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Volumn 6, Issue 10, 2010, Pages 4539-4553

SVM-based stator fault diagnosis for induction motors using DQ0 voltage components

Author keywords

Condition monitoring; Dq0 voltage components; Park's transformation; Stator failure; Support vector machine

Indexed keywords

DQ0 VOLTAGE COMPONENTS; EXTRACTION PROCESS; FFT TECHNIQUES; HARMONIC SPECTRUM; INPUT FEATURES; LOAD CONDITION; MOTOR CURRENTS; PARK'S TRANSFORMATION; SHORTED TURNS; SIGNATURE ANALYSIS; STATOR FAULT; STATOR WINDING; SUPPORT VECTOR; SVM CLASSIFICATION; THREE PHASE INDUCTION MOTOR; THREE PHASE VOLTAGE; THREE-DIMENSION; TRAINING AND TESTING; TRAINING DATA; VOLTAGE EXCITATIONS;

EID: 79959872088     PISSN: 13494198     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (5)

References (24)
  • 1
    • 29244467991 scopus 로고    scopus 로고
    • Condition monitoring and fault diagnosis of electrical motors-a review
    • S. Nandi, H. A. Toliyat and X. Li, Condition monitoring and fault diagnosis of electrical motors-a review, IEEE Trans, on Energy Conversion, vol.20, no.4, pp.719-729, 2005.
    • (2005) IEEE Trans, on Energy Conversion , vol.20 , Issue.4 , pp. 719-729
    • Nandi, S.1    Toliyat, H.A.2    Li, X.3
  • 2
    • 0026886680 scopus 로고
    • Cause and analysis of stator and rotor failures in three-phase squirrel-cage induction motors
    • A. H. Bonnett and G. C. Soukup, Cause and analysis of stator and rotor failures in three-phase squirrel-cage induction motors, IEEE Trans, on Industry Applications, vol.28, no.4, pp.921-937, 1992.
    • (1992) IEEE Trans, on Industry Applications , vol.28 , Issue.4 , pp. 921-937
    • Bonnett, A.H.1    Soukup, G.C.2
  • 3
    • 0035674576 scopus 로고    scopus 로고
    • Pattern-recognition-a technique for induction machines rotor broken bar detection
    • M. Haj i and H. A. Toliyat, Pattern-recognition-a technique for induction machines rotor broken bar detection, IEEE Trans, on Energy Conversion, vol.16, no.4, pp.312-317, 2001.
    • (2001) IEEE Trans, on Energy Conversion , vol.16 , Issue.4 , pp. 312-317
    • Haj i, M.1    Toliyat, H.A.2
  • 4
    • 0344443880 scopus 로고    scopus 로고
    • Induction motor stator faults diagnosis by a current concordia pattern-based fuzzy decision system
    • F. Zidani, M. E. H. Benbouzid, D. Diallo and M. S. Nait-Said, Induction motor stator faults diagnosis by a current concordia pattern-based fuzzy decision system, IEEE Trans, on Energy Conversion, vol.18, no.4, pp.469-475, 2003.
    • (2003) IEEE Trans, on Energy Conversion , vol.18 , Issue.4 , pp. 469-475
    • Zidani, F.1    Benbouzid, M.E.H.2    Diallo, D.3    Nait-Said, M.S.4
  • 5
    • 4444325845 scopus 로고    scopus 로고
    • Performance analysis and comparison of neural networks and support vector machines classifier
    • Hangzhou, China
    • E. Zheng, P. Li and Z. Song, Performance analysis and comparison of neural networks and support vector machines classifier, Proc. of the 5th World Congress on Intelligent Control and Automation, Hangzhou, China, vol.5, pp.4232-4235, 2004.
    • (2004) Proc. of the 5th World Congress on Intelligent Control and Automation , vol.5 , pp. 4232-4235
    • Zheng, E.1    Li, P.2    Song, Z.3
  • 7
    • 34248671440 scopus 로고    scopus 로고
    • Fault diagnostic system for a multilevel inverter using a neural network
    • S. Khomfoi and L. M. Tolbert, Fault diagnostic system for a multilevel inverter using a neural network, IEEE Trans, on Power Electronics, vol.22, no.3, pp.1062-1069, 2007.
    • (2007) IEEE Trans, on Power Electronics , vol.22 , Issue.3 , pp. 1062-1069
    • Khomfoi, S.1    Tolbert, L.M.2
  • 9
    • 34249661124 scopus 로고    scopus 로고
    • Support vector machine in machine condition monitoring and fault diagnosis
    • A. Widodo and B. S. Yang, Support vector machine in machine condition monitoring and fault diagnosis, Mechanical Systems and Signal Processing, vol.21, pp.2560-2574, 2007
    • (2007) Mechanical Systems and Signal Processing , vol.21 , pp. 2560-2574
    • Widodo, A.1    Yang, B.S.2
  • 10
    • 29244478009 scopus 로고    scopus 로고
    • Mechanical fault detection in a medium-sized induction motor using stator current monitoring
    • A. M. Knight and S. P. Bertani, Mechanical fault detection in a medium-sized induction motor using stator current monitoring, IEEE Trans, on Energy Conversion, vol.20, no.4, pp.753-760, 2005
    • (2005) IEEE Trans, on Energy Conversion , vol.20 , Issue.4 , pp. 753-760
    • Knight, A.M.1    Bertani, S.P.2
  • 11
    • 0036245419 scopus 로고    scopus 로고
    • Toliyat, Novel frequency-domain-based technique to detect stator interturn faults in induction machines using stator-induced voltage after switch-off
    • S. Nandi and A. Toliyat, Novel frequency-domain-based technique to detect stator interturn faults in induction machines using stator-induced voltage after switch-off, IEEE Trans, on Industry Application, vol.38, no.l, pp.101-109, 2002.
    • (2002) IEEE Trans, on Industry Application , vol.38 , Issue.l , pp. 101-109
    • Nandi, S.1
  • 12
    • 0035304023 scopus 로고    scopus 로고
    • The optimization of spectral analysis for signal harmonics
    • T. P. Tsao, R. C. Wu and C. C. Ning, The optimization of spectral analysis for signal harmonics, IEEE Trans, on Power Delivery, vol.16, no.2, pp.149-153, 2001.
    • (2001) IEEE Trans, on Power Delivery , vol.16 , Issue.2 , pp. 149-153
    • Tsao, T.P.1    Wu, R.C.2    Ning, C.C.3
  • 13
    • 10944237436 scopus 로고    scopus 로고
    • Diagnostics of induction machines using the zero sequence voltage
    • P. Garcia, F. Briz, M. W. Degner and A. B. Diez, Diagnostics of induction machines using the zero sequence voltage, IEEE-IAS Annu. Meeting, pp.735-742, 2004.
    • (2004) IEEE-IAS Annu. Meeting , pp. 735-742
    • Garcia, P.1    Briz, F.2    Degner, M.W.3    Diez, A.B.4
  • 15
    • 0033335228 scopus 로고    scopus 로고
    • Inter-turn stator winding fault diagnosis in three-phase induction motors, by park's vector approach
    • A. J. M. Cardoso, S. M. A. Cruz and D. S. B. Fonseca, Inter-turn stator winding fault diagnosis in three-phase induction motors, by park's vector approach, IEEE Trans, on Energy Conversion, vol.14, no.3, pp.595-598, 1999.
    • (1999) IEEE Trans, on Energy Conversion , vol.14 , Issue.3 , pp. 595-598
    • Cardoso, A.J.M.1    Cruz, S.M.A.2    Fonseca, D.S.B.3
  • 16
    • 0032205939 scopus 로고    scopus 로고
    • Insulation failure prediction in AC machines using line-neutral voltages
    • M. A. Cash, T. G. Habetler and G. B. Kliman, Insulation failure prediction in AC machines using line-neutral voltages, IEEE Trans, on Industry Applications, vol.34, no.6, pp.1234-1239, 1998.
    • (1998) IEEE Trans, on Industry Applications , vol.34 , Issue.6 , pp. 1234-1239
    • Cash, M.A.1    Habetler, T.G.2    Kliman, G.B.3
  • 20
    • 10044295425 scopus 로고    scopus 로고
    • A note on Piatt's probabilistic outputs for support vector machines
    • Department of Computer science, National Taiwan University
    • H. T. Lin, C. J. Lin and R. C. Weng, A note on Piatt's probabilistic outputs for support vector machines, Technical Report, Department of Computer science, National Taiwan University, http://www.-csie.ntu.edu.tw/~cjlin/papers/plattprob.pdf, 2004.
    • (2004) Technical Report
    • Lin, H.T.1    Lin, C.J.2    Weng, R.C.3
  • 21
    • 27144473356 scopus 로고    scopus 로고
    • Stator fault detection in induction machines using triplen harmonics at motor terminal voltage after switch-off
    • S. Nandi, Stator fault detection in induction machines using triplen harmonics at motor terminal voltage after switch-off, IEEE Power Engineering Society General Meeting, vol.3, pp.2285-2290, 2005.
    • (2005) IEEE Power Engineering Society General Meeting , vol.3 , pp. 2285-2290
    • Nandi, S.1
  • 24
    • 84886817982 scopus 로고    scopus 로고
    • On-line MCSA to diagnosis shorted turns in low voltage stator winding of 3-phase induction motors prior to failure
    • W. T. Thomson, On-line MCSA to diagnosis shorted turns in low voltage stator winding of 3-phase induction motors prior to failure, IEEE International Electric Machines and Drives Conference, pp.891-898, 2001.
    • (2001) IEEE International Electric Machines and Drives Conference , pp. 891-898
    • Thomson, W.T.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.