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Volumn 22, Issue 5, 2002, Pages 10-25

Process Analysis and Abnormal Situation Detection: From Theory to Practice

Author keywords

[No Author keywords available]

Indexed keywords

DATA ACQUISITION; DATABASE SYSTEMS; FEEDBACK CONTROL; QUALITY CONTROL; SENSORS; SIGNAL TO NOISE RATIO; STATISTICAL PROCESS CONTROL;

EID: 0036805513     PISSN: 1066033X     EISSN: None     Source Type: Journal    
DOI: 10.1109/MCS.2002.1035214     Document Type: Article
Times cited : (181)

References (54)
  • 1
    • 0011247123 scopus 로고    scopus 로고
    • Optimization and control
    • R.Tranter, Ed. Sheffield, U.K.: Sheffield Academic
    • T. Kourti, “Optimization and control,” in Design and Analysis in Chemical Research,R.Tranter, Ed. Sheffield, U.K.: Sheffield Academic, 2000, pp. 314-364.
    • (2000) Design and Analysis in Chemical Research , pp. 314-364
    • Kourti, T.1
  • 2
    • 0028905904 scopus 로고
    • Process analysis, monitoring and diagnosis using multivariate projection methods-A tutorial
    • T. Kourti and J.F. MacGregor, “Process analysis, monitoring and diagnosis using multivariate projection methods-A tutorial,” Chemomet. Intell. Lab. Syst., vol. 28, pp. 3-21, 1995.
    • (1995) Chemomet. Intell. Lab. Syst. , vol.28 , pp. 3-21
    • Kourti, T.1    MacGregor, J.F.2
  • 3
    • 0030262558 scopus 로고    scopus 로고
    • Recent developments in multivariate SPC methods for monitoring and diagnosing process and product performance
    • T. Kourti and J.F. MacGregor, “Recent developments in multivariate SPC methods for monitoring and diagnosing process and product performance,” J. Quality Technol., vol. 28, no. 4, pp. 409-428, 1996.
    • (1996) J. Quality Technol. , vol.28 , Issue.4 , pp. 409-428
    • Kourti, T.1    MacGregor, J.F.2
  • 4
    • 0033743575 scopus 로고    scopus 로고
    • On-line monitoring of a latex emulsion polymerization by fiber-optic FT-Raman spectroscopy. Part I: Calibration
    • C. Bauer, B. Amram,M. Agnely, D. Charmot, J. Sawatzki, N. Dupuy, and J.P. Huvenne, “On-line monitoring of a latex emulsion polymerization by fiber-optic FT-Raman spectroscopy. Part I: Calibration,” Appl. Spectrosc., vol. 54, no. 4, pp. 528-535, 2000.
    • (2000) Appl. Spectrosc. , vol.54 , Issue.4 , 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
  • 5
    • 0002532896 scopus 로고
    • On-line latex particle size determination by dynamic light scattering, designed for an industrial environment
    • T. Provder, Ed. ACS Symp. Ser., Amer. Chem. Soc., Washington, D.C.
    • D.F. Nicoli, T. Kourti, P.D. Gossen, J-S. Wu, J.F. MacGregor, and Y-J. Chang, “On-line latex particle size determination by dynamic light scattering, designed for an industrial environment,” Particle Size Characterization, T. Provder, Ed. ACS Symp. Ser., vol. 472. Amer. Chem. Soc., Washington, D.C., 1991, pp. 86-97.
    • (1991) Particle Size Characterization , vol.472 , pp. 86-97
    • Nicoli, D.F.1    Kourti, T.2    Gossen, P.D.3    Wu, S.4    MacGregor, J.F.5    Chang, J.6
  • 7
    • 0001497409 scopus 로고
    • Composition and particle diameter for styrene/methyl methacrylate copolymer latex using UV and NIR spectroscopy
    • P.D. Gossen, J.F. MacGregor, and R.H. Pelton, “Composition and particle diameter for styrene/methyl methacrylate copolymer latex using UV and NIR spectroscopy,” Appl. Spectrosc., vol. 47, no. 11, pp.1852-1870, 1993
    • (1993) Appl. Spectrosc. , vol.47 , Issue.11 , pp. 1852-1870
    • Gossen, P.D.1    MacGregor, J.F.2    Pelton, R.H.3
  • 8
    • 0003658046 scopus 로고
    • A User's Guide to Principal Components
    • New York: Wiley
    • J.E. Jackson, A User's Guide to Principal Components. New York: Wiley, 1991.
    • (1991)
    • Jackson, J.E.1
  • 9
    • 84951601886 scopus 로고
    • Cross-validatory estimation of the number of components in factor and principal components model
    • S.Wold, “Cross-validatory estimation of the number of components in factor and principal components model,” Technometrics, vol. 20, no. 4, pp. 397-405, 1978.
    • (1978) Technometrics , vol.20 , Issue.4 , pp. 397-405
    • Wold, S.1
  • 10
    • 2842581444 scopus 로고    scopus 로고
    • Frameworks for latent variable multivariate regression
    • A.J. Burnham, R. Viveros, and J.F. MacGregor, “Frameworks for latent variable multivariate regression,” J. Chemometr., vol. 10, pp. 31-45, 1996.
    • (1996) J. Chemometr. , vol.10 , pp. 31-45
    • Burnham, A.J.1    Viveros, R.2    MacGregor, J.F.3
  • 11
    • 0030296884 scopus 로고    scopus 로고
    • Missing data methods in PCA and PLS: Score calculations with incomplete observations
    • P.R.C. Nelson, P.A. Taylor, and J.F. MacGregor, “Missing data methods in PCA and PLS: Score calculations with incomplete observations,” Chemometr. Intell. Lab. Syst., vol. 35, pp. 45-65, 1996.
    • (1996) Chemometr. Intell. Lab. Syst. , vol.35 , pp. 45-65
    • Nelson, P.R.C.1    Taylor, P.A.2    MacGregor, J.F.3
  • 12
    • 0003000612 scopus 로고
    • Non-linear estimation by iterative least squares procedures
    • F. David, Ed. New York: Wiley
    • H. Wold, “Non-linear estimation by iterative least squares procedures,” in Research Papers in Statistics, F. David, Ed. New York: Wiley, 1966.
    • (1966) in Research Papers in Statistics
    • Wold, H.1
  • 13
    • 0029703047 scopus 로고    scopus 로고
    • Experiences with industrial applications of projection methods for multivariate statistical control
    • (Suppl.)
    • T. Kourti, J. Lee, and J.F. MacGregor, “Experiences with industrial applications of projection methods for multivariate statistical control,” Comput. Chem. Eng., vol. 20 (Suppl.), pp. S745-S750, 1996.
    • (1996) Comput. Chem. Eng. , vol.20 , pp. S745-S750
    • Kourti, T.1    Lee, J.2    MacGregor, J.F.3
  • 14
    • 0011188067 scopus 로고    scopus 로고
    • Multivariate statistical treatment of historical data for productivity and quality improvements
    • J.F. MacGregor and T. Kourti, “Multivariate statistical treatment of historical data for productivity and quality improvements,” AIChE Symp. Ser., vol. 94, no. 320, pp. 31-41, 1998.
    • (1998) AIChE Symp. Ser. , vol.94 , Issue.320 , pp. 31-41
    • MacGregor, J.F.1    Kourti, T.2
  • 15
    • 0011238380 scopus 로고    scopus 로고
    • Application of dynamic PLS towaste treatment process analysis
    • section 224e, Miami Beach, FL, Nov.
    • C.E. Schlags and A.S. Anani, “Application of dynamic PLS towaste treatment process analysis,” AIChE Meeting, section 224e, Miami Beach, FL, Nov. 1998.
    • (1998) AIChE Meeting
    • Schlags, C.E.1    Anani, A.S.2
  • 19
    • 0011219055 scopus 로고    scopus 로고
    • Les techniques multivariables au service du controle des procedes
    • Mar.
    • N. Bendwell, “Les techniques multivariables au service du controle des procedes,” Vecteur Environnement, vol. 33, no. 2, Mar. 2000.
    • (2000) Vecteur Environnement , vol.33 , Issue.2
    • Bendwell, N.1
  • 20
    • 0003241406 scopus 로고    scopus 로고
    • Multivariate modeling for a multigrade application
    • June 3-5, Stockholm, Sweden.
    • I. Ivanov, S. Wold, and N. Kettaneh-Wold, “Multivariate modeling for a multigrade application,” presented at Control Systems, June 3-5, 2002, Stockholm, Sweden.
    • (2002) presented at Control Systems
    • Ivanov, I.1    Wold, S.2    Kettaneh-Wold, N.3
  • 21
    • 0026108818 scopus 로고
    • Multivariate statistical monitoring of process operating performance
    • J. Kresta, J.F. MacGregor, and T.E. Marlin, “Multivariate statistical monitoring of process operating performance,” Can. J. Chem. Eng., vol. 69, pp. 35-47, 1991.
    • (1991) Can. J. Chem. Eng. , vol.69 , pp. 35-47
    • Kresta, J.1    MacGregor, J.F.2    Marlin, T.E.3
  • 22
    • 0002816744 scopus 로고
    • Multivariate identification: A study of several methods
    • K. Najim and J.P. Babary, Eds., Toulouse, France
    • J.F. MacGregor, T. Kourti, and J.V. Kresta, “Multivariate identification: A study of several methods,” in Proc. IFAC Int. Symp. Adv. Contr. Chem. Processes, K. Najim and J.P. Babary, Eds., Toulouse, France, 1991, pp. 369-375.
    • (1991) in Proc. IFAC Int. Symp. Adv. Contr. Chem. Processes , pp. 369-375
    • MacGregor, J.F.1    Kourti, T.2    Kresta, J.V.3
  • 23
    • 0028367289 scopus 로고
    • Application of feedforward neural networks and partial least squares regression for modeling Kappa number in a continuous Kamyr digester
    • B. Dayal, J.F. MacGregor, P.A. Taylor, R. Kildaw, and S. Marcikic, “Application of feedforward neural networks and partial least squares regression for modeling Kappa number in a continuous Kamyr digester,” Pulp and Paper Canada, vol. 95, no. 1, pp. 26-32, 1994.
    • (1994) Pulp and Paper Canada , vol.95 , Issue.1 , pp. 26-32
    • Dayal, B.1    MacGregor, J.F.2    Taylor, P.A.3    Kildaw, R.4    Marcikic, S.5
  • 24
    • 0031168001 scopus 로고    scopus 로고
    • Recursive exponentially weighted PLS and its applications to adaptive control and prediction
    • B.S. Dayal and J.F. MacGregor, “Recursive exponentially weighted PLS and its applications to adaptive control and prediction,” J. Proc. Contr., vol. 7, no. 3, pp. 169-179, 1997.
    • (1997) J. Proc. Contr. , vol.7 , Issue.3 , pp. 169-179
    • Dayal, B.S.1    MacGregor, J.F.2
  • 26
  • 27
    • 0029252734 scopus 로고
    • Multivariate SPC charts for monitoring batch processes
    • P. Nomikos and J.F. MacGregor, “Multivariate SPC charts for monitoring batch processes,” Technometrics, vol. 37, no. 1, pp. 41-59, 1995.
    • (1995) Technometrics , vol.37 , Issue.1 , pp. 41-59
    • Nomikos, P.1    MacGregor, J.F.2
  • 28
    • 0029357005 scopus 로고
    • Analysis, monitoring and fault diagnosis of batch processes using multiblock and multiway PLS
    • T. Kourti, P. Nomikos, and J.F. MacGregor, “Analysis, monitoring and fault diagnosis of batch processes using multiblock and multiway PLS,” J. Process Contr., vol. 5, pp. 277-284, 1995.
    • (1995) J. Process Contr. , vol.5 , pp. 277-284
    • Kourti, T.1    Nomikos, P.2    MacGregor, J.F.3
  • 29
    • 0028483476 scopus 로고
    • Monitoring of batch processes using multi-way principal component analysis
    • P. Nomikos and J.F. MacGregor, “Monitoring of batch processes using multi-way principal component analysis,” AIChE J., vol. 40, no. 8, pp. 1361-1375, 1994.
    • (1994) AIChE J. , vol.40 , Issue.8 , pp. 1361-1375
    • Nomikos, P.1    MacGregor, J.F.2
  • 30
    • 0032179394 scopus 로고    scopus 로고
    • Multivariate statistical analysis of an emulsion batch process
    • D. Neogi and C.E. Schlags, “Multivariate statistical analysis of an emulsion batch process,” Ind. Eng. Chem. Res., vol. 37, pp. 3971-3979, 1998.
    • (1998) Ind. Eng. Chem. Res. , vol.37 , pp. 3971-3979
    • Neogi, D.1    Schlags, C.E.2
  • 31
    • 0011254850 scopus 로고
    • Multi-way PCA applied to an industrialbatch process
    • K.A. Kosanovich (Hoo), M.J. Piovoso, and K.S. Dahl, “Multi-way PCA applied to an industrialbatch process,” Ind. Chem. Res., vol. 35, pp. 138-146, 1995.
    • (1995) Ind. Chem. Res. , vol.35 , pp. 138-146
    • Kosanovich (Hoo), K.A.1    Piovoso, M.J.2    Dahl, K.S.3
  • 32
    • 0033559909 scopus 로고    scopus 로고
    • Translating third order data analysis methods to chemical batch processes
    • K.S. Dahl, M.J. Piovoso, and K.A. Kosanovich, “Translating third order data analysis methods to chemical batch processes,” Chemometr. Intell. Lab. Syst., vol. 46, pp. 161-180, 1999.
    • (1999) Chemometr. Intell. Lab. Syst. , vol.46 , pp. 161-180
    • Dahl, K.S.1    Piovoso, M.J.2    Kosanovich, K.A.3
  • 33
    • 0000609488 scopus 로고    scopus 로고
    • Comparing alternative approaches for multivariate statistical analysis of batch process data
    • J.A.Westerhuis, T. Kourti, and J.F. MacGregor, “Comparing alternative approaches for multivariate statistical analysis of batch process data,” J. Chemometr., vol. 13, pp. 397-413, 1999.
    • (1999) J. Chemometr. , vol.13 , pp. 397-413
    • Westerhuis, J.A.1    Kourti, T.2    MacGregor, J.F.3
  • 35
    • 0032045464 scopus 로고    scopus 로고
    • Synchronization of batch trajectories using dynamic time warping
    • A. Kassidas, J.F. MacGregor, and P.A. Taylor, “Synchronization of batch trajectories using dynamic time warping,” AIChE J., vol. 44, pp. 864-875, 1998.
    • (1998) AIChE J. , vol.44 , pp. 864-875
    • Kassidas, A.1    MacGregor, J.F.2    Taylor, P.A.3
  • 39
    • 0000080198 scopus 로고    scopus 로고
    • Improved process understanding using multiway principal component analysis
    • K.A. Kosanovic, K.S. Dahl, and M.J. Piovoso, “Improved process understanding using multiway principal component analysis,” Ind. Eng. Chem. Res., vol. 35, p. 138, 1996.
    • (1996) Ind. Eng. Chem. Res. , vol.35 , pp. 138
    • Kosanovic, K.A.1    Dahl, K.S.2    Piovoso, M.J.3
  • 40
    • 0034621629 scopus 로고    scopus 로고
    • Multivariate analysis and optimization of process variable trajectories for batch processes
    • C. Duchesne and J.F. MacGregor, “Multivariate analysis and optimization of process variable trajectories for batch processes,” Chemometr. Intell. Lab. Syst., vol. 51, pp. 125-137, 2000.
    • (2000) Chemometr. Intell. Lab. Syst. , vol.51 , pp. 125-137
    • Duchesne, C.1    MacGregor, J.F.2
  • 41
    • 0037012358 scopus 로고    scopus 로고
    • Control of particle size distributions in emulsion semi-batch polymerization using mid-course correction policies
    • J. Flores-Cerrillo and J.F. MacGregor, “Control of particle size distributions in emulsion semi-batch polymerization using mid-course correction policies,” Indust. Eng. Chem. Res., vol. 41, pp. 1805-1814, 2002.
    • (2002) Indust. Eng. Chem. Res. , vol.41 , pp. 1805-1814
    • Flores-Cerrillo, J.1    MacGregor, J.F.2
  • 42
    • 0000736392 scopus 로고    scopus 로고
    • Analysis of multiblock and hierarchical PCAand PLS models
    • J. Westerhuis, T. Kourti, and J.F. MacGregor, “Analysis of multiblock and hierarchical PCAand PLS models,” J. Chemometr., vol. 12, pp. 301-321, 1998.
    • (1998) J. Chemometr. , vol.12 , pp. 301-321
    • Westerhuis, J.1    Kourti, T.2    MacGregor, J.F.3
  • 43
    • 0001282938 scopus 로고    scopus 로고
    • On unifying multiblock analysis with application to decentralized process monitoring
    • J.S. Qin, S. Valle, and M.J. Piovoso, “On unifying multiblock analysis with application to decentralized process monitoring,” J. Chemometr., vol. 15, pp. 715-742, 2001.
    • (2001) J. Chemometr. , vol.15 , pp. 715-742
    • Qin, J.S.1    Valle, S.2    Piovoso, M.J.3
  • 45
    • 0004257339 scopus 로고    scopus 로고
    • Multivariate Image Analysis. Chichester
    • U.K.: Wiley
    • P. Geladi and H. Grahn, Multivariate Image Analysis. Chichester, U.K.: Wiley, 1996.
    • (1996)
    • Geladi, P.1    Grahn, H.2
  • 46
    • 0032463504 scopus 로고    scopus 로고
    • Multivariate image analysis for real time process monitoring and control
    • M.H. Bharati and J.F. MacGregor, “Multivariate image analysis for real time process monitoring and control,” Ind. Eng. Chem. Res., vol. 37, pp. 4715-4724, 1998.
    • (1998) Ind. Eng. Chem. Res. , vol.37 , pp. 4715-4724
    • Bharati, M.H.1    MacGregor, J.F.2
  • 52
    • 0011180057 scopus 로고    scopus 로고
    • Improvement of process and product quality through multivariate data analysis
    • Ph.D. dissertation, McMaster Univ., Hamilton, Ont., Canada
    • C. Duchesne, “Improvement of process and product quality through multivariate data analysis,” Ph.D. dissertation, McMaster Univ., Hamilton, Ont., Canada, 2000.
    • (2000)
    • Duchesne, C.1
  • 53
    • 0036055634 scopus 로고    scopus 로고
    • Industrial use of multivariate statistical analysis for process monitoring and control
    • Anchorage, AK, May
    • M. Champagne and M. Dudzic, “Industrial use of multivariate statistical analysis for process monitoring and control,” in Proc. Amer. Control Conf., Anchorage, AK, May 2002, pp. 594-599.
    • (2002) in Proc. Amer. Control Conf. , pp. 594-599
    • Champagne, M.1    Dudzic, M.2
  • 54
    • 0034306754 scopus 로고    scopus 로고
    • Product transfer between plants using historical process data
    • C.M. Jaeckle and J.F. MacGregor, “Product transfer between plants using historical process data,” AIChE J., vol. 46, pp. 1989-1997, 2000.
    • (2000) AIChE J. , vol.46 , pp. 1989-1997
    • Jaeckle, C.M.1    MacGregor, J.F.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.