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Volumn 60, Issue 8, 2013, Pages 3398-3407

Bearing fault detection by a novel condition-monitoring scheme based on statistical-time features and neural networks

Author keywords

Ball bearings; classification algorithms; condition monitoring; fault diagnosis; feature extraction; induction motors; neural networks; vibrations

Indexed keywords

BALL BEARINGS; DEFECTS; ELECTRIC MACHINERY; FAILURE ANALYSIS; FEATURE EXTRACTION; INDUCTION MOTORS; NEURAL NETWORKS;

EID: 84876248148     PISSN: 02780046     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIE.2012.2219838     Document Type: Article
Times cited : (410)

References (31)
  • 2
    • 80052378721 scopus 로고    scopus 로고
    • A Webbased remote laboratory for monitoring and diagnosis of AC electrical machines
    • Oct.
    • A. Yazidi, H. Henao, G.-A. Capolino, F. Betin, and F. Filippetti, "A Webbased remote laboratory for monitoring and diagnosis of AC electrical machines," IEEE Trans. Ind. Electron., vol. 58, no. 10, pp. 4950-4959, Oct. 2011.
    • (2011) IEEE Trans. Ind. Electron , vol.58 , Issue.10 , pp. 4950-4959
    • Yazidi, A.1    Henao, H.2    Capolino, G.-A.3    Betin, F.4    Filippetti, F.5
  • 3
    • 84856512360 scopus 로고    scopus 로고
    • Diagnosis by pattern recognition for PMSM used in more electric aircraft
    • Nov
    • O. Ondel, E. Boutleux, and G. Clerc, "Diagnosis by pattern recognition for PMSM used in more electric aircraft," in Proc. IEEE IECON, Nov. 2011, pp. 3452-3458.
    • (2011) Proc. IEEE IECON , pp. 3452-3458
    • Ondel, O.1    Boutleux, E.2    Clerc, G.3
  • 4
    • 79954497424 scopus 로고    scopus 로고
    • A simple realtime fault signature monitoring tool for motor-drive-embedded fault diagnosis systems
    • May
    • B. Akin, C. Seungdeog, U. Orguner, and H. A. Toliyat, "A simple realtime fault signature monitoring tool for motor-drive-embedded fault diagnosis systems," IEEE Trans. Ind. Electron., vol. 58, no. 5, pp. 1990-2001, May 2011.
    • (2011) IEEE Trans. Ind. Electron , vol.58 , Issue.5 , pp. 1990-2001
    • Akin, B.1    Seungdeog, C.2    Orguner, U.3    Toliyat, H.A.4
  • 5
    • 57749196360 scopus 로고    scopus 로고
    • Advances in diagnostic techniques for induction machines
    • Dec
    • A. Bellini, F. Filippetti, C. Tassoni, and G. A. Capolino, "Advances in diagnostic techniques for induction machines," IEEE Trans. Ind. Electron., vol. 55, no. 12, pp. 4109-4126, Dec. 2008.
    • (2008) IEEE Trans. Ind. Electron , vol.55 , Issue.12 , pp. 4109-4126
    • Bellini, A.1    Filippetti, F.2    Tassoni, C.3    Capolino, G.A.4
  • 6
    • 79954497420 scopus 로고    scopus 로고
    • The application of high-resolution spectral analysis for identifying multiple combined faults in induction motors
    • May
    • A. Garcia-Perez, R. de Jesus Romero-Troncoso, E. Cabal-Yepez, and R. A. Osornio-Rios, "The application of high-resolution spectral analysis for identifying multiple combined faults in induction motors," IEEE Trans. Ind. Electron., vol. 58, no. 5, pp. 2002-2010, May 2011.
    • (2011) IEEE Trans. Ind. Electron , vol.58 , Issue.5 , pp. 2002-2010
    • Garcia-Perez, A.1    Romero-Troncoso Jesus, R.D.2    Cabal-Yepez, E.3    Osornio-Rios, R.A.4
  • 8
    • 72749100972 scopus 로고    scopus 로고
    • Stator current and motor efficiency as indicators for different types of bearing faults in induction motors
    • Jan.
    • L. Frosini and E. Bassi, "Stator current and motor efficiency as indicators for different types of bearing faults in induction motors," IEEE Trans. Ind. Electron., vol. 57, no. 1, pp. 244-251, Jan. 2010.
    • (2010) IEEE Trans. Ind. Electron , vol.57 , Issue.1 , pp. 244-251
    • Frosini, L.1    Bassi, E.2
  • 9
    • 4344576021 scopus 로고    scopus 로고
    • Fault classification and fault signature production for rolling element bearings in electric machines
    • May/Jun
    • J. R. Stack, T. G. Habetler, and R. G. Harley, "Fault classification and fault signature production for rolling element bearings in electric machines," IEEE Trans. Ind. Appl., vol. 40, no. 3, pp. 735-739, May/Jun. 2004.
    • (2004) IEEE Trans. Ind. Appl , vol.40 , Issue.3 , pp. 735-739
    • Stack, J.R.1    Habetler, T.G.2    Harley, R.G.3
  • 10
    • 78751666101 scopus 로고    scopus 로고
    • A survey of condition monitoring and protection methods for medium-voltage induction motors
    • Jan./Feb.
    • P. Zhang, Y. Du, T. G. Habetler, and B. Lu, "A survey of condition monitoring and protection methods for medium-voltage induction motors," IEEE Trans. Ind. Appl., vol. 47, no. 1, pp. 34-46, Jan./Feb. 2011.
    • (2011) IEEE Trans. Ind. Appl , vol.47 , Issue.1 , pp. 34-46
    • Zhang, P.1    Du, Y.2    Habetler, T.G.3    Lu, B.4
  • 11
    • 70350426577 scopus 로고    scopus 로고
    • Detection of generalized-roughness bearing fault by spectral-kurtosis energy of vibration or current signals
    • Nov
    • F. Immovilli, M. Cocconcelli, A. Bellini, and R. Rubini, "Detection of generalized-roughness bearing fault by spectral-kurtosis energy of vibration or current signals," IEEE Trans. Ind. Electron., vol. 56, no. 11, pp. 4710-4717, Nov. 2009.
    • (2009) IEEE Trans. Ind. Electron , vol.56 , Issue.11 , pp. 4710-4717
    • Immovilli, F.1    Cocconcelli, M.2    Bellini, A.3    Rubini, R.4
  • 12
    • 77954867120 scopus 로고    scopus 로고
    • Diagnosis of bearing faults in induction machines by vibration or current signals: A critical comparison
    • Jul./Aug.
    • F. Immovilli, A. Bellini, R. Rubini, and C. Tassoni, "Diagnosis of bearing faults in induction machines by vibration or current signals: A critical comparison," IEEE Trans. Ind. Appl., vol. 46, no. 4, pp. 1350-1359, Jul./Aug. 2010.
    • (2010) IEEE Trans. Ind. Appl , vol.46 , Issue.4 , pp. 1350-1359
    • Immovilli, F.1    Bellini, A.2    Rubini, R.3    Tassoni, C.4
  • 13
    • 79954536084 scopus 로고    scopus 로고
    • Fault detection of linear bearings in brushless AC linear motors by vibration analysis
    • May
    • C. Bianchini, F. Immovilli, M. Cocconcelli, R. Rubini, and A. Bellini, "Fault detection of linear bearings in brushless AC linear motors by vibration analysis," IEEE Trans. Ind. Electron., vol. 58, no. 5, pp. 1684-1694, May 2011.
    • (2011) IEEE Trans. Ind. Electron , vol.58 , Issue.5 , pp. 1684-1694
    • Bianchini, C.1    Immovilli, F.2    Cocconcelli, M.3    Rubini, R.4    Bellini, A.5
  • 14
    • 81255143937 scopus 로고    scopus 로고
    • Currents and vibrations in asynchronous motor with externally induced vibration
    • Sep
    • F. Immovilli, C. Bianchini, M. Cocconcelli, A. Bellini, and R. Rubini, "Currents and vibrations in asynchronous motor with externally induced vibration," in Proc. IEEE SDEMPED, Sep. 2011, pp. 580-584.
    • (2011) Proc. IEEE SDEMPED , pp. 580-584
    • Immovilli, F.1    Bianchini, C.2    Cocconcelli, M.3    Bellini, A.4    Rubini, R.5
  • 15
    • 78751488916 scopus 로고    scopus 로고
    • Vibration-based fault diagnostic platform for rotary machines
    • Nov
    • W. Q. Lim, D. H. Zhang, J. H. Zhou, P. H. Belgi, and H. L. Chan, "Vibration-based fault diagnostic platform for rotary machines," in Proc. IEEE IECON, Nov. 2010, pp. 1404-1409.
    • (2010) Proc. IEEE IECON , pp. 1404-1409
    • Lim, W.Q.1    Zhang, D.H.2    Zhou, J.H.3    Belgi, P.H.4    Chan, H.L.5
  • 16
    • 74349100479 scopus 로고    scopus 로고
    • Probabilistic inter-disturbance interval estimation for bearing fault diagnosis
    • Aug
    • K. W. Wilson, "Probabilistic inter-disturbance interval estimation for bearing fault diagnosis," in Proc. IEEE SDEMPED, Aug. 2009, pp. 1-6.
    • (2009) Proc. IEEE SDEMPED , pp. 1-6
    • Wilson, K.W.1
  • 17
    • 78751500877 scopus 로고    scopus 로고
    • Reinforced Morlet wavelet transform for bearing fault diagnosis
    • Nov
    • J.-H. Zhou, "Reinforced Morlet wavelet transform for bearing fault diagnosis," in Proc. IEEE IECON, Nov. 2010, pp. 1179-1184.
    • (2010) Proc. IEEE IECON , pp. 1179-1184
    • Zhou, J.-H.1
  • 18
    • 77956740804 scopus 로고    scopus 로고
    • Detection of motor bearing outer raceway defect by wavelet packet transformed motor current signature analysis
    • Oct.
    • E. C. C. Lau and H. W. Ngan, "Detection of motor bearing outer raceway defect by wavelet packet transformed motor current signature analysis," IEEE Trans. Instrum. Meas., vol. 59, no. 10, pp. 2683-2690, Oct. 2010.
    • (2010) IEEE Trans. Instrum. Meas , vol.59 , Issue.10 , pp. 2683-2690
    • Lau, E.C.C.1    Ngan, H.W.2
  • 19
    • 84856512341 scopus 로고    scopus 로고
    • Induction motor fault diagnosis using industrial wireless sensor networks and Dempster-Shafer classifier fusion
    • Nov
    • L. Hou, "Induction motor fault diagnosis using industrial wireless sensor networks and Dempster-Shafer classifier fusion," in Proc. IEEE IECON, Nov. 2011, pp. 2992-2997.
    • (2011) Proc. IEEE IECON , pp. 2992-2997
    • Hou, L.1
  • 20
    • 84863014249 scopus 로고    scopus 로고
    • Local and nonlocal preserving projection for bearing defect classification and performance assessment
    • May
    • J. Yu, "Local and nonlocal preserving projection for bearing defect classification and performance assessment," IEEE Trans Ind. Electron., vol. 59, no. 5, pp. 2363-2376, May 2012.
    • (2012) IEEE Trans Ind. Electron , vol.59 , Issue.5 , pp. 2363-2376
    • Yu, J.1
  • 21
    • 80051722734 scopus 로고    scopus 로고
    • Machine condition prediction based on adaptive neuro-fuzzy and high-order particle filtering
    • Sep.
    • C. Chen, B. Zhang, G. Vachtsevanos, and M. Orchard, "Machine condition prediction based on adaptive neuro-fuzzy and high-order particle filtering," IEEE Trans. Ind. Electron., vol. 58, no. 9, pp. 4353-4364, Sep. 2011.
    • (2011) IEEE Trans. Ind. Electron , vol.58 , Issue.9 , pp. 4353-4364
    • Chen, C.1    Zhang, B.2    Vachtsevanos, G.3    Orchard, M.4
  • 22
    • 79954455895 scopus 로고    scopus 로고
    • Cascade neural-network-based fault classifier for three-phase induction motor
    • May
    • V. N. Ghate and S. V. Dudul, "Cascade neural-network-based fault classifier for three-phase induction motor," IEEE Trans. Ind. Electron., vol. 58, no. 5, pp. 1555-1563, May 2011.
    • (2011) IEEE Trans. Ind. Electron , vol.58 , Issue.5 , pp. 1555-1563
    • Ghate, V.N.1    Dudul, S.V.2
  • 23
    • 74349085061 scopus 로고    scopus 로고
    • Improving Elman network using genetic algorithm for bearing failure diagnosis of induction motor
    • Aug
    • A. K. Mahamad and T. Hiyama, "Improving Elman network using genetic algorithm for bearing failure diagnosis of induction motor," in Proc. IEEE SDEMPED, Aug. 2009, pp. 1-6.
    • (2009) Proc. IEEE SDEMPED , pp. 1-6
    • Mahamad, A.K.1    Hiyama, T.2
  • 24
    • 80455156374 scopus 로고    scopus 로고
    • Diagnosis of three-phase electrical machines using multidimensional demodulation techniques
    • Apr.
    • V. Choqueuse, M. E. H. Benbouzid, Y. Amirat, and S. Turri, "Diagnosis of three-phase electrical machines using multidimensional demodulation techniques," IEEE Trans. Ind. Electron., vol. 59, no. 4, pp. 2014-2023, Apr. 2012.
    • (2012) IEEE Trans. Ind. Electron , vol.59 , Issue.4 , pp. 2014-2023
    • Choqueuse, V.1    Benbouzid, M.E.H.2    Amirat, Y.3    Turri, S.4
  • 25
    • 78751533642 scopus 로고    scopus 로고
    • Automatic detection of surface defects on rolled steel using computer vision and artificial neural networks
    • Nov
    • L. A. O Martins, F. L. C. Pádua, and P. E. M. Almeida, "Automatic detection of surface defects on rolled steel using computer vision and artificial neural networks," in Proc. IEEE IECON, Nov. 2010, pp. 1081-1086.
    • (2010) Proc. IEEE IECON , pp. 1081-1086
    • Martins, L.A.O.1    Pádua, F.L.C.2    Almeida, P.E.M.3
  • 26
    • 84859704771 scopus 로고    scopus 로고
    • An adaptive neural-fuzzy approach for object detection in dynamic backgrounds for surveillance systems
    • Aug.
    • M. I. Chacon-Murguia and S. Gonzalez-Duarte, "An adaptive neural-fuzzy approach for object detection in dynamic backgrounds for surveillance systems," IEEE Trans Ind. Electron., vol. 59, no. 8, pp. 3286-3298, Aug. 2012.
    • (2012) IEEE Trans Ind. Electron , vol.59 , Issue.8 , pp. 3286-3298
    • Chacon-Murguia, M.I.1    Gonzalez-Duarte, S.2
  • 27
    • 0030736375 scopus 로고    scopus 로고
    • Curvilinear component analysis: A self-organizing neural network for nonlinear mapping of data sets
    • PII S1045922797002300
    • P. Demartines and J. Herault, "Curvilinear component analysis: A selforganizing neural network for nonlinear mapping of data sets," IEEE Trans. Neural Netw., vol. 8, no. 1, pp. 148-154, Jan. 1997. (Pubitemid 127767788)
    • (1997) IEEE Transactions on Neural Networks , vol.8 , Issue.1 , pp. 148-154
    • Demartines, P.1    Herault, J.2
  • 28
    • 33646366398 scopus 로고    scopus 로고
    • Comparisons among clustering techniques for electricity customer classification
    • May
    • G. Chicco, R. Napoli, and F. Piglione, "Comparisons among clustering techniques for electricity customer classification," IEEE Trans. Power Syst., vol. 21, no. 2, pp. 933-940, May 2006.
    • (2006) IEEE Trans. Power Syst , vol.21 , Issue.2 , pp. 933-940
    • Chicco, G.1    Napoli, R.2    Piglione, F.3
  • 29
    • 0242369006 scopus 로고    scopus 로고
    • A new experimental application of least-squares techniques for the estimation of the induction motor parameters
    • Sep-Oct
    • M. Cirrincione, M. Pucci, G. Cirrincione, and G.-A. Capolino, "A new experimental application of least-squares techniques for the estimation of the induction motor parameters," IEEE Trans. Ind. Appl., vol. 39, no. 5, pp. 1247-1256, Sep.-Oct. 2003.
    • (2003) IEEE Trans. Ind. Appl , vol.39 , Issue.5 , pp. 1247-1256
    • Cirrincione, M.1    Pucci, M.2    Cirrincione, G.3    Capolino, G.-A.4
  • 30
    • 78651327570 scopus 로고    scopus 로고
    • Extending metric multidimensional scaling with Bregman divergences
    • May
    • J. Sun, M. Crowe, and C. Fyfe, "Extending metric multidimensional scaling with Bregman divergences," Pattern Recognit., vol. 44, no. 5, pp. 1137-1154, May 2011.
    • (2011) Pattern Recognit , vol.44 , Issue.5 , pp. 1137-1154
    • Sun, J.1    Crowe, M.2    Fyfe, C.3
  • 31
    • 0031674597 scopus 로고    scopus 로고
    • Statistical analysis of sound and vibration signals for monitoring rolling element bearing condition
    • PII S0003682X97000182
    • R. B. W. Heng and M. J. M. Nor, "Statistical analysis of sound and vibration signals for monitoring rolling-element bearing condition," Appl. Acoust., vol. 53, no. 1-3, pp. 211-226, Jan.-Mar. 1998. (Pubitemid 128387177)
    • (1998) Applied Acoustics , vol.53 , Issue.1-3 , pp. 211-226
    • Heng, R.B.W.1    Nor, M.J.M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.