메뉴 건너뛰기




Volumn 26, Issue 1, 2011, Pages 102-114

Early estimation of faults in induction motors using symbolic dynamic-based analysis of stator current samples

Author keywords

Condition monitoring; Fault diagnosis; Kolmogorov Smirnov (KS) technique; Symbolic dynamics

Indexed keywords

ELECTROMAGNETIC DEVICES; FAULT DIAGNOSIS; FAULT-PRONE; HEALTH CONDITION; HIGH EFFICIENCY; HIGH RELIABILITY; KOLMOGOROV-SMIRNOV (KS) TECHNIQUE; LABORATORY SET-UP; LOW MAINTENANCE; MACHINE FAILURE; MAINTENANCE SCHEDULES; MATHEMATICAL ANALYSIS; SIMPLE METHOD; STATOR CURRENTS; SYMBOLIC DYNAMICS;

EID: 79951944437     PISSN: 08858969     EISSN: None     Source Type: Journal    
DOI: 10.1109/TEC.2010.2062514     Document Type: Article
Times cited : (26)

References (63)
  • 3
    • 19744383486 scopus 로고    scopus 로고
    • Detecting motor bearing faults
    • Dec.
    • M. J. Devaney and L. Eren, "Detecting motor bearing faults," IEEE Instrum. Meas. Mag., vol. 7, no. 4, pp. 30-50, Dec. 2004.
    • (2004) IEEE Instrum. Meas. Mag. , vol.7 , Issue.4 , pp. 30-50
    • Devaney, M.J.1    Eren, L.2
  • 4
    • 33947142894 scopus 로고    scopus 로고
    • Mixed fault diagnosis in three-phase squirrelcage induction motor using analysis of airgap magnetic field
    • J. Faiz and B.M. Ebrahimi, "Mixed fault diagnosis in three-phase squirrelcage induction motor using analysis of airgap magnetic field," in Proc. Prog. Electro-Magn. Res. Symp., pp. 239-355, 2006.
    • (2006) Proc. Prog. Electro-Magn. Res. Symp. , pp. 239-355
    • Faiz, J.1    Ebrahimi, B.M.2
  • 5
    • 0037252821 scopus 로고    scopus 로고
    • Condition monitoring techniques for electrical equipment-A literature survey
    • Jan.
    • Y. Han and Y. H. Song, "Condition monitoring techniques for electrical equipment-A literature survey," IEEE Trans. Power Del., vol. 18, no. 1, pp. 4-13, Jan. 2003.
    • (2003) IEEE Trans. Power Del. , vol.18 , Issue.1 , pp. 4-13
    • Han, Y.1    Song, Y.H.2
  • 7
    • 4444269101 scopus 로고    scopus 로고
    • Induction machine on-line condition monitoring and fault diagnosis-A survey
    • [Online]. Available: /itee.uq.edu.au.
    • M. L. Sin, W. L. Soong, and N. Ertugrul. (2003)., "Induction machine on-line condition monitoring and fault diagnosis-A survey" in Proc. Australasian Univ. Power. [Online]. Available: /itee.uq.edu.au.
    • (2003) Proc. Australasian Univ. Power
    • Sin, M.L.1    Soong, W.L.2    Ertugrul, N.3
  • 8
    • 0022206607 scopus 로고
    • Report of large motor reliability survey of industrial and commercial installations
    • Part I and II, Motor ReliabilityWorking Group July/Aug. 1985; Part III, Motor Reliability Working Group IEEE Ind. Appl. Soc. (IAS), IEEE Trans. Ind. Appl., pp. 153- 158, Jan./Feb
    • P. O'Donnell, "Report of large motor reliability survey of industrial and commercial installations," Part I and II, Motor ReliabilityWorking Group, IEEE Ind. Appl. Soc. (IAS), IEEE Trans. Ind. Appl., pp 853-872, July/Aug. 1985; Part III, Motor Reliability Working Group, IEEE Ind. Appl. Soc. (IAS), IEEE Trans. Ind. Appl., pp. 153-158, Jan./Feb. 1985.
    • (1985) IEEE Ind. Appl. Soc. IAS IEEE Trans. Ind. Appl. , pp. 853-872
    • O'Donnell, P.1
  • 9
    • 0034295987 scopus 로고    scopus 로고
    • Induction machine condition monitoring with higher order spectra
    • Oct.
    • N. Arthur and J. Penman, "Induction machine condition monitoring with higher order spectra," IEEE Trans. Ind. Appl., vol. 47, no. 5, pp. 1031- 1041, Oct. 2000.
    • (2000) IEEE Trans. Ind. Appl. , vol.47 , Issue.5 , pp. 1031-1041
    • Arthur, N.1    Penman, J.2
  • 10
    • 0032308084 scopus 로고    scopus 로고
    • Induction machine condition monitoring with higher order spectra part II: Variable frequency operation and automated diagnosis
    • Aug. 31-Sep.
    • N. Arthur, J. Penman, A. McLean, and A. Parsons, "Induction machine condition monitoring with higher order spectra, Part II: Variable frequency operation and automated diagnosis," in Proc. 24th Annu. Conf. IEEE Ind. Electron. Soc., vol. 3, Aug. 31-Sep. 4, 1998, pp. 1895- 1900.
    • (1998) Proc. 24th Annu. Conf. IEEE Ind. Electron. Soc. , vol.3 , Issue.4 , pp. 1895-1900
    • Arthur, N.1    Penman, J.2    McLean, A.3    Parsons, A.4
  • 12
    • 10944250699 scopus 로고    scopus 로고
    • Monitoring of induction machines by maximum covariance method for frequency tracking
    • Conference Record of the 2004 IEEE Industry Applications Conference; 39th IAS Annual Meeting
    • A. Bellini, G. Fraceschini, and C. Tassoni, "Monitoring of induction machines by maximum covarience method for frequency tracking," in Proc. Conf. Rec. 2004, IEEE Ind. Appl. Conf., 39th Annu. Meeting, vol. 2, Oct. 3-7, 2004, pp. 743-749. (Pubitemid 40016585)
    • (2004) Conference Record - IAS Annual Meeting (IEEE Industry Applications Society) , vol.2 , pp. 743-749
    • Bellini, A.1    Franceschini, G.2    Tassoni, C.3
  • 14
    • 0034297416 scopus 로고    scopus 로고
    • A review of induction motors signature analysis as a medium of faults detection
    • Oct.
    • M. E. H. Benbouzid, "A review of induction motors signature analysis as a medium of faults detection," IEEE Trans. Ind. Electron., vol. 47, no. 5, pp. 984-993, Oct. 2000.
    • (2000) IEEE Trans. Ind. Electron. , vol.47 , Issue.5 , pp. 984-993
    • Benbouzid, M.E.H.1
  • 15
    • 0032778073 scopus 로고    scopus 로고
    • Induction motors faults detection and localization using stator current advanced signal processing techniques
    • Jan.
    • M. E. H. Benbouzid, M. Vieira, and C. Theys, "Induction motors" faults detection and localization using stator current advanced signal processing techniques," IEEE Trans. Power Electron., vol. 14, no. 1, pp. 14-22, Jan. 1999.
    • (1999) IEEE Trans. Power Electron. , vol.14 , Issue.1 , pp. 14-22
    • Benbouzid, M.E.H.1    Vieira, M.2    Theys, C.3
  • 16
    • 0026886680 scopus 로고
    • Cause and analysis of stator and rotor failures in three-phase squirrel-cage induction motors
    • Jul/Aug.
    • A. H. Bonnett and G. C. Soukup, "Cause and analysis of stator and rotor failures in three-phase squirrel-cage induction motors," IEEE Trans. Ind. Appl., vol. 28, no. 4, pp. 921-937, Jul/Aug. 1992.
    • (1992) IEEE Trans. Ind. Appl. , vol.28 , Issue.4 , pp. 921-937
    • Bonnett, A.H.1    Soukup, G.C.2
  • 18
    • 0344551113 scopus 로고    scopus 로고
    • Reducing the impact of false alarms in induction motor fault daignosis
    • Mar.
    • K. Kim and A. G. Parlos, "Reducing the impact of false alarms in induction motor fault daignosis," J. Dyn. Syst., Meas. Control, Trans. ASME, vol. 125, pp. 80-95, Mar. 2003.
    • (2003) J. Dyn. Syst., Meas. Control Trans. ASME , vol.125 , pp. 80-95
    • Kim, K.1    Parlos, A.G.2
  • 19
    • 0012835439 scopus 로고    scopus 로고
    • Application of fuzzy logic to induction motors condition monitoring
    • Jun
    • H. Nejjari and M. E. H. Benbouzid, "Application of fuzzy logic to induction motors condition monitoring," IEEE Power Eng. Rev., vol. 19, no. 6, pp. 52-54, Jun 1999.
    • (1999) IEEE Power Eng. Rev. , vol.19 , Issue.6 , pp. 52-54
    • Nejjari, H.1    Benbouzid, M.E.H.2
  • 20
    • 0031273217 scopus 로고    scopus 로고
    • Evaluation and implementation of a system to eliminate arbitrary load effects in current-based monitoring of induction machines
    • PII S0093999497078341
    • R. R. Schoen and T. G. Habetler, "Evaluation and implementation of a system to eliminate arbitrary load effects in current-based monitoring of induction machines," IEEE Trans. Ind. Appl., vol. 33, no. 6, pp. 1571-77, Nov/Dec. 1997. (Pubitemid 127827454)
    • (1997) IEEE Transactions on Industry Applications , vol.33 , Issue.6 , pp. 1571-1577
    • Schoen, R.R.1    Habetier, T.G.2
  • 21
    • 0030676508 scopus 로고    scopus 로고
    • Analysis of air gap flux current and vibration signals as a function of the combination of static and dynamic air gap eccentricity in 3-phase induction motors
    • Jan./Feb.
    • D. G. Dorrell, W. T. Thomson, and S. Roach, "Analysis of air gap flux, current and vibration signals as a function of the combination of static and dynamic air gap eccentricity in 3-phase induction motors," IEEE Trans. Ind. Appl., vol. 33, no. 1, pp. 24-34, Jan./Feb. 1997.
    • (1997) IEEE Trans. Ind. Appl. , vol.33 , Issue.1 , pp. 24-34
    • Dorrell, D.G.1    Thomson, W.T.2    Roach, S.3
  • 22
    • 4243256892 scopus 로고    scopus 로고
    • Stator current harmonics and their causal vibrations: A preliminary investigation of sensorless vibration monitoring applications
    • Jan./Feb.
    • C. M. Riley, B. K. Lin, T. G. Habetler, and R. R. Schoen, "Stator current harmonics and their causal vibrations: A preliminary investigation of sensorless vibration monitoring applications," IEEE Trans. Ind. Appl., vol. 35, no. 1, pp. 94-99, Jan./Feb. 1999.
    • (1999) IEEE Trans. Ind. Appl. , vol.35 , Issue.1 , pp. 94-99
    • Riley, C.M.1    Lin, B.K.2    Habetler, T.G.3    Schoen, R.R.4
  • 23
    • 0032202215 scopus 로고    scopus 로고
    • A method for sensorless on-line vibration monitoring of induction machines
    • PII S0093999498081006
    • C. M. Riley, B. K. Lin, T. G. Habetler, and R. R. Schoen, "A method for sensorless on-line vibration monitoring of induction machines," IEEE Trans. Ind. Appl., vol. 34, no. 6, pp. 1240-45, Nov./Dec. 1998. (Pubitemid 128744731)
    • (1998) IEEE Transactions on Industry Applications , vol.34 , Issue.6 , pp. 1240-1245
    • Riley, C.M.1    Lin Brian, K.2    Habetler, T.G.3
  • 25
    • 29244436133 scopus 로고    scopus 로고
    • An online technique for monitoring the insulation condition of AC machine stator windings
    • DOI 10.1109/TEC.2005.853760
    • S. B. Lee, K. Younsi, and G. B. Kliman, "An on-line technique for monitoring the insulation condition of AC machine stator windings," IEEE Trans. Energy Convers., vol. 20, no. 4, pp. 737-745, Dec. 2005. (Pubitemid 41830049)
    • (2005) IEEE Transactions on Energy Conversion , vol.20 , Issue.4 , pp. 737-745
    • Lee, S.B.1    Younsi, K.2    Kliman, G.B.3
  • 26
    • 34548261403 scopus 로고    scopus 로고
    • Real-time implementation of wavelet packet transform-based diagnosis and protection of three-phase induction motors
    • DOI 10.1109/TEC.2006.882417
    • M. A. S. K. Khan, S. T. Radwan, and M. A. Rahman, "Real-time implementation of wavelet packet transform-based diagnosis and protection of three-phase induction motors," IEEE Trans. Energy Convers., vol. 22, no. 3, pp. 647-655, Sep. 2007. (Pubitemid 47323580)
    • (2007) IEEE Transactions on Energy Conversion , vol.22 , Issue.3 , pp. 647-655
    • Khan, M.A.S.K.1    Radwan, T.S.2    Rahman, M.A.3
  • 27
    • 0036613161 scopus 로고    scopus 로고
    • Induction motor fault diagnosis based on neuropredictors and wavelet signal processing
    • Jun.
    • K. Kim and A. G. Parlos, "Induction motor fault diagnosis based on neuropredictors and wavelet signal processing," IEEE Trans.Mechatron., vol. 7, no. 2, pp. 201-219, Jun. 2002.
    • (2002) IEEE Trans.Mechatron. , vol.7 , Issue.2 , pp. 201-219
    • Kim, K.1    Parlos, A.G.2
  • 28
    • 0032187785 scopus 로고    scopus 로고
    • Fault location using wavelets
    • F. Magnago and A. Abur, "Fault location using wavelets," IEEE Trans. Power Del., vol. 13, no. 4, pp. 1475-1480, Oct. 1998. (Pubitemid 128739877)
    • (1998) IEEE Transactions on Power Delivery , vol.13 , Issue.4 , pp. 1475-1480
    • Magnago, F.H.1    Abur, A.2
  • 29
    • 4344581685 scopus 로고    scopus 로고
    • Wavelet based methods for the prognosis of mechanical and electrical failures n electric motors
    • Elsevier Mar.
    • W. G. Zanardelli, E. G. Strangas, H. K. Khalil, and J. M. Miller, "Wavelet based methods for the prognosis of mechanical and electrical failures n electric motors," Mech. Syst. Signal Proc. (Elsevier), vol. 19, no. 2, pp. 411-426, Mar. 2005.
    • (2005) Mech. Syst. Signal Proc. , vol.19 , Issue.2 , pp. 411-426
    • Zanardelli, W.G.1    Strangas, E.G.2    Khalil, H.K.3    Miller, J.M.4
  • 30
    • 33847068345 scopus 로고    scopus 로고
    • Methods to identify intermittent electrical and mechanical faults in permanent magnet AC drives based on wavelet analysis
    • Sep. 7-9
    • W. G. Zanardelli and E. G. Strangas, "Methods to identify intermittent electrical and mechanical faults in permanent magnet AC drives based on wavelet analysis," in Proc. IEEE Conf. Vehicle Power Propulsion, Sep. 7-9, 2005, pp. 154-168.
    • (2005) Proc. IEEE Conf. Vehicle Power Propulsion , pp. 154-168
    • Zanardelli, W.G.1    Strangas, E.G.2
  • 31
    • 0038042280 scopus 로고    scopus 로고
    • Application of AI tools in fault diagnosis of electrical machines and drives-An overview
    • Jun.
    • M. A. Awadallah and M. M. Marcos, "Application of AI tools in fault diagnosis of electrical machines and drives-An overview," IEEE Trans. Energy Conv., vol. 18, no. 2, pp. 245-251, Jun. 2003.
    • (2003) IEEE Trans. Energy Conv. , vol.18 , Issue.2 , pp. 245-251
    • Awadallah, M.A.1    Marcos, M.M.2
  • 32
    • 0026408499 scopus 로고
    • A neural network approach to real-time condition monitoring of induction motors
    • Dec
    • C. Mo-yuen, P. M. Mangum, and S. O. Yee, "A neural network approach to real-time condition monitoring of induction motors," IEEE Trans. Ind. Electron., vol. 38, no. 6, Dec. 1991, pp. 448-453.
    • (1991) IEEE Trans. Ind. Electron. , vol.38 , Issue.6 , pp. 448-453
    • Mo-yuen, C.1    Mangum, P.M.2    Yee, S.O.3
  • 34
    • 33749536914 scopus 로고    scopus 로고
    • Fault diagnosis system of induction motors based on neural network and genetic algorithm using stator current signals
    • H. Tian, B.-S. Yang, W.-H. Choi, and J.-S. Kim, "Fault diagnosis system of induction motors based on neural network and genetic algorithm using stator current signals," Int. J. Rotating Machinery, vol. 2006, pp. 1-13, 2006.
    • (2006) Int. J. Rotating Machinery , vol.2006 , pp. 1-13
    • Tian, H.1    Yang, B.-S.2    Choi, W.-H.3    Kim, J.-S.4
  • 36
    • 0012835439 scopus 로고    scopus 로고
    • Application of fuzzy logic to induction motors condition monitoring
    • Jun.
    • H. Nejjari and M. E. H. Benbouzid, "Application of fuzzy logic to induction motors condition monitoring," IEEE Power Eng. Rev., vol. 19, no. 6, pp. 52-54, Jun. 1999.
    • (1999) IEEE Power Eng. Rev. , vol.19 , Issue.6 , pp. 52-54
    • Nejjari, H.1    Benbouzid, M.E.H.2
  • 37
    • 40449126464 scopus 로고    scopus 로고
    • A fuzzy-based approach for the diagnosis of fault modes in a voltage-fed PWM inverter induction motor drive
    • DOI 10.1109/TIE.2007.911951
    • F. Zidani, D. Diallo, M. E. H. Benbouzid, and R. Nait-said, "A fuzzybased approach for the diagnosis of fault modes in a voltage-Fed PWM inverter induction motor drive," IEEE Trans. Ind. Electron., vol. 55, no. 2, pp. 586-593, Feb. 2008. (Pubitemid 351344232)
    • (2008) IEEE Transactions on Industrial Electronics , vol.55 , Issue.2 , pp. 586-593
    • Zidani, F.1    Diallo, D.2    Benbouzid, M.E.H.3    Nait-Said, R.4
  • 39
    • 0027767842 scopus 로고
    • An example of switched system analysis via symbolic dynamics and Petri nets
    • P. Peletiesand and R. DeCarlo, "An example of switched system analysis via symbolic dynamics and Petri nets," in Proc. 32nd IEEE Conf. Decis. Control, 1993, vol. 1, pp. 300-305.
    • (1993) Proc. 32ndIEEE Conf. Decis. Control , vol.1 , pp. 300-305
    • Peletiesand, P.1    DeCarlo, R.2
  • 40
    • 0034156059 scopus 로고    scopus 로고
    • Comparison between characterization and diagnosis of broken bars/end-ring connectors and airgap eccentricities of induction motors in ASD"s using a coupled finite element-state space method
    • Mar.
    • J. F. Bangura and N. A. Damerdash, "Comparison between characterization and diagnosis of broken bars/end-ring connectors and airgap eccentricities of induction motors in ASD"s using a coupled finite element-state space method," IEEE Trans. Energy Convers., vol. 1, Mar. 2000.
    • (2000) IEEE Trans. Energy Convers. , vol.1
    • Bangura, J.F.1    Damerdash, N.A.2
  • 41
    • 10244227902 scopus 로고    scopus 로고
    • Detection of induction machines rotor faults at standstill using signals injection
    • Nov./Dec.
    • D. Cristian, A. Mpanda-Mabwe, H. Henao, and G.-A. Capolino, "Detection of induction machines rotor faults at standstill using signals injection," IEEE Trans. Ind. Appl., vol. 40, no. 6, pp. 1510-1559, Nov./Dec. 2004.
    • (2004) IEEE Trans. Ind. Appl. , vol.40 , Issue.6 , pp. 1510-1559
    • Cristian, D.1    Mpanda-Mabwe, A.2    Henao, H.3    Capolino, G.-A.4
  • 42
    • 50049116167 scopus 로고    scopus 로고
    • A criterion function for broken bar fault diagnosis in induction motor under load variation using wavelet transform
    • Seoul, Korea, Oct.
    • J. Faiz, B. M. Ebrahimi, B. Asaie, R. Rajabioun, and H.A. Toliyat, "A criterion function for broken bar fault diagnosis in induction motor under load variation using wavelet transform," in Proc. Int. Conf. Electr. Mach. Syst., Seoul, Korea, Oct. 2007, pp. 1249-1254.
    • (2007) Proc. Int. Conf. Electr. Mach. Syst. , pp. 1249-1254
    • Faiz, J.1    Ebrahimi, B.M.2    Asaie, B.3    Rajabioun, R.4    Toliyat, H.A.5
  • 43
    • 20544475683 scopus 로고    scopus 로고
    • Effects of load magnitude on diagnosing broken bar faults in induction motors using the pendulous oscillation of the rotor magnetic field orientation
    • DOI 10.1109/TIA.2005.847315
    • B. Mirafzal and N. A. O. Damerdash, "Effects of load magnitude on diagnosing broken bar faults in induction motors using pedulous oscillations of the rotor magnetic field orientation," IEEE Trans. Ind. Appl., vol. 41, no. 3, pp. 771-783, May/Jun. 2005. (Pubitemid 40843709)
    • (2005) IEEE Transactions on Industry Applications , vol.41 , Issue.3 , pp. 771-783
    • Mirafzal, B.1    Demerdash, N.A.O.2
  • 44
    • 2342623398 scopus 로고    scopus 로고
    • Inductionmachine broken-bar fault diagnosis using the rotor magnetic field space-vector orientation
    • Mar./Apr.
    • B. Mirafzal and N. A. O. Damerdash, "Inductionmachine broken-bar fault diagnosis using the rotor magnetic field space-vector orientation," IEEE Trans. Ind. Appl., vol. 40, no. 2, pp. 534-542, Mar./Apr. 2004.
    • (2004) IEEE Trans. Ind. Appl. , vol.40 , Issue.2 , pp. 534-542
    • Mirafzal, B.1    Damerdash, N.A.O.2
  • 45
    • 0038718779 scopus 로고    scopus 로고
    • On-line cage rotor fault detection using air-gap torque spectra
    • Jun.
    • V. V. Thomas, K. Vasudevan, and V. J. Kumar, "On-line cage rotor fault detection using air-gap torque spectra," IEEE Trans. Energy Convers., vol. 18, no. 2, pp. 265-270, Jun. 2003.
    • (2003) IEEE Trans. Energy Convers , vol.18 , Issue.2 , pp. 265-270
    • Thomas, V.V.1    Vasudevan, K.2    Kumar, V.J.3
  • 47
    • 0034297784 scopus 로고    scopus 로고
    • The detection of inter-turn short circuits in the stator windings of operating motors
    • Oct.
    • G. M. Joksimovíc and J. Penman, "The detection of inter-turn short circuits in the stator windings of operating motors," IEEE Trans. Ind. Electron., vol. 47, no. 5, pp. 1078-1084, Oct. 2000.
    • (2000) IEEE Trans. Ind. Electron. , vol.47 , Issue.5 , pp. 1078-1084
    • Joksimovíc, G.M.1    Penman, J.2
  • 48
    • 15044343813 scopus 로고    scopus 로고
    • A review of stator fault monitoring techniques of induction motors
    • DOI 10.1109/TEC.2004.837304
    • A. Siddique, G. S. Yadava, and B. Singh, "A review of stator fault monitoring techniques of Induction motors," IEEE Trans. Energy Convers., vol. 20, no. 1, pp. 106-114, Mar. 2005. (Pubitemid 40377529)
    • (2005) IEEE Transactions on Energy Conversion , vol.20 , Issue.1 , pp. 106-114
    • Siddique, A.1    Yadava, G.S.2    Singh, B.3
  • 49
    • 0035274989 scopus 로고    scopus 로고
    • Current monitoring for detecting inter-turn short circuits in induction motors
    • DOI 10.1109/60.911400, PII S0885896901026523
    • A. Stavrou, H.G. Sedding, and J. Penman, "Current monitoring for detecting inter-turn short circuits in induction motors," IEEE Trans. Energy Convers., vol. 16, no. 1, pp. 32-37, Mar. 2001. (Pubitemid 32302940)
    • (2001) IEEE Transactions on Energy Conversion , vol.16 , Issue.1 , pp. 32-37
    • Stavrou, A.1    Sedding, H.G.2    Penman, J.3
  • 50
    • 34047135206 scopus 로고    scopus 로고
    • Continuous wavelet transform for bearing damage detection in electric motors
    • 1653299, 2006 IEEE Mediterranean Electrotechnical Conference, MELECON 2006 - Circuits and Systems for Signal Processing, lnformation and Communication Technologies, and Power Sources and Systems
    • E. Ayaz, A. Ö stürk, and S. Ş eker, "Continuous wavelet transform for bearing damage detection in electric motors," in Proc. IEEE Mediterranean Electrotech. Conf., 2006, Benalmádena (Málaga), Spain, May 16- 19, pp. 1130-33. (Pubitemid 46522383)
    • (2006) Proceedings of the Mediterranean Electrotechnical Conference - MELECON , vol.2006 , pp. 1130-1133
    • Ayaz, E.1    Ozturk, A.2    Seker, S.3
  • 51
    • 0035674576 scopus 로고    scopus 로고
    • Pattern recognition - A technique for induction machines rotor broken bar detection
    • DOI 10.1109/60.969469, PII S0885896901100549
    • M. Haji and H. A. Toliyat, "Pattern recognition-a technique for Induction machines rotor broken-bar detection," IEEE Trans. Energy Convers., vol. 16, no. 4, pp. 312-317, Dec. 2001. (Pubitemid 34035503)
    • (2001) IEEE Transactions on Energy Conversion , vol.16 , Issue.4 , pp. 312-317
    • Haji, M.1    Toliyat, H.A.2
  • 52
    • 42549113522 scopus 로고    scopus 로고
    • Models for bearing damage detection in induction motors using stator current monitoring
    • DOI 10.1109/TIE.2008.917108
    • B. Martin, P. Granjon, B. Raison, and G. Rostaing, "Models for bearing damage detection in induction motors using stator current monitoring," IEEE Trans. Ind. Electron., vol. 55, no. 4, pp. 1813-1822, Apr. 2008. (Pubitemid 351585994)
    • (2008) IEEE Transactions on Industrial Electronics , vol.55 , Issue.4 , pp. 1813-1822
    • Blodt, M.1    Granjon, P.2    Raison, B.3    Rostaing, G.4
  • 53
    • 0029404270 scopus 로고
    • Motor bearing damage detection using stator current monitoring
    • Nov/Dec.
    • R. R. Schoen, T. G. Habetler, F. Kamran, and R. G. Bartheld, "Motor bearing damage detection using stator current monitoring," IEEE Trans. Ind. Appl., vol. 31, no. 6, pp. 1274-1279, Nov/Dec. 1995.
    • (1995) IEEE Trans. Ind. Appl. , vol.31 , Issue.6 , pp. 1274-1279
    • Schoen, R.R.1    Habetler, T.G.2    Kamran, F.3    Bartheld, R.G.4
  • 54
    • 32144464887 scopus 로고    scopus 로고
    • Fault-signature modeling and detection of inner-race bearing faults
    • DOI 10.1109/TIA.2005.861365
    • J. R. Stack, T. G. Habetler, and R. G. Harley, "Fault-signature modeling and detection of inner-race bearing faults," IEEE Trans. Ind. Appl., vol. 42, no. 1, pp. 61-68, Jan./Feb. 2006. (Pubitemid 43204768)
    • (2006) IEEE Transactions on Industry Applications , vol.42 , Issue.1 , pp. 61-68
    • Stack, J.R.1    Habetler, T.G.2    Harley, R.G.3
  • 55
    • 67949102010 scopus 로고    scopus 로고
    • Adjustable-speed drive bearing-fault detection via wavelet packet decomposition
    • Aug.
    • K. Teotrakool, M. J. Devaney, and L. Eren, "Adjustable-speed drive bearing-fault detection via wavelet packet decomposition," IEEE Trans. Instrum. Meas., vol. 58, no. 8, pp. 2747-2754, Aug. 2009.
    • (2009) IEEE Trans. Instrum. Meas. , vol.58 , Issue.8 , pp. 2747-2754
    • Teotrakool, K.1    Devaney, M.J.2    Eren, L.3
  • 56
    • 0033098462 scopus 로고    scopus 로고
    • An adaptive statistical time-frequency method for detection of broken bars and bearing faults in motors using stator current
    • Mar./Apr.
    • B. Yazici and G. B. Kliman, "An adaptive statistical time-frequency method for detection of broken bars and bearing faults in motors using stator current," IEEE Trans. Ind. Appl., vol. 35, no. 2, pp. 442-452, Mar./Apr. 1999.
    • (1999) IEEE Trans. Ind. Appl. , vol.35 , Issue.2 , pp. 442-452
    • Yazici, B.1    Kliman, G.B.2
  • 57
    • 0036747148 scopus 로고    scopus 로고
    • Performance analysis of a three-phase induction motor under mixed eccentricity condition
    • DOI 10.1109/TEC.2002.801995, PII 1011092002801995
    • S. Nandi, R. M. Bhardwaj, and H. A. Toliyat, "Performance analysis of a three-phase induction motor under mixed eccentricity conditions," IEEE Trans. Energy Convers., vol. 17, no. 3, pp. 392-399, Sep. 2002. (Pubitemid 35151676)
    • (2002) IEEE Transactions on Energy Conversion , vol.17 , Issue.3 , pp. 392-399
    • Nandi, S.1    Bharadwaj, R.M.2    Toliyat, H.A.3
  • 59
    • 23544469887 scopus 로고    scopus 로고
    • Symbolic dynamic model for highly varying power system loads
    • Arizona State Univ., Tempe, AZ, Feb.
    • D. Tiwari, "Symbolic dynamic model for highly varying power system loads," M.S. thesis, Power Systems Engineering Research Center, Arizona State Univ., Tempe, AZ, Feb. 2002.
    • (2002) M.S. Thesis Power Systems Engineering Research Center
    • Tiwari, D.1
  • 60
    • 33745496690 scopus 로고    scopus 로고
    • Symbolic time series analysis via waveletbased partitioning
    • V. Rajagopalan and A. Ray, "Symbolic time series analysis via waveletbased partitioning," Elsevier J. Signal Proc., vol. 86, no. 11, pp. 3309- 3320, 2006.
    • (2006) Elsevier J. Signal Proc. , vol.86 , Issue.11 , pp. 3309-3320
    • Rajagopalan, V.1    Ray, A.2
  • 61
    • 2642522033 scopus 로고    scopus 로고
    • Symbolic dynamic analysis of complex systems for anomaly detection
    • A. Ray, "Symbolic dynamic analysis of complex systems for anomaly detection," Elsevier J. Signal Proc., vol. 84, pp. 1115-1130, 2004.
    • (2004) Elsevier J. Signal Proc. , vol.84 , pp. 1115-1130
    • Ray, A.1
  • 62
    • 34250719132 scopus 로고    scopus 로고
    • Evaluation of techniques to detect significant network performance problems using end-to-end active network measurements
    • 2006 NOMS 2006), Vancouver, Canada, Apr. 3-7
    • R. L. Cotrell, C. Logg, M. Chhaparia, M. Gngonev, F. Haro, F. Nazir, and M. Sandford, "Evaluation of techniques to detect significant network performance problems using end-to-end active network measurements," in Proc. 10th IEEE/IFIP Network Operations Manage. Symp. (NOMS 2006), Vancouver, Canada, Apr. 3-7, 2006, pp. 85-94.
    • Proc. 10thIEEE/IFIP Network Operations Manage. Symp. , pp. 85-94
    • Cotrell, R.L.1    Logg, C.2    Chhaparia, M.3    Gngonev, M.4    Haro, F.5    Nazir, F.6    Sandford, M.7


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.