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Volumn 17, Issue 1, 2003, Pages 93-109

Multivariate dynamic data modeling for analysis and statistical process control of batch processes, start-ups and grade transitions

Author keywords

Abnormal situation detection; Batch process monitoring; Grade to grade transitions; Multiblock multiway PCA PLS; Multiway PCA; Multiway PLS; Process start up; Trajectory alignment; Transition control

Indexed keywords

BATCH DATA PROCESSING; LEAST SQUARES APPROXIMATIONS; MULTIVARIANT ANALYSIS; PRINCIPAL COMPONENT ANALYSIS; PROCESS MONITORING; STATISTICAL PROCESS CONTROL;

EID: 0037282647     PISSN: 08869383     EISSN: None     Source Type: Journal    
DOI: 10.1002/cem.778     Document Type: Conference Paper
Times cited : (256)

References (37)
  • 2
    • 0028483476 scopus 로고
    • Monitoring of batch processes using multi-way principal component analysis
    • Nomikos P and MacGregor JF. Monitoring of batch processes using multi-way principal component analysis. AIChE J 1994; 40: 1361-1375.
    • (1994) AIChE J. , vol.40 , pp. 1361-1375
    • Nomikos, P.1    MacGregor, J.F.2
  • 3
    • 0029252734 scopus 로고
    • Multivariate SPC charts for monitoring batch processes
    • Nomikos P and MacGregor JF. Multivariate SPC charts for monitoring batch processes. Technometrics 1995; 37: 41-59.
    • (1995) Technometrics , vol.37 , pp. 41-59
    • Nomikos, P.1    MacGregor, J.F.2
  • 4
    • 0028825273 scopus 로고
    • Multiway partial least squares in monitoring batch processes
    • Nomikos P and MacGregor JF. Multiway partial least squares in monitoring batch processes. Chemometrics Intell. Lab. Syst. 1995; 30: 97-108.
    • (1995) Chemometrics Intell. Lab. Syst. , vol.30 , pp. 97-108
    • Nomikos, P.1    MacGregor, J.F.2
  • 6
    • 0029357005 scopus 로고
    • Analysis, monitoring and fault diagnosis of batch processes using multiblock and multiway PLS
    • Kourti T, Nomikos P and MacGregor JF. Analysis, monitoring and fault diagnosis of batch processes using multiblock and multiway PLS. J. Process Control 1995; 5: 277-284.
    • (1995) J. Process Control , vol.5 , pp. 277-284
    • Kourti, T.1    Nomikos, P.2    MacGregor, J.F.3
  • 7
    • 0001667327 scopus 로고    scopus 로고
    • Analysis, monitoring and fault diagnosis of industrial processes using multivariate statistical projection methods
    • Kummel M, McAvoy T, Niemi A (eds). Pergamon
    • MacGregor JF, Kourti T and Nomikos P. Analysis, monitoring and fault diagnosis of industrial processes using multivariate statistical projection methods. In Proceedings, 13th World Congress of the International Federation of Automatic Control, vol. M, Kummel M, McAvoy T, Niemi A (eds). Pergamon. 1996; 145-150.
    • (1996) Proceedings, 13th World Congress of the International Federation of Automatic Control , vol.1000 , pp. 145-150
    • MacGregor, J.F.1    Kourti, T.2    Nomikos, P.3
  • 8
    • 0029703047 scopus 로고    scopus 로고
    • Experiences with industrial applications of projection methods for multi-variate statistical process control
    • Kourti T, Lee J and MacGregor JF. Experiences with industrial applications of projection methods for multi-variate statistical process control. Comput. Chem. Eng. 1996; 20: S745-S750.
    • (1996) Comput. Chem. Eng. , vol.20
    • Kourti, T.1    Lee, J.2    MacGregor, J.F.3
  • 9
    • 0032045464 scopus 로고    scopus 로고
    • Synchronization of batch trajectories using dynamic time warping
    • Kassidas A, MacGregor JF and Taylor PA. Synchronization of batch trajectories using dynamic time warping. AIChE J. 1998; 44: 864-875.
    • (1998) AIChE J. , vol.44 , pp. 864-875
    • Kassidas, A.1    MacGregor, J.F.2    Taylor, P.A.3
  • 10
    • 0032179394 scopus 로고    scopus 로고
    • Multivariate statistical analysis of an emulsion batch process
    • Neogi D and Schlags CE. Multivariate statistical analysis of an emulsion batch process. Ind. Eng. Chem. Res. 1998; 37: 3971-3979.
    • (1998) Ind. Eng. Chem. Res. , vol.37 , pp. 3971-3979
    • Neogi, D.1    Schlags, C.E.2
  • 11
    • 0013417259 scopus 로고    scopus 로고
    • On-line synchronization of the trajectories of process variables for monitoring batch processes with varying duration
    • submitted
    • Westerhuis JA, Kassidas A, Kourti T, Taylor PA and MacGregor JF. On-line synchronization of the trajectories of process variables for monitoring batch processes with varying duration. AIChE J. submitted, 2003.
    • (2003) AIChE J.
    • Westerhuis, J.A.1    Kassidas, A.2    Kourti, T.3    Taylor, P.A.4    MacGregor, J.F.5
  • 13
    • 0030387633 scopus 로고    scopus 로고
    • Detection and diagnosis of abnormal batch operations based on multiway principal component analysis
    • Nomikos P. Detection and diagnosis of abnormal batch operations based on multiway principal component analysis. ISA Trans. 1996; 35: 259-267.
    • (1996) ISA Trans. , vol.35 , pp. 259-267
    • Nomikos, P.1
  • 14
    • 0000080198 scopus 로고    scopus 로고
    • Improved process understanding using multiway principal component analysis
    • Kosanovic KA, Dahl KS and Piovoso MJ. Improved process understanding using multiway principal component analysis. Ind. Eng. Chem. Res. 1996; 35: 138-146.
    • (1996) Ind. Eng. Chem. Res. , vol.35 , pp. 138-146
    • Kosanovic, K.A.1    Dahl, K.S.2    Piovoso, M.J.3
  • 16
  • 18
    • 0032780006 scopus 로고    scopus 로고
    • Monitoring and diagnosing batch processes with multiway covariates regression models
    • Boque R and Smilde AK. Monitoring and diagnosing batch processes with multiway covariates regression models. AICHE J. 1999; 45: 1503-1520.
    • (1999) AICHE J. , vol.45 , pp. 1503-1520
    • Boque, R.1    Smilde, A.K.2
  • 19
    • 0035016232 scopus 로고    scopus 로고
    • Application of PARAFAC2 to fault detection and diagnosis in semi-conductor etch
    • Wise BM, Gallagher NB and Martin EB. Application of PARAFAC2 to fault detection and diagnosis in semi-conductor etch. J. Chemometrics 2001; 15: 285-298.
    • (2001) J. Chemometrics , vol.15 , pp. 285-298
    • Wise, B.M.1    Gallagher, N.B.2    Martin, E.B.3
  • 20
    • 0000609488 scopus 로고    scopus 로고
    • Comparing alternative approaches for multivariate statistical analysis of batch process data
    • Westerhuis A, Kourti T and MacGregor JF. Comparing alternative approaches for multivariate statistical analysis of batch process data. J. Chemometrics 1999; 13: 397-413.
    • (1999) J. Chemometrics , vol.13 , pp. 397-413
    • Westerhuis, A.1    Kourti, T.2    MacGregor, J.F.3
  • 22
    • 0032517828 scopus 로고    scopus 로고
    • Modelling and diagnosis of batch processes and analogous kinetic experiments
    • Wold S, Kettaneh N, Friden H and Holmberg A. Modelling and diagnosis of batch processes and analogous kinetic experiments. Chemometrics Intell. Lab. Syst. 1998; 44: 331-340.
    • (1998) Chemometrics Intell. Lab. Syst. , vol.44 , pp. 331-340
    • Wold, S.1    Kettaneh, N.2    Friden, H.3    Holmberg, A.4
  • 23
    • 0035329992 scopus 로고    scopus 로고
    • Derivation of function space analysis based PCA control charts for batch process monitoring
    • Chen J and Liu J. Derivation of function space analysis based PCA control charts for batch process monitoring. Chem. Eng. Sci. 2001; 56: 3289-3304.
    • (2001) Chem. Eng. Sci. , vol.56 , pp. 3289-3304
    • Chen, J.1    Liu, J.2
  • 24
    • 0036981048 scopus 로고    scopus 로고
    • Multivariate SPC for start-ups, and grade transitions
    • Duchesne C, Kourti T and MacGregor JF. Multivariate SPC for start-ups, and grade transitions. AIChE J. 2002; 48: 2890-2901.
    • (2002) AIChE J. , vol.48 , pp. 2890-2901
    • Duchesne, C.1    Kourti, T.2    MacGregor, J.F.3
  • 26
    • 0033743575 scopus 로고    scopus 로고
    • On-line monitoring of a latex emulsion polymerization by fiber-optic FT-Raman spectroscopy. Part I: Calibration
    • Bauer C, Amram B, Agnely M, Charmot D, Sawatzki J, Dupuy N and Huvenne JP. On-line monitoring of a latex emulsion polymerization by fiber-optic FT-Raman spectroscopy. Part I: Calibration. Appl. Spectrosc. 2000; 54: 528-535.
    • (2000) Appl. Spectrosc. , vol.54 , pp. 528-535
    • Bauer, C.1    Amram, B.2    Agnely, M.3    Charmot, D.4    Sawatzki, J.5    Dupuy, N.6    Huvenne, J.P.7
  • 27
    • 0002532896 scopus 로고
    • On-line latex particle size determination by dynamic light scattering, designed for an industrial Environment
    • Nicoli DF, Kourti T, Gossen PD, Wu J-S, MacGregor JF and Chang Y-J. On-line latex particle size determination by dynamic light scattering, designed for an industrial Environment. ACS Symp. Ser. 1991; 472: 86-97.
    • (1991) ACS Symp. Ser. , vol.472 , pp. 86-97
    • Nicoli, D.F.1    Kourti, T.2    Gossen, P.D.3    Wu, J.-S.4    MacGregor, J.F.5    Chang, Y.-J.6
  • 29
    • 0001497409 scopus 로고
    • Composition and particle diameter for styrene/methyl methacrylate copolymer latex using UV and NIR spectroscopy
    • Gossen PD, MacGregor JF and Pelton RH. Composition and particle diameter for styrene/methyl methacrylate copolymer latex using UV and NIR spectroscopy. Appl. Spectrosc. 1993; 47: 1852-1870.
    • (1993) Appl. Spectrosc. , vol.47 , pp. 1852-1870
    • Gossen, P.D.1    MacGregor, J.F.2    Pelton, R.H.3
  • 30
    • 0034621629 scopus 로고    scopus 로고
    • Multivariate analysis and optimization of process variable trajectories for batch processes
    • Duchesne C and MacGregor JF. Multivariate analysis and optimization of process variable trajectories for batch processes. Chemometrics Intell. Lab. Syst. 2000; 51: 125-137.
    • (2000) Chemometrics Intell. Lab. Syst. , vol.51 , pp. 125-137
    • Duchesne, C.1    MacGregor, J.F.2
  • 31
    • 0000736392 scopus 로고    scopus 로고
    • Analysis of multiblock and hierarchical PCA and PLS models
    • Westerhuis J, Kourti T and MacGregor JF. Analysis of multiblock and hierarchical PCA and PLS models. J. Chemometrics 1998; 12: 301-321.
    • (1998) J. Chemometrics , vol.12 , pp. 301-321
    • Westerhuis, J.1    Kourti, T.2    MacGregor, J.F.3
  • 32
    • 0001282938 scopus 로고    scopus 로고
    • On unifying multiblock analysis with application to decentralized process monitoring
    • Qin JS, Valle S and Piovoso MJ. On unifying multiblock analysis with application to decentralized process monitoring. J. Chemometrics 2001; 15: 715-742.
    • (2001) J. Chemometrics , vol.15 , pp. 715-742
    • Qin, J.S.1    Valle, S.2    Piovoso, M.J.3
  • 33
    • 0031117784 scopus 로고    scopus 로고
    • Product quality control in semi-batch reactors using mid-course correction policies
    • Yabuki Y and MacGregor JF. Product quality control in semi-batch reactors using mid-course correction policies. Ind. Eng. Chem. Res. 1997; 36: 1268-1275.
    • (1997) Ind. Eng. Chem. Res. , vol.36 , pp. 1268-1275
    • Yabuki, Y.1    MacGregor, J.F.2
  • 34
    • 0037012358 scopus 로고    scopus 로고
    • Control of particle size distributions in emulsion semi-batch polymerization using mid-course correction policies
    • Flores-Cerrillo J and MacGregor JF. Control of particle size distributions in emulsion semi-batch polymerization using mid-course correction policies. Ind. Eng. Chem. Res. 2002; 41: 1805-1814.
    • (2002) Ind. Eng. Chem. Res. , vol.41 , pp. 1805-1814
    • Flores-Cerrillo, J.1    MacGregor, J.F.2
  • 35
    • 0013364237 scopus 로고    scopus 로고
    • Multivariate calibration models based on functional space and partial least squares for batch processes
    • Stephanopoulos G, Romagnoli J, Yoon ES (eds). Elsevier
    • Chen J and Liu J. Multivariate calibration models based on functional space and partial least squares for batch processes. In IFAC Symposium on Online Fault Detection and Supervision in the Chemical Process Industries, Stephanopoulos G, Romagnoli J, Yoon ES (eds). Elsevier. 2001; 161.
    • (2001) IFAC Symposium on Online Fault Detection and Supervision in the Chemical Process Industries , pp. 161
    • Chen, J.1    Liu, J.2
  • 36
    • 0013362753 scopus 로고    scopus 로고
    • Super model based techniques for batch performance monitoring
    • Grievink J, van Schijndel J (eds). Elsevier Science: Amsterdam
    • McPherson L, Morris AJ and Martin EB. Super model based techniques for batch performance monitoring. In 12th European Symposium on Computer Aided Process Engineering, Grievink J, van Schijndel J (eds). Elsevier Science: Amsterdam, 2002; 523-528.
    • (2002) 12th European Symposium on Computer Aided Process Engineering , pp. 523-528
    • McPherson, L.1    Morris, A.J.2    Martin, E.B.3
  • 37
    • 0030296884 scopus 로고    scopus 로고
    • Missing data methods in PCA and PLS: Score calculations with incomplete observations
    • Nelson PRC, Taylor PA and MacGregor JF. Missing data methods in PCA and PLS: score calculations with incomplete observations. Chemometrics Intell. Lab. Syst. 1996; 35: 45-65.
    • (1996) Chemometrics Intell. Lab. Syst. , vol.35 , pp. 45-65
    • Nelson, P.R.C.1    Taylor, P.A.2    MacGregor, J.F.3


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