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Volumn , Issue , 2010, Pages

Online process monitoring scheme for fault detection based on Independent Component Analysis (ICA) and Local Outlier Factor (LOF)

Author keywords

Fault detection; ICA; LOF; MSPC; Online process monitoring; PCA; Tennessee eastman process

Indexed keywords

ICA; LOF; MSPC; ON-LINE PROCESS MONITORING; PCA; TENNESSEE EASTMAN PROCESS;

EID: 78651422120     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCIE.2010.5668311     Document Type: Conference Paper
Times cited : (4)

References (22)
  • 1
    • 0033080258 scopus 로고    scopus 로고
    • A review of performance monitoring and assessment techniques for univariate and multivariate control systems
    • T. J. Harris, C. T. Seppala, and L. D. Desborough, "A review of performance monitoring and assessment techniques for univariate and multivariate control systems," Journal of Process Control, vol. 9, pp. 1-17, 1999.
    • (1999) Journal of Process Control , vol.9 , pp. 1-17
    • Harris, T.J.1    Seppala, C.T.2    Desborough, L.D.3
  • 2
    • 0037443770 scopus 로고    scopus 로고
    • A review of process fault detection and diagnosis: Part I: Quantitative model-based methods
    • V. Venkatasubramanian, R. Rengaswamy, K. Yin, and S. N. Kavuri, "A review of process fault detection and diagnosis: Part I: Quantitative model-based methods," Computers & Chemical Engineering, vol. 27, pp. 293-311, 2003.
    • (2003) Computers & Chemical Engineering , vol.27 , pp. 293-311
    • Venkatasubramanian, V.1    Rengaswamy, R.2    Yin, K.3    Kavuri, S.N.4
  • 3
    • 67650539331 scopus 로고    scopus 로고
    • Data Driven Fault Diagnosis and Fault Tolerant Control: Some Advances and Possible New Directions
    • H. Wang, T.-Y. Chai, J.-L. Ding, and M. Brown, "Data Driven Fault Diagnosis and Fault Tolerant Control: Some Advances and Possible New Directions," Acta Automatica Sinica, vol. 35, pp. 739-747, 2009.
    • (2009) Acta Automatica Sinica , vol.35 , pp. 739-747
    • Wang, H.1    Chai, T.-Y.2    Ding, J.-L.3    Brown, M.4
  • 4
    • 34247109083 scopus 로고    scopus 로고
    • Process Monitoring Based on Independent Component Analysis-Principal Component Analysis (ICA-PCA) and Similarity Factors
    • Z. Ge and Z. Song, "Process Monitoring Based on Independent Component Analysis-Principal Component Analysis (ICA-PCA) and Similarity Factors," Industrial & Engineering Chemistry Research, vol. 46, pp. 2054-2063, 2007.
    • (2007) Industrial & Engineering Chemistry Research , vol.46 , pp. 2054-2063
    • Ge, Z.1    Song, Z.2
  • 5
    • 72249099895 scopus 로고    scopus 로고
    • Multimode process monitoring based on Bayesian method
    • Z. Ge and Z. Song, "Multimode process monitoring based on Bayesian method," Journal of Chemometrics, vol. 23, pp. 636-650, 2009.
    • (2009) Journal of Chemometrics , vol.23 , pp. 636-650
    • Ge, Z.1    Song, Z.2
  • 6
    • 74549172041 scopus 로고    scopus 로고
    • A process monitoring scheme based on independent component analysis and adjusted outliers
    • C. C. Hsu, L. S. Chen, and C. H. Liu, "A process monitoring scheme based on independent component analysis and adjusted outliers," International Journal of Production Research, vol. 48, pp. 1727-1743, 2010.
    • (2010) International Journal of Production Research , vol.48 , pp. 1727-1743
    • Hsu, C.C.1    Chen, L.S.2    Liu, C.H.3
  • 8
    • 3042632377 scopus 로고    scopus 로고
    • Statistical monitoring of dynamic processes based on dynamic independent component analysis
    • J.-M. Lee, C. Yoo, and I.-B. Lee, "Statistical monitoring of dynamic processes based on dynamic independent component analysis," Chemical Engineering Science, vol. 59, pp. 2995-3006, 2004.
    • (2004) Chemical Engineering Science , vol.59 , pp. 2995-3006
    • Lee, J.-M.1    Yoo, C.2    Lee, I.-B.3
  • 10
    • 74549175278 scopus 로고    scopus 로고
    • Multivariate statistical diagnosis using triangular representation of fault patterns in principal component space
    • H.-W. Cho, K.-J. Kim, and M. K. Jeong, "Multivariate statistical diagnosis using triangular representation of fault patterns in principal component space," International Journal of Production Research, vol. 43, pp. 5181 - 5198, 2005.
    • (2005) International Journal of Production Research , vol.43 , pp. 5181-5198
    • Cho, H.-W.1    Kim, K.-J.2    Jeong, M.K.3
  • 11
    • 0030525683 scopus 로고    scopus 로고
    • Non-parametric confidence bounds for process performance monitoring charts
    • E. B. Martin and A. J. Morris, "Non-parametric confidence bounds for process performance monitoring charts," Journal of Process Control, vol. 6, pp. 349-358, 1996.
    • (1996) Journal of Process Control , vol.6 , pp. 349-358
    • Martin, E.B.1    Morris, A.J.2
  • 12
    • 35548968908 scopus 로고    scopus 로고
    • Data-based process monitoring, process control, and quality improvement: Recent developments and applications in steel industry
    • M. Kano and Y. Nakagawa, "Data-based process monitoring, process control, and quality improvement: Recent developments and applications in steel industry," Computers & Chemical Engineering, vol. 32, pp. 12-24, 2008.
    • (2008) Computers & Chemical Engineering , vol.32 , pp. 12-24
    • Kano, M.1    Nakagawa, Y.2
  • 13
    • 0042826822 scopus 로고    scopus 로고
    • Independent component analysis: Algorithms and applications
    • A. Hyvärinen and E. Oja, "Independent component analysis: algorithms and applications," Neural Networks, vol. 13, pp. 411-430, 2000.
    • (2000) Neural Networks , vol.13 , pp. 411-430
    • Hyvärinen, A.1    Oja, E.2
  • 14
    • 1342285571 scopus 로고    scopus 로고
    • Statistical process monitoring with independent component analysis
    • J.-M. Lee, C. Yoo, and I.-B. Lee, "Statistical process monitoring with independent component analysis," Journal of Process Control, vol. 14, pp. 467-485, 2004.
    • (2004) Journal of Process Control , vol.14 , pp. 467-485
    • Lee, J.-M.1    Yoo, C.2    Lee, I.-B.3
  • 15
    • 33749473097 scopus 로고    scopus 로고
    • Fault detection and diagnosis based on modified independent component analysis
    • J.-M. Lee, S. J. Qin, and I.-B. Lee, "Fault detection and diagnosis based on modified independent component analysis," AIChE Journal, vol. 52, pp. 3501-3514, 2006.
    • (2006) AIChE Journal , vol.52 , pp. 3501-3514
    • Lee, J.-M.1    Qin, S.J.2    Lee, I.-B.3
  • 16
    • 52649119206 scopus 로고    scopus 로고
    • Statistical-based monitoring of multivariate non-Gaussian systems
    • X. Liu, L. Xie, U. Kruger, T. Littler, and S. Wang, "Statistical- based monitoring of multivariate non-Gaussian systems," AIChE Journal, vol. 54, pp. 2379-2391, 2008.
    • (2008) AIChE Journal , vol.54 , pp. 2379-2391
    • Liu, X.1    Xie, L.2    Kruger, U.3    Littler, T.4    Wang, S.5
  • 17
    • 0039253819 scopus 로고    scopus 로고
    • LOF: Identifying density-based local outliers
    • M. M. Breunig, H.-P. Kriegel, R. T. Ng, and J. Sander, "LOF: identifying density-based local outliers," SIGMOD Rec., vol. 29, pp. 93-104, 2000.
    • (2000) SIGMOD Rec. , vol.29 , pp. 93-104
    • Breunig, M.M.1    Kriegel, H.-P.2    Ng, R.T.3    Sander, J.4
  • 19
    • 0034130478 scopus 로고    scopus 로고
    • The application of principal component analysis and kernel density estimation to enhance process monitoring
    • Q. Chen, R. J. Wynne, P. Goulding, and D. Sandoz, "The application of principal component analysis and kernel density estimation to enhance process monitoring," Control Engineering Practice, vol. 8, pp. 531-543, 2000.
    • (2000) Control Engineering Practice , vol.8 , pp. 531-543
    • Chen, Q.1    Wynne, R.J.2    Goulding, P.3    Sandoz, D.4
  • 20
    • 0027561446 scopus 로고
    • A plant-wide industrial process control problem
    • J. J. Downs and E. F. Vogel, "A plant-wide industrial process control problem," Computers & Chemical Engineering, vol. 17, pp. 245-255, 1993.
    • (1993) Computers & Chemical Engineering , vol.17 , pp. 245-255
    • Downs, J.J.1    Vogel, E.F.2
  • 21
    • 10744228203 scopus 로고    scopus 로고
    • Dynamic optimization of the Tennessee Eastman process using the OptControlCentre
    • T. Jockenhövel, L. T. Biegler, and A. Wächter, "Dynamic optimization of the Tennessee Eastman process using the OptControlCentre," Computers & Chemical Engineering, vol. 27, pp. 1513-1531, 2003.
    • (2003) Computers & Chemical Engineering , vol.27 , pp. 1513-1531
    • Jockenhövel, T.1    Biegler, L.T.2    Wächter, A.3
  • 22
    • 78651460801 scopus 로고    scopus 로고
    • Fault Detection and Diagnosis in Industrial Systems
    • L. H. Chiang and et al., "Fault Detection and Diagnosis in Industrial Systems," Measurement Science and Technology, vol. 12, p. 1745, 2001.
    • (2001) Measurement Science and Technology , vol.12 , pp. 1745
    • Chiang, L.H.1


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