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Original Articles

INTRODUCTION OF DYNAMICS TO AN APPROACH FOR BATCH PROCESS MONITORING USING INDEPENDENT COMPONENT ANALYSIS

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Pages 218-233 | Published online: 15 Jan 2007

References

  • Albazzaz , H. and Wang , X. Z. ( 2004 ). Statistical process control charts for batch operation based on independent component analysis , Ind. Eng. Chem. Res. , 43 , 6731 – 6741 .
  • Albazzaz , H. , Wang , X. Z. , and Marhoon , F. ( 2004 ). Multidimensional visualisation for process historical data analysis: A comparative study with multivariate statistical process control , J. Process Control , 15 , 285 – 294 .
  • Chen , J. and Liu , K.-C. ( 2002 ). On-line batch process monitoring using dynamic PCA and dynamic PLS models , Chem. Eng. Sci. , 57 , 63 – 75 .
  • Chen , G. and McAvory , T. ( 1998 ). Predictive on-line monitoring of continuous processes , J. Process Control , 8 , 409 – 420 .
  • Chen , J. and Wang , X. Z. ( 2001 ). A new approach to near-infrared spectral data analysis using independent component analysis , J. Chem. Inf. Comput. Sci. , 41 , 992 – 1001 .
  • Cinar , A. and Undey , C. ( 1999 ). Statistical process and controller performance monitoring: A tutorial on current methods and future directions, paper presented at American Control Conference San Diego .
  • Edgar , T. F. ( 2003 ). Control and operations: When does controllability equal profitability , in: Process Systems Engineering 8th International Symposium on Process Systems Engineering, Kunming, China , 48 – 61 , Elsevier , New York .
  • Hyvärinen , A. and Oja , E. ( 2000 ). Independent component analysis: Algorithms and applications , Neural Netw. , 13 , 411 – 430 .
  • Kano , M. , Tanaka , S. , Hasebe , S. , Hashimoto , I. , and Ohno , H. ( 2003 ). Monitoring independent components for fault detection , AIChE J. , 49 , 969 – 976 .
  • Kresta , J. V. , MacGregor , J. F. , and Marlin , T. E. ( 1991 ). Multivariate statistical monitoring of process operation performance , Can. J. Chem. Eng. , 69 , 35 – 47 .
  • Ku , W. , Storer , R. , and Georgakis , C. ( 1995 ). Disturbance detection and isolation by dynamic principal component anlysis , Chemom. Intell. Lab. Sys. , 30 , 179 – 196 .
  • Lee , J. M. , Yoo , C. K. , and Lee , I. B. ( 2003a ). New monitoring technique with an ICA algorithm in the wastewater treatment process , Water Sci. Technol. , 47 , 49 – 56 .
  • Lee , J. M. , Yoo , C. , and Lee , I. B. (2003b), On-line batch process monitoring using different unfolding method and independent component analysis, J. Chem. Eng. Jpn. , 36, 1384–1396.
  • Lee , J. M. , Yoo , C. , and Lee , I. B. ( 2003c ). Statistical process monitoring with multivariate exponentially weighted moving average and independent component analysis , J. Chem. Eng. Jpn. , 36 , 563 – 577 .
  • Lee , M. J. , Yoo , C. , and Lee , I. B. ( 2004 ). Statistical monitoring of dynamic processes based on dynamic independent component analysis , Chem. Eng. Sci. , 59 , 2995 – 3006 .
  • Li , R. F. and Wang , X. Z. ( 2002 ). Dimension reduction of process dynamic trends using independent component analysis , Comput. Chem. Eng. , 26 , 467 – 473 .
  • Louwerse , D. J. and Smilde , A. K. ( 2000 ). Multivariate statistical process control of batch processes based on three-way models , Chem. Eng. Sci. , 55 , 1225 – 1235 .
  • Luo , R. F. , Misra , M. , and Himmelblau , D. M. ( 1999 ). Sensor fault detection via multiscale analysis and dynamic PCA , Ind. Eng. Chem. Res. , 38 , 1489 – 1495 .
  • MacGregor , J. F. and Kourti , T. ( 1995 ). Statistical process control of multivariate processes , Control Eng. Pract. , 3 , 403 – 414 .
  • Nomikos , P. and MacGregor , J. F. ( 1994 ). Monitoring batch processes using multi-way principal component analysis , AIChE J. , 40 , 1361 – 1375 .
  • Nomikos , P. and MacGregor , J. F. ( 1995 ). Multivariate SPC charts for monitoring batch processes , Technometrics , 37 , 41 – 59 .
  • Qin , S. J. ( 2003 ). Statistical process monitoring: Basics and beyond , J. Chemom. , 17 , 480 – 502 .
  • Russell , E. , Chiang , L. H. , and Braatz , R. D. ( 2000 ). Data-Driven Methods for Fault Detection and Diagnosis in Chemical Processes , Springer , London .
  • Srinivasan , R. , Wang , C. , Ho , W. K. , and Lim , K. W. ( 2004 ). Dynamic principal component analysis based methodology for clustering process states in agile chemical plants , Ind. Eng. Chem. Res. , 43 , 2123 – 2139 .
  • Thornhill , N. F. , Shah , S. L. , Huang , B. , and Vishnubhotla , A. ( 2002 ). Spectral principal component analysis of dynamic process data , Control Eng. Pract. , 10 , 833 – 846 .
  • Tsung , F. ( 2000 ). Statistical monitoring and diagnosis of automatic controlled processes using dynamic PCA , Int. J. Prod. Res. , 38 , 625 – 637 .
  • Wise , B. M. and Gallagher , N. B. ( 1996 ). The process chemometrics approach to process monitoring and fault detection , J. Process Control , 6 , 329 – 348 .
  • Wold , S. ( 1994 ). Exponentially weighted moving principal components analysis projections to latent structures , Chemom. Intell. Lab. Sys. , 23 , 149 – 161 .
  • Wold , S. , Kettaneh , N. , Friden , H. , and Holmberg , A. ( 1998 ). Modelling and diagnosis of batch processes and analogous kinetics experiments , Chemom. Intell. Lab. Sys. , 44 , 331 – 340 .
  • Xia , C. and Howell , J. ( 2005 ). Isolating multiple sources of plant-wide oscillations via independent component analysis , Control Eng. Pract. , 13 , 1027 – 1035 .
  • Xia , C. M. , Howell , J. , and Thornhill , N. F. ( 2005 ). Detecting and isolating multiple plant-wide oscillations via spectral independent component analysis , Automatica , 41 , 2067 – 2075 .
  • Yao , Z. X. ( 2003 ). Statistical modelling of the state space and monitoring of chemical process systems, Ph.D. diss., School of Chemical Engineering, South China University of Technology .
  • Yao , Z. X. , Qian , Y. , Li , X. X. , and Jiang , Y. B. ( 2003 ). A description of chemical processes based on state space , in: Process Systems Engineering Proceedings of the 8th International Symposium on Process Systems Engineering, Kunming, China , 1112 – 1117 , Elsevior , New York .
  • Yoo , C. K. , Choi , S. W. , and Lee , I. B. ( 2002 ). Dynamic monitoring method for multiscale fault detection and diagnosis in MSPC , Ind. Eng. Chem. Res. , 41 , 4303 – 4317 .
  • Yoo , C. K. , Lee , J. M. , Vanrolleghem , P. A. , and Lee , I. B. ( 2004 ). On-line monitoring of batch processes using multiway independent component analysis , Chemom. Intell. Lab. Sys. , 71 , 151 – 163 .

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