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Volumn 20, Issue 10, 2010, Pages 1133-1140

An integrated method of independent component analysis and support vector machines for industry distillation process monitoring

Author keywords

Fault detection and diagnosis; Gradient arithmetic; Independent Component Analysis; Industry distillation process; Support vector machines

Indexed keywords

COMPLEX FAULTS; COMPLEX OPERATIONS; DATA SETS; DISTILLATION PROCESS; FAULT DETECTION AND DIAGNOSIS; FAULTS DIAGNOSIS; GRADIENT ARITHMETIC; INDEPENDENT COMPONENTS; INTEGRATED METHOD; MULTI-CLASSIFICATION; MULTI-LOOP CONTROL; SUPPORT VECTOR;

EID: 78149282156     PISSN: 09591524     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jprocont.2010.06.023     Document Type: Article
Times cited : (25)

References (20)
  • 1
    • 40849111817 scopus 로고    scopus 로고
    • Statistical MIMO controller performance monitoring. Part II. Performance diagnosis [J]
    • H. Yu, and S.J. Qin Statistical MIMO controller performance monitoring. Part II. Performance diagnosis [J] Journal of Process Control 18 3-4 2008 297 319
    • (2008) Journal of Process Control , vol.18 , Issue.34 , pp. 297-319
    • Yu, H.1    Qin, S.J.2
  • 2
    • 10444219509 scopus 로고    scopus 로고
    • Multidimensional visualisation for process historical data analysis: A comparative study with multivariate statistical process control [J]
    • H. Albazzaz, X.Z. Wang, and F. Marhoon Multidimensional visualisation for process historical data analysis: a comparative study with multivariate statistical process control [J] Journal of Process Control 15 3 2005 285 294
    • (2005) Journal of Process Control , vol.15 , Issue.3 , pp. 285-294
    • Albazzaz, H.1    Wang, X.Z.2    Marhoon, F.3
  • 3
    • 73049084841 scopus 로고    scopus 로고
    • Geometric properties of partial least squares for process monitoring [J]
    • G. Li, S.J. Qin, and D. Zhou Geometric properties of partial least squares for process monitoring [J] Automatica 46 2010 204 210
    • (2010) Automatica , vol.46 , pp. 204-210
    • Li, G.1    Qin, S.J.2    Zhou, D.3
  • 4
    • 0242497447 scopus 로고    scopus 로고
    • Multivariate statistical process monitoring and control: Recent developments and application to chemical industry [J]
    • J. Liang, and J.X. Qian Multivariate statistical process monitoring and control: recent developments and application to chemical industry [J] Chinese Journal of Chemical Engineering 11 2 2003 191 203
    • (2003) Chinese Journal of Chemical Engineering , vol.11 , Issue.2 , pp. 191-203
    • Liang, J.1    Qian, J.X.2
  • 6
    • 1342285571 scopus 로고    scopus 로고
    • Statistical process monitoring with independent component analysis [J]
    • J.M. Lee, C.K. Yoo, and I.B. Lee. Statistical process monitoring with independent component analysis [J] Journal of Process Control 14 2004 467 485
    • (2004) Journal of Process Control , vol.14 , pp. 467-485
    • Lee, J.M.1    Yoo, C.K.2    Lee, I.B.3
  • 8
    • 34249661124 scopus 로고    scopus 로고
    • Support vector machine in machine condition monitoring and fault diagnosis [J]
    • A. Widodo, and B.S. Yang Support vector machine in machine condition monitoring and fault diagnosis [J] Mechanical Systems and Signal Processing 21 6 2007 2560 2574
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.6 , pp. 2560-2574
    • Widodo, A.1    Yang, B.S.2
  • 9
    • 72149111135 scopus 로고    scopus 로고
    • Fault detection and diagnosis in process data using one-class support vector machines [J]
    • S. Mahadevan, and S.L. Shah Fault detection and diagnosis in process data using one-class support vector machines [J] Journal of Process Control 19 10 2009 1627 1639
    • (2009) Journal of Process Control , vol.19 , Issue.10 , pp. 1627-1639
    • Mahadevan, S.1    Shah, S.L.2
  • 10
    • 33750481498 scopus 로고    scopus 로고
    • Combination of independent component analysis and support vector machines for intelligent faults diagnosis of induction motors [J]
    • A. Widodo, B.S. Yang, and H. Tian Combination of independent component analysis and support vector machines for intelligent faults diagnosis of induction motors [J] Expert Systems with Applications 32 2007 299 312
    • (2007) Expert Systems with Applications , vol.32 , pp. 299-312
    • Widodo, A.1    Yang, B.S.2    Tian, H.3
  • 11
    • 58749115727 scopus 로고    scopus 로고
    • Enhanced statistic alanalysis of nonlinear processes using KPCA, KICA and SVM [J]
    • Y.W. Yang Enhanced statistic alanalysis of nonlinear processes using KPCA, KICA and SVM [J] Chemical Engineering Science 64 2009 801 811
    • (2009) Chemical Engineering Science , vol.64 , pp. 801-811
    • Yang, Y.W.1
  • 12
    • 71349084565 scopus 로고    scopus 로고
    • Intelligent ICA-SVM fault detector for non-Gaussian multivariate process monitoring [J]
    • C.C. Hsu, M.C. Chen, and L.S. Chen Intelligent ICA-SVM fault detector for non-Gaussian multivariate process monitoring [J] Expert Systems with Applications 37 2010 3264 3273
    • (2010) Expert Systems with Applications , vol.37 , pp. 3264-3273
    • Hsu, C.C.1    Chen, M.C.2    Chen, L.S.3
  • 13
    • 70349231291 scopus 로고    scopus 로고
    • Application of a hybrid method in process monitor with independent component analysis and support vector machine [J]
    • H.Z. Yang, Y. Gao, S.Z. Zhang, and F. Ding Application of a hybrid method in process monitor with independent component analysis and support vector machine [J] Computers and Applied Chemistry 24 3 2007 295 298 (in chinese)
    • (2007) Computers and Applied Chemistry , vol.24 , Issue.3 , pp. 295-298
    • Yang, H.Z.1    Gao, Y.2    Zhang, S.Z.3    Ding, F.4
  • 15
    • 0032629347 scopus 로고    scopus 로고
    • Fast and robust fixed-point algorithms for independent component analysis [J]
    • A. Hyvärinen Fast and robust fixed-point algorithms for independent component analysis [J] IEEE Transactions Neural Networks 10 1999 626 634
    • (1999) IEEE Transactions Neural Networks , vol.10 , pp. 626-634
    • Hyvärinen, A.1
  • 16
    • 0042826822 scopus 로고    scopus 로고
    • Independent component analysis: Algorithms and applications
    • A. Hyvärinen, and E. Oja Independent component analysis: algorithms and applications Neural Networks 13 4-5 2000 411 430
    • (2000) Neural Networks , vol.13 , Issue.45 , pp. 411-430
    • Hyvärinen, A.1    Oja, E.2
  • 18
    • 37449004819 scopus 로고    scopus 로고
    • Support vector machines and its applications in machine fault diagnosis [J]
    • S.F. Yuan, and F.L. Zhu Support vector machines and its applications in machine fault diagnosis [J] Journal of Vibration and Shock 26 11 2007 29 37
    • (2007) Journal of Vibration and Shock , vol.26 , Issue.11 , pp. 29-37
    • Yuan, S.F.1    Zhu, F.L.2
  • 19
    • 31044444738 scopus 로고    scopus 로고
    • Support vector machines-based fault diagnosis for turbo-pump rotor
    • S.F. Yuan, and F.L. Chu Support vector machines-based fault diagnosis for turbo-pump rotor Mechanical Systems and Signal Processing 20 4 2006 939 952
    • (2006) Mechanical Systems and Signal Processing , vol.20 , Issue.4 , pp. 939-952
    • Yuan, S.F.1    Chu, F.L.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.