메뉴 건너뛰기




Volumn 44, Issue 7, 1998, Pages 1596-1610

Multiscale PCA with application to multivariate statistical process monitoring

Author keywords

[No Author keywords available]

Indexed keywords


EID: 0032118892     PISSN: 00011541     EISSN: None     Source Type: Journal    
DOI: 10.1002/aic.690440712     Document Type: Article
Times cited : (753)

References (51)
  • 2
    • 0029180311 scopus 로고
    • Towards Integration of Measured Data-Dependent Process Operation Tasks Using a Time-Frequency Framework
    • Bakshi, B. R., "Towards Integration of Measured Data-Dependent Process Operation Tasks Using a Time-Frequency Framework, " Proc. Amer. Control Conf., Seattle, p. 1260 (1995).
    • (1995) Proc. Amer. Control Conf., Seattle , pp. 1260
    • Bakshi, B.R.1
  • 3
    • 0001624541 scopus 로고    scopus 로고
    • Multiscale Rectification of Random Errors without Process Models
    • Bakshi, B. R., P. Bansal, and M. Nounou, "Multiscale Rectification of Random Errors without Process Models, " Comput. Cliem. Eng., 21, S1167 (1997).
    • (1997) Comput. Cliem. Eng. , vol.21
    • Bakshi, B.R.1    Bansal, P.2    Nounou, M.3
  • 4
    • 0017656033 scopus 로고
    • A Canonical Analysis of Multiple Time Series
    • Box, G. E. P., and G. C. Tiao, "A Canonical Analysis of Multiple Time Series, " Biometrika, 64(2), 355 (1977).
    • (1977) Biometrika , vol.64 , Issue.2 , pp. 355
    • Box, G.E.P.1    Tiao, G.C.2
  • 8
    • 0028398860 scopus 로고
    • Multiscale Recursive Estimation, Data Fusion and Regularization
    • Chou, K. C., A. S. Willsky, and A. Benveniste, "Multiscale Recursive Estimation, Data Fusion and Regularization, " IEEE Trans. Automat. Contr., AC-39(3), 464 (1994).
    • (1994) IEEE Trans. Automat. Contr., AC , vol.39 , Issue.3 , pp. 464
    • Chou, K.C.1    Willsky, A.S.2    Benveniste, A.3
  • 10
    • 0024062307 scopus 로고
    • Multivariate Generalizations of Cumulative Sum Quality Control Schemes
    • Crosier, R. B., "Multivariate Generalizations of Cumulative Sum Quality Control Schemes, " Teclmometrics, 30, 291 (1988).
    • (1988) Teclmometrics , vol.30 , pp. 291
    • Crosier, R.B.1
  • 11
    • 84990575058 scopus 로고
    • Orthonormal Bases of Compactly Supported Wavelets
    • Daubechies, L, "Orthonormal Bases of Compactly Supported Wavelets, " Commun. Pure Appl. Math., XLI, 909 (1988).
    • (1988) Commun. Pure Appl. Math., XLI , vol.909
    • Daubechies, L.1
  • 12
    • 0031168001 scopus 로고    scopus 로고
    • Recursive Exponentially Weighted PLS and its Applications to Adaptive Control and PredictionJ
    • Dayal, B. S., and J. F. MacGregor, "Recursive Exponentially Weighted PLS and its Applications to Adaptive Control and Prediction, "J. Process Control, 7, 169 (1997).
    • (1997) Process Control , vol.7 , pp. 169
    • Dayal, B.S.1    MacGregor, J.F.2
  • 13
    • 0028466653 scopus 로고
    • Wavelet Representations of Stochastic Processes and Multiresolution Stochastic Models
    • Dijkerman, R. W., and R. R. Majumdar, "Wavelet Representations of Stochastic Processes and Multiresolution Stochastic Models, " IEEE Trans. Signal. Process., 42, 1640 (1994).
    • (1994) IEEE Trans. Signal. Process. , vol.42 , pp. 1640
    • Dijkerman, R.W.1    Majumdar, R.R.2
  • 14
    • 0043015539 scopus 로고    scopus 로고
    • Nonlinear Principal Component Analysis-Based on Principal Curves and Neural Networks
    • Dong, D., and T. J. McAvoy, "Nonlinear Principal Component Analysis-Based on Principal Curves and Neural Networks, " Comput. Chem. Eng., 20, 65 (1996).
    • (1996) Comput. Chem. Eng. , vol.20 , pp. 65
    • Dong, D.1    McAvoy, T.J.2
  • 16
    • 0030269512 scopus 로고    scopus 로고
    • Identification of Faulty Sensors Using Principal Component Analysis
    • Dunia, R., S. J. Qin, T. F. Edgar, and T. J. McAvoy, "Identification of Faulty Sensors Using Principal Component Analysis, " AIChE J., 42, 2797 (1996).
    • (1996) AIChE J. , vol.42 , pp. 2797
    • Dunia, R.1    Qin, S.J.2    Edgar, T.F.3    McAvoy, T.J.4
  • 19
    • 0000246790 scopus 로고
    • Principal Components and Factor Analysis: I. Principal Components
    • Jackson, J. E., "Principal Components and Factor Analysis: I. Principal Components, "/ Qual. Technology-, 12(4), 201 (1980).
    • (1980) Qual. Technology , vol.12 , Issue.4 , pp. 201
    • Jackson, J.E.1
  • 22
    • 0029357005 scopus 로고
    • Analysis, Monitoring and Fault Diagnosis of Batch Processes Using Multiblock and Multiway
    • Kourti, T., P. Nomikos, and J. F. MacGregor, "Analysis, Monitoring and Fault Diagnosis of Batch Processes Using Multiblock and Multiway PLS, " J. Proc. Control, 5, 277 (1995).
    • (1995) PLS J. Proc. Control , vol.5 , pp. 277
    • Kourti, T.1    Nomikos, P.2    MacGregor, J.F.3
  • 25
    • 0026108818 scopus 로고
    • Multivariate Statistical Monitoring of Process Operating Performance
    • Kresta, J., J. F. MacGregor, and T. E. Mariin, "Multivariate Statistical Monitoring of Process Operating Performance, " Can. J. Chem. Eng., 69, 35 (1991).
    • (1991) Can. J. Chem. Eng. , vol.69 , pp. 35
    • Kresta, J.1    MacGregor, J.F.2    Mariin, T.E.3
  • 26
    • 0028892168 scopus 로고
    • Disturbance Detection and Isolation by Dynamic Principal Component Analysis
    • Ku, W., R. H. Storer, and C. Georgakis, "Disturbance Detection and Isolation by Dynamic Principal Component Analysis, " Chem. Intell. Lab. Syst., 30, 179 (1995).
    • (1995) Chem. Intell. Lab. Syst. , vol.30 , pp. 179
    • Ku, W.1    Storer, R.H.2    Georgakis, C.3
  • 28
    • 77955331694 scopus 로고
    • A Multivariate Exponentially Weighted Moving Average Control Chart
    • Lowry, C. A., W. H. Woodall, C. W. Champ, and S. E. Rigdon, "A Multivariate Exponentially Weighted Moving Average Control Chart, " Technometrics, 34, 46 (1992).
    • (1992) Technometrics , vol.34 , pp. 46
    • Lowry, C.A.1    Woodall, W.H.2    Champ, C.W.3    Rigdon, S.E.4
  • 30
    • 0028424619 scopus 로고
    • Process Monitoring and Diagnosis by Multiblock PLS Methods
    • MacGregor, J. F., C. Jaeckle, C. Kiparissides, and M. Koutoudi, "Process Monitoring and Diagnosis by Multiblock PLS Methods, " AIChE J., 40, 827(1994).
    • (1994) AIChE J. , vol.40 , pp. 827
    • MacGregor, J.F.1    Jaeckle, C.2    Kiparissides, C.3    Koutoudi, M.4
  • 32
    • 0024700097 scopus 로고
    • A Theory for Multiresolution Signal Decomposition: The Wavelet Representation
    • Mallat, S. G., "A Theory for Multiresolution Signal Decomposition: The Wavelet Representation, " IEEE Trans. Pattern Anal. Mach. Intell., PMAI-11, 674 (1989).
    • (1989) IEEE Trans. Pattern Anal. Mach. Intell., PMAI , vol.11 , pp. 674
    • Mallat, S.G.1
  • 33
    • 0026187946 scopus 로고
    • Zero-Crossings of a Wavelet Transform
    • Mallat, S. G., "Zero-Crossings of a Wavelet Transform, " IEEE Trans. Inform. Theory, IT-37(4), 1019 (1991).
    • (1991) IEEE Trans. Inform. Theory, IT , vol.37 , Issue.4 , pp. 1019
    • Mallat, S.G.1
  • 35
    • 0000674772 scopus 로고    scopus 로고
    • Wavelet Shrinkage Using Cross-ValidationJ
    • Nason, G. P., "Wavelet Shrinkage Using Cross-Validation, "J. R. Stat. Soc. B, 58(2), 463 (1996).
    • (1996) R. Stat. Soc. B , vol.58 , Issue.2 , pp. 463
    • Nason, G.P.1
  • 36
    • 0028483476 scopus 로고
    • Monitoring Batch Processes Using Multiway Principal Component
    • Nomikos, P., and J. F. MacGregor, "Monitoring Batch Processes Using Multiway Principal Component Analysis, " AIChE J., 40(8), 1361 (1994).
    • (1994) Analysis AIChE J. , vol.40 , Issue.8 , pp. 1361
    • Nomikos, P.1    MacGregor, J.F.2
  • 38
    • 0026960552 scopus 로고
    • Monitoring Process Performance in Real-Time
    • Piovoso, M. J., K. A. Kosanovich, and R. K. Pearson, "Monitoring Process Performance in Real-Time, " Proc. ACC, 3, 2359 (1992).
    • (1992) Proc. ACC , vol.3 , pp. 2359
    • Piovoso, M.J.1    Kosanovich, K.A.2    Pearson, R.K.3
  • 39
    • 0030143540 scopus 로고    scopus 로고
    • Efficient Shift Detection Using Multivariate ExponentiallyWeighted Moving Average Control Charts and Principal Components
    • Scranton, R., G. C. Runger, J. B. Keats, and D. C. Montgomery, "Efficient Shift Detection Using Multivariate ExponentiallyWeighted Moving Average Control Charts and Principal Components, " Qual. Relat. Eng. Int., 12, 165 (1996).
    • (1996) Qual. Relat. Eng. Int. , vol.12 , pp. 165
    • Scranton, R.1    Runger, G.C.2    Keats, J.B.3    Montgomery, D.C.4
  • 40
    • 0042233363 scopus 로고    scopus 로고
    • Multi-Scale Modeling Estimation and Control of Processing Systems
    • Stephanopoulos, G., M. Dyer, and O. Karsligil, "Multi-Scale Modeling Estimation and Control of Processing Systems, " Comput. Chem. Eng., 21, S797 (1997).
    • (1997) Comput. Chem. Eng. , vol.21
    • Stephanopoulos, G.1    Dyer, M.2    Karsligil, O.3
  • 41
    • 0030129264 scopus 로고    scopus 로고
    • Wavelets: What Next?"
    • Sweldens, W., "Wavelets: What Next?" Proc. IEEE, 84, 680 (1996).
    • (1996) Proc. IEEE , vol.84 , pp. 680
    • Sweldens, W.1
  • 42
    • 0029322882 scopus 로고
    • Reducing Data Dimensionality through Optimizing Neural Network Inputs
    • Tan, S., and M. L. Mavrovouniotis, "Reducing Data Dimensionality through Optimizing Neural Network Inputs, " AIChE J., 41, 1471 (1995).
    • (1995) AIChE J. , vol.41 , pp. 1471
    • Tan, S.1    Mavrovouniotis, M.L.2
  • 43
    • 0003057301 scopus 로고
    • Succeed at On-Line Validation and Reconstruction of Data
    • Tham, M. T., and A. Parr, "Succeed at On-Line Validation and Reconstruction of Data, " Chem. Eng. Prog., 90, 46 (1994).
    • (1994) Chem. Eng. Prog. , vol.90 , pp. 46
    • Tham, M.T.1    Parr, A.2
  • 44
    • 0029342346 scopus 로고
    • Detection of Gross Errors in Data Reconciliation by Principal Component Analysis
    • Tong, H., and C. M. Crowe, "Detection of Gross Errors in Data Reconciliation by Principal Component Analysis, " AIChE J., 41, 1712 (1995).
    • (1995) AIChE J. , vol.41 , pp. 1712
    • Tong, H.1    Crowe, C.M.2
  • 48
    • 0025514444 scopus 로고
    • A Theoretical Basis for the Use of Principal Component Models for Monitoring Multivariate Processes
    • Wise, B. M., N. L. Ricker, D. F. Veitkamp, and B. R. Kowalski, "A Theoretical Basis for the Use of Principal Component Models for Monitoring Multivariate Processes, " Process Control and Quality, 1, 41 (1990).
    • (1990) Process Control and Quality , vol.1 , pp. 41
    • Wise, B.M.1    Ricker, N.L.2    Veitkamp, D.F.3    Kowalski, B.R.4
  • 49
    • 0028354319 scopus 로고
    • Exponentially Weighted Moving Principal Component Analysis and Projection to Latent Structures
    • Wold, S., "Exponentially Weighted Moving Principal Component Analysis and Projection to Latent Structures, " Chem. Intell. Lab Sys., 23, 149 (1994).
    • (1994) Chem. Intell. Lab Sys. , vol.23 , pp. 149
    • Wold, S.1
  • 50
    • 0001369487 scopus 로고    scopus 로고
    • Hierarchical Multiblock PLS and PC Models for Easier Model Interpretation and as an Alternative to Variable Selection
    • Wold, S., N. Kettaneh, and K. Tjessem, "Hierarchical Multiblock PLS and PC Models for Easier Model Interpretation and as an Alternative to Variable Selection, " J. Chemometrics, 10, 463 (1996).
    • (1996) J. Chemometrics , vol.10 , pp. 463
    • Wold, S.1    Kettaneh, N.2    Tjessem, K.3
  • 51
    • 0025462413 scopus 로고
    • A Karhunen-Loeve-Like Expansion for 1/f Processes via Wavelets
    • Wornell, G. W., "A Karhunen-Loeve-Like Expansion for 1/f Processes via Wavelets, " IEEE Trans. Inform. Theory, IT-36(4), 859 (1990).
    • (1990) IEEE Trans. Inform. Theory, IT , vol.36 , Issue.4 , pp. 859
    • Wornell, G.W.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.