistical Software 27 4 2008
19. J.J. Pignatiello Jr.; and G.C. Runger Comparisons of multivariate CUSUM charts Journal of Quality Technology 22 1990 173 186
20. B.D. Ripley Pattern recognition and artificial neural networks 1996 Cambridge University Press NY
21. G.C. Runger, and T.R. Willemain Model-based and model-free control of autocorrelated processes Journal of Quality Technology 27 4 1995 283 292
22. W.H. Woodall, and M.M. Ncube Multivariate CUSUM quality control procedures Technometrics 27 1985 285 292
23. W.H. Woodall, and D.G. Montgomery Research issues and ideas in statistical process control Journal of Quality Technology 31 1999 376 385
24. N.F. Zhang A statistical control chart for stationary process data Technometrics 40 1 1998 24 38 (Pubitemid 128619911)