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Volumn 36, Issue 1, 2015, Pages 152-159

Fault Detection of batch processes based on MICA Optimized with PSO

Author keywords

Batch processes; Fault detection; MICA; PSO; SVDD

Indexed keywords

BATCH DATA PROCESSING; DATA DESCRIPTION; DESIGN OF EXPERIMENTS; DISASTER PREVENTION; GAUSSIAN NOISE (ELECTRONIC); HIGHER ORDER STATISTICS; IMAGE SEGMENTATION; INDEPENDENT COMPONENT ANALYSIS; MICA; PARTICLE SWARM OPTIMIZATION (PSO); SILICATE MINERALS;

EID: 84924340064     PISSN: 02543087     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (14)

References (16)
  • 1
    • 2342615505 scopus 로고    scopus 로고
    • On-line monitoring of batch processes using multiway independent component analysis
    • YOO C K, LEE J M, VANROLLEGHEM P A, et al. On-line monitoring of batch processes using multiway independent component analysis[J]. Chemometrics and Intelligent Laboratory Systems, 2004, 71(2): 151-163.
    • (2004) Chemometrics and Intelligent Laboratory Systems , vol.71 , Issue.2 , pp. 151-163
    • Yoo, C.K.1    Lee, J.M.2    Vanrolleghem, P.A.3
  • 2
    • 0346307721 scopus 로고    scopus 로고
    • A fast fixed-point algorithm for independent component analysis
    • HYVÉRINEN A, KÖSTER U. A fast fixed-point algorithm for independent component analysis[J]. Neural Computation, 1997, 9: 1483-1492.
    • (1997) Neural Computation , vol.9 , pp. 1483-1492
    • HyvÉrinen, A.1    KÖster, U.2
  • 3
    • 0032629347 scopus 로고    scopus 로고
    • Fast and robust fixed-point algorithms for independent component analysis
    • HYVÉRINEN A. Fast and robust fixed-point algorithms for independent component analysis[J]. IEEE Transactions of Neural Networks, 1999, 10(3): 626-634.
    • (1999) IEEE Transactions of Neural Networks , vol.10 , Issue.3 , pp. 626-634
    • HyvÉrinen, A.1
  • 4
    • 34548412558 scopus 로고    scopus 로고
    • Researches on performance monitoring and fault diagnosis for process industry based on ICA-PCA technique
    • Hangzhou: Zhejiang University
    • HE N. Researches on performance monitoring and fault diagnosis for process industry based on ICA-PCA technique[D]. Hangzhou: Zhejiang University, 2004.
    • (2004)
    • He, N.1
  • 5
    • 33749473097 scopus 로고    scopus 로고
    • Fault detection and diagnosis based on modified independent component analysis
    • LEE J M, QIN S J, LEE I B. Fault detection and diagnosis based on modified independent component analysis[J]. American Institute of Chemical Engineers Journal, 2006, 52(10): 3501-3514.
    • (2006) American Institute of Chemical Engineers Journal , vol.52 , Issue.10 , pp. 3501-3514
    • Lee, J.M.1    Qin, S.J.2    Lee, I.B.3
  • 6
    • 0030525683 scopus 로고    scopus 로고
    • Non-parametric confidence bounds for process performance monitoring charts
    • MARTIN E B, MORRIS A J. Non-parametric confidence bounds for process performance monitoring charts[J]. Process Control, 1996, 6(6): 349-358.
    • (1996) Process Control , vol.6 , Issue.6 , pp. 349-358
    • Martin, E.B.1    Morris, A.J.2
  • 7
    • 79960049884 scopus 로고    scopus 로고
    • Novel online monitoring strategy for multiphase batch processes
    • QI Y SH, WANG P, GAO X J, et al. Novel online monitoring strategy for multiphase batch processes[J]. Chinese Journal of Scientific Instrument, 2011, 32(6): 1290-1297.
    • (2011) Chinese Journal of Scientific Instrument , vol.32 , Issue.6 , pp. 1290-1297
    • Qi, Y.Sh.1    Wang, P.2    Gao, X.J.3
  • 8
    • 84876076080 scopus 로고    scopus 로고
    • Application of SVM algorithm for particle swarm optimization in quantitative analysis of gas
    • JIN C Y, CUI Y, WANG Y. Application of SVM algorithm for particle swarm optimization in quantitative analysis of gas[J]. Journal of Electronic Measurement and Instrument, 2012, 26(7): 635-639.
    • (2012) Journal of Electronic Measurement and Instrument , vol.26 , Issue.7 , pp. 635-639
    • Jin, C.Y.1    Cui, Y.2    Wang, Y.3
  • 9
    • 84924339177 scopus 로고    scopus 로고
    • Improved particle clustering-like algorithm
    • SHI H J. Improved particle clustering-like algorithm[J]. Foreign Electronic Measurement Technology, 2012, 31(2): 24-26.
    • (2012) Foreign Electronic Measurement Technology , vol.31 , Issue.2 , pp. 24-26
    • Shi, H.J.1
  • 10
    • 67649195571 scopus 로고    scopus 로고
    • Monitoring method for batch process based on ICA-MPCA
    • XIAO Y W, XU B G. Monitoring method for batch process based on ICA-MPCA[J]. Chinese Journal of Scientific Instrument, 2009, 30(5): 990-996.
    • (2009) Chinese Journal of Scientific Instrument , vol.30 , Issue.5 , pp. 990-996
    • Xiao, Y.W.1    Xu, B.G.2
  • 11
    • 60149090150 scopus 로고    scopus 로고
    • Non-gaussian process monitoring Based on NGPP-SVDD
    • XIE L, LIU X Q, ZHANG J M, et al. Non-gaussian process monitoring Based on NGPP-SVDD[J]. Acta Automatica Sinica, 2009, 30(1): 107-112.
    • (2009) Acta Automatica Sinica , vol.30 , Issue.1 , pp. 107-112
    • Xie, L.1    Liu, X.Q.2    Zhang, J.M.3
  • 12
    • 84877891790 scopus 로고    scopus 로고
    • A novel analog circuit fault diagnosis method based on dual-space feature extraction algorithm and SVM of learning using privileged information
    • LI T ZH, LI H B, ZHU SH X, et al. A novel analog circuit fault diagnosis method based on dual-space feature extraction algorithm and SVM of learning using privileged information[J]. Electronic Measurement Technology, 2012, 35(5): 123-127.
    • (2012) Electronic Measurement Technology , vol.35 , Issue.5 , pp. 123-127
    • Li, T.Z.H.1    Li, H.B.2    Zhu, Sh.X.3
  • 13
    • 52649119206 scopus 로고    scopus 로고
    • Statistical-based monitoring of multivariate non-gaussian systems
    • LIU X Q, XIE L. Statistical-based monitoring of multivariate non-gaussian systems[J]. AIChE Journal, 2008, 54(9): 2379-2391.
    • (2008) AIChE Journal , vol.54 , Issue.9 , pp. 2379-2391
    • Liu, X.Q.1    Xie, L.2
  • 14
    • 69249215507 scopus 로고    scopus 로고
    • Online fault monitoring for batch processes based on adaptive multi-model ICA-SVDD
    • WANG P L, GE ZH Q, SONG ZH H. Online fault monitoring for batch processes based on adaptive multi-model ICA-SVDD[J]. Chinese Journal of Scientific Instrument, 2009, 30(7): 1347-1352.
    • (2009) Chinese Journal of Scientific Instrument , vol.30 , Issue.7 , pp. 1347-1352
    • Wang, P.L.1    Ge, Zh.Q.2    Song, Zh.H.3
  • 15
    • 0037110983 scopus 로고    scopus 로고
    • A modular simulation package for fed-batch fermentation: penicillin production
    • BIROL G, ÜNDEY C, çINAR A. A modular simulation package for fed-batch fermentation: penicillin production[J]. Computer and Chemical Engineering, 2002, 26(11): 1553-1565.
    • (2002) Computer and Chemical Engineering , vol.26 , Issue.11 , pp. 1553-1565
    • Birol, G.1    Ündey, C.2    çinar, A.3
  • 16
    • 84911491116 scopus 로고    scopus 로고
    • Kernel parameter selection of RBF-SVM and its application in fault diagnosis
    • ZHOU S L, LIAO J, SHI X J. Kernel parameter selection of RBF-SVM and its application in fault diagnosis[J]. Journal of Electronic Measurement and Instrument, 2014, 28(3): 123-127.
    • (2014) Journal of Electronic Measurement and Instrument , vol.28 , Issue.3 , pp. 123-127
    • Zhou, S.L.1    Liao, J.2    Shi, X.J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.