메뉴 건너뛰기




Volumn 33, Issue 2, 2009, Pages 172-183

A survey on multistage/multiphase statistical modeling methods for batch processes

Author keywords

Batch process; MSPC; Multiphase; Multistage; PCA; PLS

Indexed keywords

BATCH PROCESS; MSPC; MULTIPHASE; MULTISTAGE; PCA; PLS;

EID: 70449094646     PISSN: 13675788     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.arcontrol.2009.08.001     Document Type: Article
Times cited : (223)

References (73)
  • 1
    • 0000226493 scopus 로고    scopus 로고
    • A serial extension of multiblock PLS
    • Berglund A., and Wold S. A serial extension of multiblock PLS. Journal of Chemometrics 13 (1999) 461-471
    • (1999) Journal of Chemometrics , vol.13 , pp. 461-471
    • Berglund, A.1    Wold, S.2
  • 2
    • 0030196364 scopus 로고    scopus 로고
    • Stacked regression
    • Breiman L. Stacked regression. Machine Learning 24 (1996) 49-64
    • (1996) Machine Learning , vol.24 , pp. 49-64
    • Breiman, L.1
  • 3
    • 33645311553 scopus 로고    scopus 로고
    • Multi-phase principal component analysis for batch processes modeling
    • Camacho J., and Picó J. Multi-phase principal component analysis for batch processes modeling. Chemometrics and Intelligent Laboratory Systems 81 (2006) 127-136
    • (2006) Chemometrics and Intelligent Laboratory Systems , vol.81 , pp. 127-136
    • Camacho, J.1    Picó, J.2
  • 4
    • 33750361533 scopus 로고    scopus 로고
    • Online monitoring of batch processes using multi-phase principal component analysis
    • Camacho J., and Picó J. Online monitoring of batch processes using multi-phase principal component analysis. Journal of Process Control 16 (2006) 1021-1035
    • (2006) Journal of Process Control , vol.16 , pp. 1021-1035
    • Camacho, J.1    Picó, J.2
  • 5
    • 57149098240 scopus 로고    scopus 로고
    • Multi-phase analysis framework for handling batch process data
    • 10.1002/cem.1151
    • Camacho J., Picó J., and Ferrer A. Multi-phase analysis framework for handling batch process data. Journal of Chemometrics (2008) 10.1002/cem.1151
    • (2008) Journal of Chemometrics
    • Camacho, J.1    Picó, J.2    Ferrer, A.3
  • 6
    • 53649083927 scopus 로고    scopus 로고
    • Bilinear modeling of batch processes. Part I: Theoretical discussion
    • 10.1002/cem.1113
    • Camacho J., Picó J., and Ferrer A. Bilinear modeling of batch processes. Part I: Theoretical discussion. Journal of Chemometrics (2008) 10.1002/cem.1113
    • (2008) Journal of Chemometrics
    • Camacho, J.1    Picó, J.2    Ferrer, A.3
  • 7
    • 0035118878 scopus 로고    scopus 로고
    • A generalization of principal component analysis to K sets of variables
    • Casin P. A generalization of principal component analysis to K sets of variables. Computer Statistical and Data Analysis 35 (2001) 417-428
    • (2001) Computer Statistical and Data Analysis , vol.35 , pp. 417-428
    • Casin, P.1
  • 8
    • 0037039540 scopus 로고    scopus 로고
    • On-line batch process monitoring using dynamic PCA and dynamic PLS models
    • Chen J., and Liu K.C. On-line batch process monitoring using dynamic PCA and dynamic PLS models. Chemical Engineering Science 57 (2002) 63-75
    • (2002) Chemical Engineering Science , vol.57 , pp. 63-75
    • Chen, J.1    Liu, K.C.2
  • 9
    • 0043256723 scopus 로고    scopus 로고
    • A method for predicting future observations in the monitoring of a batch process
    • Cho H.W., and Kim K.J. A method for predicting future observations in the monitoring of a batch process. Journal of Quality Technology 35 (2003) 59-69
    • (2003) Journal of Quality Technology , vol.35 , pp. 59-69
    • Cho, H.W.1    Kim, K.J.2
  • 10
    • 10444237307 scopus 로고    scopus 로고
    • Multiblock PLS-based localized process diagnosis
    • Choi S.W., and Lee I.B. Multiblock PLS-based localized process diagnosis. Journal of Process Control 15 (2005) 295-306
    • (2005) Journal of Process Control , vol.15 , pp. 295-306
    • Choi, S.W.1    Lee, I.B.2
  • 11
    • 35648993555 scopus 로고    scopus 로고
    • Online monitoring of multi-phase batch processes using phase-based multivariate statistical process control
    • Doan X.T., and Srinivasan R. Online monitoring of multi-phase batch processes using phase-based multivariate statistical process control. Computers and Chemical Engineering 32 (2008) 230-243
    • (2008) Computers and Chemical Engineering , vol.32 , pp. 230-243
    • Doan, X.T.1    Srinivasan, R.2
  • 12
    • 0030211997 scopus 로고    scopus 로고
    • Batch tracking via nonlinear principal component analysis
    • Dong D., and McAvoy T.J. Batch tracking via nonlinear principal component analysis. AIChE Journal 42 (1996) 2199-2208
    • (1996) AIChE Journal , vol.42 , pp. 2199-2208
    • Dong, D.1    McAvoy, T.J.2
  • 13
    • 0043015539 scopus 로고    scopus 로고
    • Nonlinear principal component analysis-based on principal component curves and neural networks
    • Dong D., and McAvoy T.J. Nonlinear principal component analysis-based on principal component curves and neural networks. Computers and Chemical Engineering 20 (1996) 65-78
    • (1996) Computers and Chemical Engineering , vol.20 , pp. 65-78
    • Dong, D.1    McAvoy, T.J.2
  • 14
    • 60649091206 scopus 로고    scopus 로고
    • Multivariate statistical estimation of product quality in the industrial batch production of a resin
    • Cancun
    • Facco P., Olivi M., Rebuscini C., Bezzo F., and Barolo M. Multivariate statistical estimation of product quality in the industrial batch production of a resin. Dycops, 2007, vol. 2. Cancun (2007) 93-98
    • (2007) Dycops, 2007, vol. 2 , pp. 93-98
    • Facco, P.1    Olivi, M.2    Rebuscini, C.3    Bezzo, F.4    Barolo, M.5
  • 15
    • 11144325691 scopus 로고
    • Partial least-squares regression: A tutorial
    • Geladi P., and Kowalski B.R. Partial least-squares regression: A tutorial. Analytica Chimica Acta 185 (1986) 1-17
    • (1986) Analytica Chimica Acta , vol.185 , pp. 1-17
    • Geladi, P.1    Kowalski, B.R.2
  • 16
    • 0000997154 scopus 로고    scopus 로고
    • Supervision of bioprocesses using a dynamic time warping algorithm
    • Gollmer K., and Posten C. Supervision of bioprocesses using a dynamic time warping algorithm. Control Engineering and Practice 4 (1996) 1287-1295
    • (1996) Control Engineering and Practice , vol.4 , pp. 1287-1295
    • Gollmer, K.1    Posten, C.2
  • 18
    • 0018503842 scopus 로고
    • Control procedures for residuals associated with principal component analysis
    • Jackson J.E., and Mudholkar G.S. Control procedures for residuals associated with principal component analysis. Technometrics 21 (1979) 341-349
    • (1979) Technometrics , vol.21 , pp. 341-349
    • Jackson, J.E.1    Mudholkar, G.S.2
  • 22
    • 0032045464 scopus 로고    scopus 로고
    • Synchronization of batch trajectories using dynamic time warping
    • Kassidas A., MacGregor J.F., and Taylor P.A. Synchronization of batch trajectories using dynamic time warping. AIChE Journal 44 (1998) 864-875
    • (1998) AIChE Journal , vol.44 , pp. 864-875
    • Kassidas, A.1    MacGregor, J.F.2    Taylor, P.A.3
  • 25
    • 0029357005 scopus 로고
    • Analysis, monitoring and fault diagnosis of batch processes using multiblock and multiway PLS
    • Kourti T., Nomikos P., and MacGregor J.F. Analysis, monitoring and fault diagnosis of batch processes using multiblock and multiway PLS. Journal of Process Control 5 (1995) 277-284
    • (1995) Journal of Process Control , vol.5 , pp. 277-284
    • Kourti, T.1    Nomikos, P.2    MacGregor, J.F.3
  • 26
    • 0037282647 scopus 로고    scopus 로고
    • Multivariate dynamic data modeling for analysis and statistical process control of batch processes, start-ups and grade transitions
    • Kourti T. Multivariate dynamic data modeling for analysis and statistical process control of batch processes, start-ups and grade transitions. Journal of Chemometrics 17 (2003) 93-109
    • (2003) Journal of Chemometrics , vol.17 , pp. 93-109
    • Kourti, T.1
  • 27
    • 1642516079 scopus 로고    scopus 로고
    • Abnormal situation detection, three way data and projection methods-Robust data archiving and modeling for industrial applications
    • Kourti T. Abnormal situation detection, three way data and projection methods-Robust data archiving and modeling for industrial applications. Annual Reviews in Control 27 (2003) 131-138
    • (2003) Annual Reviews in Control , vol.27 , pp. 131-138
    • Kourti, T.1
  • 28
    • 18844397336 scopus 로고    scopus 로고
    • Application of latent variable methods to process control and multivariate statistical process control in industry
    • Kourti T. Application of latent variable methods to process control and multivariate statistical process control in industry. International Journal of Adaptation and Control Signal Processing 19 (2005) 213-246
    • (2005) International Journal of Adaptation and Control Signal Processing , vol.19 , pp. 213-246
    • Kourti, T.1
  • 30
    • 0037457689 scopus 로고    scopus 로고
    • Monitoring of a sequencing batch reactor using adaptive multiblock principal component analysis
    • Lee D.S., and Vanrolleghem P.A. Monitoring of a sequencing batch reactor using adaptive multiblock principal component analysis. Biotechnology and Bioengineering 82 (2003) 489-497
    • (2003) Biotechnology and Bioengineering , vol.82 , pp. 489-497
    • Lee, D.S.1    Vanrolleghem, P.A.2
  • 31
    • 0034661266 scopus 로고    scopus 로고
    • Nonlinear dynamic principal component analysis for on-line process monitoring and diagnosis
    • Lin W.L., Qian Y., and Li X.X. Nonlinear dynamic principal component analysis for on-line process monitoring and diagnosis. Computers and Chemical Engineering 24 (2000) 423-429
    • (2000) Computers and Chemical Engineering , vol.24 , pp. 423-429
    • Lin, W.L.1    Qian, Y.2    Li, X.X.3
  • 32
    • 53649095499 scopus 로고    scopus 로고
    • Fault detection and classification for a two-stage batch process
    • 10.1002/cem.1149
    • Liu J., and Wong D.S.H. Fault detection and classification for a two-stage batch process. Chemometrics (2008) 10.1002/cem.1149
    • (2008) Chemometrics
    • Liu, J.1    Wong, D.S.H.2
  • 33
    • 19844382757 scopus 로고    scopus 로고
    • Stage-based process analysis and quality prediction for batch processes
    • Lu N., and Gao F. Stage-based process analysis and quality prediction for batch processes. Industrial and Engineering Chemistry Research 44 (2005) 3547-3555
    • (2005) Industrial and Engineering Chemistry Research , vol.44 , pp. 3547-3555
    • Lu, N.1    Gao, F.2
  • 34
    • 33646390395 scopus 로고    scopus 로고
    • Stage-based online quality control for batch processes
    • Lu N., and Gao F. Stage-based online quality control for batch processes. Industrial and Engineering Chemistry Research 45 (2006) 2272-2280
    • (2006) Industrial and Engineering Chemistry Research , vol.45 , pp. 2272-2280
    • Lu, N.1    Gao, F.2
  • 35
    • 1042268071 scopus 로고    scopus 로고
    • Sub-PCA modeling and on-line monitoring strategy for batch processes
    • Lu N., Gao F., and Wang F. Sub-PCA modeling and on-line monitoring strategy for batch processes. AIChE Journal 50 (2004) 255-259
    • (2004) AIChE Journal , vol.50 , pp. 255-259
    • Lu, N.1    Gao, F.2    Wang, F.3
  • 36
    • 2942672193 scopus 로고    scopus 로고
    • PCA-based modeling and on-line monitoring strategy for uneven-length batch processes
    • Lu N., Gao F., Yang Y., and Wang F. PCA-based modeling and on-line monitoring strategy for uneven-length batch processes. Industrial Engineering and Chemical Research 43 (2004) 3343-3352
    • (2004) Industrial Engineering and Chemical Research , vol.43 , pp. 3343-3352
    • Lu, N.1    Gao, F.2    Yang, Y.3    Wang, F.4
  • 37
    • 34047234873 scopus 로고    scopus 로고
    • Stage-based multivariate statistical analysis for injection molding
    • Hong Kong
    • Lu N., Yang Y., Gao F., and Wang F. Stage-based multivariate statistical analysis for injection molding. ADCHEM 2004. Hong Kong (2004) 471-476
    • (2004) ADCHEM 2004 , pp. 471-476
    • Lu, N.1    Yang, Y.2    Gao, F.3    Wang, F.4
  • 41
    • 0037411801 scopus 로고    scopus 로고
    • Phase-based supervisory control for fermentation process development
    • Muthuswamy K., and Srinivasan R. Phase-based supervisory control for fermentation process development. Journal of Process Control 13 (2003) 367-382
    • (2003) Journal of Process Control , vol.13 , pp. 367-382
    • Muthuswamy, K.1    Srinivasan, R.2
  • 42
    • 0028483476 scopus 로고
    • Monitoring batch processes using multiway principal component analysis
    • Nomikos P., and MacCregor J.F. Monitoring batch processes using multiway principal component analysis. AIChE Journal 40 (1994) 1361-1375
    • (1994) AIChE Journal , vol.40 , pp. 1361-1375
    • Nomikos, P.1    MacCregor, J.F.2
  • 43
    • 0029252734 scopus 로고
    • Multivariate SPC charts for monitoring batch processes
    • Nomikos P., and MacCregor J.F. Multivariate SPC charts for monitoring batch processes. Technometrics 37 (1995) 41-59
    • (1995) Technometrics , vol.37 , pp. 41-59
    • Nomikos, P.1    MacCregor, J.F.2
  • 46
    • 0001282938 scopus 로고    scopus 로고
    • On unifying multiblock analysis with application to decentralized process monitoring
    • Qin S.J., Valle S., and Piovoso M.J. On unifying multiblock analysis with application to decentralized process monitoring. Journal of Chemometrics 15 (2001) 715-742
    • (2001) Journal of Chemometrics , vol.15 , pp. 715-742
    • Qin, S.J.1    Valle, S.2    Piovoso, M.J.3
  • 48
    • 21844434004 scopus 로고    scopus 로고
    • Fault detection properties of global, local and time evolving models for batch process monitoring
    • Ramaker H.J., van Sprang E.N.M., Westerhuis J.A., and Smilde A.K. Fault detection properties of global, local and time evolving models for batch process monitoring. Journal of Process Control 15 (2005) 799-805
    • (2005) Journal of Process Control , vol.15 , pp. 799-805
    • Ramaker, H.J.1    van Sprang, E.N.M.2    Westerhuis, J.A.3    Smilde, A.K.4
  • 50
    • 34250887501 scopus 로고    scopus 로고
    • Multivariate statistical analysis of a multi-step industrial processes
    • Reinikainen S.P., and Höskuldsson A. Multivariate statistical analysis of a multi-step industrial processes. Analytica Chinica Acta 595 (2007) 248-256
    • (2007) Analytica Chinica Acta , vol.595 , pp. 248-256
    • Reinikainen, S.P.1    Höskuldsson, A.2
  • 54
    • 0036805179 scopus 로고    scopus 로고
    • Statistical monitoring of multistage, multiphase batch processes
    • Ündey C., and Cinar A. Statistical monitoring of multistage, multiphase batch processes. IEEE Control Systems Magazine 22 (2002) 40-52
    • (2002) IEEE Control Systems Magazine , vol.22 , pp. 40-52
    • Ündey, C.1    Cinar, A.2
  • 55
    • 0141566609 scopus 로고    scopus 로고
    • Online batch/fed-batch process performance monitoring, quality prediction, and variable-contribution analysis for diagnosis
    • Ündey C., Ertunc S., and Cinar A. Online batch/fed-batch process performance monitoring, quality prediction, and variable-contribution analysis for diagnosis. Industrial Engineering and Chemical Research 42 (2003) 4645-4658
    • (2003) Industrial Engineering and Chemical Research , vol.42 , pp. 4645-4658
    • Ündey, C.1    Ertunc, S.2    Cinar, A.3
  • 57
    • 38149028417 scopus 로고    scopus 로고
    • Active fault-tolerant control of nonlinear batch processes with sensor faults
    • Wang Y., Yang Y., Zhou D., and Gao F. Active fault-tolerant control of nonlinear batch processes with sensor faults. Industrial Engineering and Chemical Research 46 (2007) 9158-9169
    • (2007) Industrial Engineering and Chemical Research , vol.46 , pp. 9158-9169
    • Wang, Y.1    Yang, Y.2    Zhou, D.3    Gao, F.4
  • 58
    • 43149117199 scopus 로고    scopus 로고
    • Iterative learning model predictive control for multi-phase batch processes
    • Wang Y., Zhou D., and Gao F. Iterative learning model predictive control for multi-phase batch processes. Journal of Process Control 18 (2008) 543-557
    • (2008) Journal of Process Control , vol.18 , pp. 543-557
    • Wang, Y.1    Zhou, D.2    Gao, F.3
  • 59
    • 37549059162 scopus 로고    scopus 로고
    • Iterative learning reliable control of batch processes with sensor faults
    • Wang Y., Zhou D., and Gao F. Iterative learning reliable control of batch processes with sensor faults. Chemical Engineering Science 63 (2008) 1039-1051
    • (2008) Chemical Engineering Science , vol.63 , pp. 1039-1051
    • Wang, Y.1    Zhou, D.2    Gao, F.3
  • 60
    • 85162731973 scopus 로고
    • A multiblock partial least squares algorithm for investigating complex chemical systems
    • Wangen L.E., and Kowalski B.R. A multiblock partial least squares algorithm for investigating complex chemical systems. Journal of Chemometrics 3 (1988) 3-20
    • (1988) Journal of Chemometrics , vol.3 , pp. 3-20
    • Wangen, L.E.1    Kowalski, B.R.2
  • 61
    • 0000339654 scopus 로고    scopus 로고
    • Multivariate modeling of the pharmaceutical two-step process of wet granulation and tableting with multiblock partial least squares
    • Westerhuis J.A., and Coenegracht P.M.J. Multivariate modeling of the pharmaceutical two-step process of wet granulation and tableting with multiblock partial least squares. Journal of Chemometrics 11 (1997) 379-392
    • (1997) Journal of Chemometrics , vol.11 , pp. 379-392
    • Westerhuis, J.A.1    Coenegracht, P.M.J.2
  • 63
    • 84951601886 scopus 로고
    • Cross validatory estimation of the number of components in factor and principal component analysis
    • Wold S. Cross validatory estimation of the number of components in factor and principal component analysis. Technometrics 20 (1978) 397-405
    • (1978) Technometrics , vol.20 , pp. 397-405
    • Wold, S.1
  • 65
    • 0001369487 scopus 로고    scopus 로고
    • Hierarchical multiblock PLS and PC models, for easier model interpretation, and as an alternative to variable selection
    • Wold S., Kettaneh-Wold N., and Tjessem K. Hierarchical multiblock PLS and PC models, for easier model interpretation, and as an alternative to variable selection. Journal of Chemometrics 10 (1996) 463-482
    • (1996) Journal of Chemometrics , vol.10 , pp. 463-482
    • Wold, S.1    Kettaneh-Wold, N.2    Tjessem, K.3
  • 67
    • 0001681052 scopus 로고
    • The collinearity problem in linear regression, the partial least squares (PLS) approach to generalized inverses
    • Wold S., Rube A., Wold H., and Dunn W.J. The collinearity problem in linear regression, the partial least squares (PLS) approach to generalized inverses. SIAM Journal on Scientific and Statistical Computing 15 (1984) 735-743
    • (1984) SIAM Journal on Scientific and Statistical Computing , vol.15 , pp. 735-743
    • Wold, S.1    Rube, A.2    Wold, H.3    Dunn, W.J.4
  • 68
    • 64849096132 scopus 로고    scopus 로고
    • Phase and transition based batch process modeling and online monitoring
    • Yao Y., and Gao F. Phase and transition based batch process modeling and online monitoring. Journal of Process Control 19 (2009) 816-826
    • (2009) Journal of Process Control , vol.19 , pp. 816-826
    • Yao, Y.1    Gao, F.2
  • 69
    • 34547147425 scopus 로고    scopus 로고
    • Adaptive monitoring method for batch processes based on phase dissimilarity updating with limited modeling data
    • Zhao C., Wang F., Gao F., Lu N., and Jia M. Adaptive monitoring method for batch processes based on phase dissimilarity updating with limited modeling data. Industrial Engineering and Chemical Research 46 (2007) 4943-4953
    • (2007) Industrial Engineering and Chemical Research , vol.46 , pp. 4943-4953
    • Zhao, C.1    Wang, F.2    Gao, F.3    Lu, N.4    Jia, M.5
  • 70
    • 35148823629 scopus 로고    scopus 로고
    • Stage-based soft-transition multiple PCA modeling
    • Zhao C., Wang F., Lu N., and Jia M. Stage-based soft-transition multiple PCA modeling. Journal of Process Control 17 (2007) 728-741
    • (2007) Journal of Process Control , vol.17 , pp. 728-741
    • Zhao, C.1    Wang, F.2    Lu, N.3    Jia, M.4
  • 71
    • 39449093995 scopus 로고    scopus 로고
    • Improved batch process monitoring and quality prediction based on multiphase statistical analysis
    • Zhao C., Wang F., Mao Z., Lu N., and Jia M. Improved batch process monitoring and quality prediction based on multiphase statistical analysis. Industrial Engineering and Chemical Research 47 (2008) 835-849
    • (2008) Industrial Engineering and Chemical Research , vol.47 , pp. 835-849
    • Zhao, C.1    Wang, F.2    Mao, Z.3    Lu, N.4    Jia, M.5
  • 72
    • 42149134815 scopus 로고    scopus 로고
    • Quality prediction based on phase-specific average trajectory for batch processes
    • Zhao C., Wang F., Mao Z., Lu N., and Jia M. Quality prediction based on phase-specific average trajectory for batch processes. AIChE Journal 54 (2008) 693-705
    • (2008) AIChE Journal , vol.54 , pp. 693-705
    • Zhao, C.1    Wang, F.2    Mao, Z.3    Lu, N.4    Jia, M.5
  • 73
    • 44349144443 scopus 로고    scopus 로고
    • Adaptive monitoring based on independent component analysis for multiphase batch processes with limited modeling data
    • Zhao C., Wang F., Mao Z., Lu N., and Jia M. Adaptive monitoring based on independent component analysis for multiphase batch processes with limited modeling data. Industrial Engineering and Chemical Research 47 (2008) 3104-3113
    • (2008) Industrial Engineering and Chemical Research , vol.47 , pp. 3104-3113
    • Zhao, C.1    Wang, F.2    Mao, Z.3    Lu, N.4    Jia, M.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.