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Volumn 30, Issue 1, 2015, Pages 376-383

Improved fault diagnosis of ball bearings based on the global spectrum of vibration signals

Author keywords

Bearings; envelope analysis; fault diagnosis; linear discriminant analysis (LDA); principal component analysis (PCA)

Indexed keywords

BALL BEARINGS; BEARINGS (MACHINE PARTS); BEARINGS (STRUCTURAL); DISCRIMINANT ANALYSIS; FAILURE ANALYSIS; PRINCIPAL COMPONENT ANALYSIS; SPECTRUM ANALYSIS;

EID: 85027935524     PISSN: 08858969     EISSN: None     Source Type: Journal    
DOI: 10.1109/TEC.2014.2341620     Document Type: Article
Times cited : (115)

References (49)
  • 2
    • 0000996475 scopus 로고    scopus 로고
    • Bibliography on induction motors faults detection and diagnosis
    • Dec
    • M. E. H. Benbouzid, "Bibliography on induction motors faults detection and diagnosis," IEEE Trans. Energy Convers., vol. 14, no. 54, pp. 1065-1074, Dec. 1999.
    • (1999) IEEE Trans. Energy Convers. , vol.14 , Issue.54 , pp. 1065-1074
    • Benbouzid, M.E.H.1
  • 3
    • 0038137246 scopus 로고    scopus 로고
    • Experimental investigations on inductionmachine condition monitoring and fault diagnosis using digital signal processing techniques
    • S. Ahmed and S.G. K., "Experimental investigations on inductionmachine condition monitoring and fault diagnosis using digital signal processing techniques," Elect. Power Syst. Res., vol. 65, no. 3, pp. 197-221, 2003.
    • (2003) Elect. Power Syst. Res. , vol.65 , Issue.3 , pp. 197-221
    • Ahmed, S.1
  • 4
    • 29244467991 scopus 로고    scopus 로고
    • Condition monitoring and fault diagnosis of electrical motors - A review
    • Dec
    • S. Nandi and H. Toliyat, "Condition monitoring and fault diagnosis of electrical motors-a review," IEEE Trans. Energy Convers., vol. 20, no. 4, pp. 719-729, Dec. 2005.
    • (2005) IEEE Trans. Energy Convers. , vol.20 , Issue.4 , pp. 719-729
    • Nandi, S.1    Toliyat, H.2
  • 6
    • 3743126012 scopus 로고
    • Electric Power Research Institute, Palo Alto, CA, USA, Publication EL-2678-V1, Final Report
    • "Improved motors for utility applications," Electric Power Research Institute, Palo Alto, CA, USA, Publication EL-2678-V1, Final Report, 1982.
    • (1982) Improved Motors for Utility Applications
  • 7
    • 0032593046 scopus 로고    scopus 로고
    • Failure identification and analysis for high voltage induction motors in the petrochemical industry
    • Jul./Aug
    • O. V. Thorsen and M. Dalva, "Failure identification and analysis for high voltage induction motors in the petrochemical industry," IEEE Trans. Ind. Appl., vol. 35, no. 4, pp. 810-818, Jul./Aug. 1999.
    • (1999) IEEE Trans. Ind. Appl. , vol.35 , Issue.4 , pp. 810-818
    • Thorsen, O.V.1    Dalva, M.2
  • 8
    • 0034248526 scopus 로고    scopus 로고
    • Avoiding premature bearing failure with inverter FED induction motors
    • S. Barker, "Avoiding premature bearing failure with inverter FED induction motors," Power Eng. J., vol. 14, no. 4, pp. 182-189, 2000.
    • (2000) Power Eng. J. , vol.14 , Issue.4 , pp. 182-189
    • Barker, S.1
  • 9
    • 78649600770 scopus 로고    scopus 로고
    • Rolling element bearing diagnostics-A tutorial
    • R. Randall and J. Antoni, "Rolling element bearing diagnostics-A tutorial," Mech. Syst. Signal Process., vol. 25, no. 2, pp. 485-520, 2011.
    • (2011) Mech. Syst. Signal Process. , vol.25 , Issue.2 , pp. 485-520
    • Randall, R.1    Antoni, J.2
  • 10
    • 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
  • 11
    • 0021126819 scopus 로고
    • Model for the vibration produced by a single point defect in a rolling element bearing
    • P. McFadden and J. Smith, "Model for the vibration produced by a single point defect in a rolling element bearing," J. Sound Vibration, vol. 2, no. 1, pp. 69-82, 1984.
    • (1984) J. Sound Vibration , vol.2 , Issue.1 , pp. 69-82
    • McFadden, P.1    Smith, J.2
  • 12
    • 42549113522 scopus 로고    scopus 로고
    • Models for bearing damage detection in induction motors using stator current monitoring
    • Apr
    • M. Blödt, 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.
    • (2008) IEEE Trans. Ind. Electron. , vol.55 , Issue.4 , pp. 1813-1822
    • Blödt, M.1    Granjon, P.2    Raison, B.3    Rostaing, G.4
  • 13
    • 84879609605 scopus 로고    scopus 로고
    • Wound rotor induction generator bearing fault modelling and detection using stator current analysis
    • D. S. Vilchis-Rodriguez, S. Djurovic, and A. C. Smith, "Wound rotor induction generator bearing fault modelling and detection using stator current analysis," IET Renew. Power Gener., vol. 7, no. 4, pp. 330-340, 2013.
    • (2013) IET Renew. Power Gener. , vol.7 , Issue.4 , pp. 330-340
    • Vilchis-Rodriguez, D.S.1    Djurovic, S.2    Smith, A.C.3
  • 14
    • 77954867120 scopus 로고    scopus 로고
    • Diagnosis of bearing faults in induction machines by vibration or current signals: A critical comparison
    • Jul
    • 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. 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
  • 15
    • 84877754137 scopus 로고    scopus 로고
    • Detection and diagnosis of faults in induction motor using an improved artificial ant clustering technique
    • Sep
    • A. Soualhi, G. Clerc, and H. Razik, "Detection and diagnosis of faults in induction motor using an improved artificial ant clustering technique," IEEE Trans. Ind. Electron., vol. 60, no. 9, pp. 4053-4062, Sep. 2013.
    • (2013) IEEE Trans. Ind. Electron. , vol.60 , Issue.9 , pp. 4053-4062
    • Soualhi, A.1    Clerc, G.2    Razik, H.3
  • 16
    • 84876277055 scopus 로고    scopus 로고
    • Ball bearing damage detection using traditional signal processing algorithms
    • Apr
    • I. Bediaga, X. Mendizabal, A. Arnaiz, and J. Munoa, "Ball bearing damage detection using traditional signal processing algorithms," IEEE Instrum. Meas. Mag., vol. 16, no. 2, pp. 20-25, Apr. 2013.
    • (2013) IEEE Instrum. Meas. Mag. , vol.16 , Issue.2 , pp. 20-25
    • Bediaga, I.1    Mendizabal, X.2    Arnaiz, A.3    Munoa, J.4
  • 17
    • 79954476373 scopus 로고    scopus 로고
    • Comparison between vibration and stator current analysis for the detection of bearing faults in asynchronous drives
    • B. Trajin, J. Régnier, and J. Faucher, "Comparison between vibration and stator current analysis for the detection of bearing faults in asynchronous drives," IET Elect. Power Appl., vol. 4, no. 2, pp. 90-100, 2010.
    • (2010) IET Elect. Power Appl. , vol.4 , Issue.2 , pp. 90-100
    • Trajin, B.1    Régnier, J.2    Faucher, J.3
  • 19
    • 84866598130 scopus 로고    scopus 로고
    • Early classification of bearing faults using morphological operators and fuzzy inference
    • Feb
    • A. Raj and N. Murali, "Early classification of bearing faults using morphological operators and fuzzy inference," IEEE Trans. Ind. Electron., vol. 60, no. 2, pp. 567-574, Feb. 2013.
    • (2013) IEEE Trans. Ind. Electron. , vol.60 , Issue.2 , pp. 567-574
    • Raj, A.1    Murali, N.2
  • 20
    • 32144464887 scopus 로고    scopus 로고
    • Fault-signature modeling and detection of inner-race bearing faults
    • Jan
    • J. Stack, T. Habetler, and R. Harley, "Fault-signature modeling and detection of inner-race bearing faults," IEEE Trans. Ind. Appl., vol. 42, no. 1, pp. 61-68, Jan. 2006.
    • (2006) IEEE Trans. Ind. Appl. , vol.42 , Issue.1 , pp. 61-68
    • Stack, J.1    Habetler, T.2    Harley, R.3
  • 21
    • 78349261500 scopus 로고    scopus 로고
    • Natural computing for mechanical systems research: A tutorial overview
    • K. Worden, W. Staszewski, and J. Hensman, "Natural computing for mechanical systems research: A tutorial overview," Mech. Syst. Signal Process., vol. 25, no. 6, pp. 4-111, 2011.
    • (2011) Mech. Syst. Signal Process. , vol.25 , Issue.6 , pp. 4-111
    • Worden, K.1    Staszewski, W.2    Hensman, J.3
  • 22
    • 0035273597 scopus 로고    scopus 로고
    • Application of the envelope and wavelet transform analysis for the diagnosis of incipient faults in ball bearings
    • R. Rubini and U. Meneghetti, "Application of the envelope and wavelet transform analysis for the diagnosis of incipient faults in ball bearings," Mech. Syst. Signal Process., vol. 15, no. 2, pp. 28-302, 2001.
    • (2001) Mech. Syst. Signal Process. , vol.15 , Issue.2 , pp. 28-302
    • Rubini, R.1    Meneghetti, U.2
  • 23
    • 0035520793 scopus 로고    scopus 로고
    • Non-stationary signals: Phase-energy approach-theory and simulations
    • R. Klein, D. Ingman, and S. Braun, "Non-stationary signals: Phase-energy approach-theory and simulations," Mech. Syst. Signal Process., vol. 15, no. 6, pp. 1061-1089, 2001.
    • (2001) Mech. Syst. Signal Process. , vol.15 , Issue.6 , pp. 1061-1089
    • Klein, R.1    Ingman, D.2    Braun, S.3
  • 24
    • 33750562955 scopus 로고    scopus 로고
    • Wigner-ville distribution based onEMDfor faults diagnosis of bearing
    • Berlin, Germany: Springer-Verlag
    • H. Li,H. Zheng, and L. Tang,"Wigner-ville distribution based onEMDfor faults diagnosis of bearing," in Fuzzy Systems and Knowledge Discovery Lecture Notes Computer Science, vol. 4223. Berlin, Germany: Springer- Verlag, 2006, pp. 803-812.
    • (2006) Fuzzy Systems and Knowledge Discovery Lecture Notes Computer Science , vol.4223 , pp. 803-812
    • Li, H.1    Zheng, H.2    Tang, L.3
  • 25
    • 34249751601 scopus 로고    scopus 로고
    • Bearing fault diagnosis using FFT of intrinsic mode functions in Hilbert Huang transform
    • V. K. Rai and A. R. Mohanty, "Bearing fault diagnosis using FFT of intrinsic mode functions in Hilbert Huang transform," Mech. Syst. Signal Process., vol. 21, no. 6, pp. 2607-2615, 2007.
    • (2007) Mech. Syst. Signal Process. , vol.21 , Issue.6 , pp. 2607-2615
    • Rai, V.K.1    Mohanty, A.R.2
  • 26
  • 27
    • 81855170055 scopus 로고    scopus 로고
    • Induction motors bearing fault detection using pattern recognition techniques
    • J. Zarei, "Induction motors bearing fault detection using pattern recognition techniques," Expert Syst. Appl., vol. 39, pp. 68-73, 2012.
    • (2012) Expert Syst. Appl. , vol.39 , pp. 68-73
    • Zarei, J.1
  • 28
    • 0021377369 scopus 로고
    • Vibration monitoring of rolling element bearings by the high frequency resonance technique-A review
    • P. McFadden and J. Smith, "Vibration monitoring of rolling element bearings by the high frequency resonance technique-A review," Tribology Int., vol. 17, no. 1, pp. 3-10, 1984.
    • (1984) Tribology Int. , vol.17 , Issue.1 , pp. 3-10
    • McFadden, P.1    Smith, J.2
  • 29
    • 82455168061 scopus 로고    scopus 로고
    • Hilbert transform-based bearing failure detection in DFIG-based wind turbines
    • Y. Amirat, V. Choqueuse, and S. Turri, "Hilbert transform-based bearing failure detection in DFIG-based wind turbines," Int. Rev. Elect. Eng., vol. 6, no. 3, pp. 1249-1256, 2011.
    • (2011) Int. Rev. Elect. Eng. , vol.6 , Issue.3 , pp. 1249-1256
    • Amirat, Y.1    Choqueuse, V.2    Turri, S.3
  • 30
    • 84892696427 scopus 로고    scopus 로고
    • The realtime implementation of envelope analysis for bearing fault diagnosis based on wireless sensor network
    • G. Feng, A. Mustafa, J. X. Gu, D. Zhen, F. Gu, and A. D. Ball, "The realtime implementation of envelope analysis for bearing fault diagnosis based on wireless sensor network," in Proc. 19th Int. Conf. Autom. Comput., 2013, pp. 1-6.
    • (2013) Proc. 19th Int. Conf. Autom. Comput. , pp. 1-6
    • Feng, G.1    Mustafa, A.2    Gu, J.X.3    Zhen, D.4    Gu, F.5    Ball, A.D.6
  • 31
    • 0033677947 scopus 로고    scopus 로고
    • A comparison of cyclostationary and envelope analysis in the diagnostics of rolling element bearings
    • R. B. Randall, J. Antoni, and S. Chobsaard, "A comparison of cyclostationary and envelope analysis in the diagnostics of rolling element bearings," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process., 2000, vol. 6, pp. 3882-3885.
    • (2000) Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. , vol.6 , pp. 3882-3885
    • Randall, R.B.1    Antoni, J.2    Chobsaard, S.3
  • 32
    • 84870534284 scopus 로고    scopus 로고
    • Methodology and framework for predicting helicopter rolling element bearing failure
    • Dec
    • D. Siegel, C. Ly, and J. Lee, "Methodology and framework for predicting helicopter rolling element bearing failure," IEEE Trans. Rel., vol. 61, no. 4, pp. 846-857, Dec. 2012.
    • (2012) IEEE Trans. Rel. , vol.61 , Issue.4 , pp. 846-857
    • Siegel, D.1    Ly, C.2    Lee, J.3
  • 34
    • 84876077490 scopus 로고    scopus 로고
    • Classifier ensembles to improve the robustness to noise of bearing fault diagnosis
    • B. Lazzerini and S. L. Volpi, "Classifier ensembles to improve the robustness to noise of bearing fault diagnosis," Pattern Anal. Appl., vol. 16, no. 2, pp. 235-251, 2013.
    • (2013) Pattern Anal. Appl. , vol.16 , Issue.2 , pp. 235-251
    • Lazzerini, B.1    Volpi, S.L.2
  • 35
    • 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
  • 36
    • 84893626007 scopus 로고    scopus 로고
    • A global approach for the classification of bearing faults conditions using spectral features
    • J. Harmouche, C. Delpha, and D. Diallo, "A global approach for the classification of bearing faults conditions using spectral features," in Proc. 39th Annu. Conf. IEEE Ind. Electron. Soc., 2013, pp. 7352-7357.
    • (2013) Proc. 39th Annu. Conf. IEEE Ind. Electron. Soc. , pp. 7352-7357
    • Harmouche, J.1    Delpha, C.2    Diallo, D.3
  • 37
    • 84903937908 scopus 로고    scopus 로고
    • The Bhattacharyya space for feature selection and its application to texture segmentation
    • C. C. Reyes-Aldasoroa and A. Bhaleraob, "The Bhattacharyya space for feature selection and its application to texture segmentation," Pattern Recog., vol. 36, no. 8, pp. 1703-1709, 2003.
    • (2003) Pattern Recog. , vol.36 , Issue.8 , pp. 1703-1709
    • Reyes-Aldasoroa, C.C.1    Bhaleraob, A.2
  • 38
    • 84882787627 scopus 로고    scopus 로고
    • New fault diagnosis method for rolling bearing based on PCA
    • May
    • J. Xi, Y. Han, and R. Su, "New fault diagnosis method for rolling bearing based on PCA," in Proc. 25th Chinese Control Decision Conf.,May 2013, pp. 4123-4127.
    • (2013) Proc. 25th Chinese Control Decision Conf , pp. 4123-4127
    • Xi, J.1    Han, Y.2    Su, R.3
  • 39
    • 84887125031 scopus 로고    scopus 로고
    • Motor bearing fault diagnosis using trace ratio linear discriminant analysis
    • May
    • J. Xiaohang, M. Zhao, T. W. S. Chow, and M. G. Pecht, "Motor bearing fault diagnosis using trace ratio linear discriminant analysis," IEEE Trans. Ind. Electron., vol. 61, no. 5, pp. 244-2451, May 2014.
    • (2014) IEEE Trans. Ind. Electron. , vol.61 , Issue.5 , pp. 244-2451
    • Xiaohang, J.1    Zhao, M.2    Chow, T.W.S.3    Pecht, M.G.4
  • 40
    • 84862338115 scopus 로고    scopus 로고
    • Bearing performance degradation assessment using linear discriminant analysis and coupled HMM
    • 012028
    • T. Liu, J. Chen, X. N. Zhou, and W. B. Xiao, "Bearing performance degradation assessment using linear discriminant analysis and coupled HMM," J. Phys., Conf. Series, vol. 364, no. 012028, pp. 1-12, 2012.
    • (2012) J. Phys., Conf. Series , vol.364 , pp. 1-12
    • Liu, T.1    Chen, J.2    Zhou, X.N.3    Xiao, W.B.4
  • 42
    • 84888881344 scopus 로고    scopus 로고
    • Rolling element bearing fault diagnosis using simulated annealing optimized spectral kurtosis
    • Jun
    • T. Jing, C. Morillo, and M. G. Pecht, "Rolling element bearing fault diagnosis using simulated annealing optimized spectral kurtosis," in Proc. IEEE Conf. Prognostics Health Manage., Jun. 2013, pp. 1-5.
    • (2013) Proc. IEEE Conf. Prognostics Health Manage , pp. 1-5
    • Jing, T.1    Morillo, C.2    Pecht, M.G.3
  • 43
    • 84870401853 scopus 로고    scopus 로고
    • An enhanced kurtogram method for fault diagnosis of rolling element bearings
    • D. Wang, P. W. Tse, and K. L. Tsui, "An enhanced kurtogram method for fault diagnosis of rolling element bearings," Mech. Syst. Signal Process., vol. 35, no. 1-2, pp. 176-199, 2013.
    • (2013) Mech. Syst. Signal Process. , vol.35 , Issue.1-2 , pp. 176-199
    • Wang, D.1    Tse, P.W.2    Tsui, K.L.3
  • 44
    • 27744553270 scopus 로고    scopus 로고
    • The spectral kurtosis: Application to the vibratory surveillance and diagnostics of rotating machine
    • J. Antoni and R. B. Randall, "The spectral kurtosis: Application to the vibratory surveillance and diagnostics of rotating machine," Mech. Syst. Signal Process., vol. 20, no. 2, pp. 308-331, 2006.
    • (2006) Mech. Syst. Signal Process. , vol.20 , Issue.2 , pp. 308-331
    • Antoni, J.1    Randall, R.B.2
  • 48
    • 0038667918 scopus 로고    scopus 로고
    • Feature extraction based on the Bhattacharyya distance
    • C. Choi and C. Lee, "Feature extraction based on the Bhattacharyya distance," Pattern Recog., vol. 36, pp. 1703-1709, 2003.
    • (2003) Pattern Recog. , vol.36 , pp. 1703-1709
    • Choi, C.1    Lee, C.2
  • 49
    • 0033687226 scopus 로고    scopus 로고
    • Bayes error evaluation of the GaussianMLclassifer
    • C. Lee and E. Choi, "Bayes error evaluation of the GaussianMLclassifer," IEEE Trans. Geosci. Remote Sens., vol. 35, no. 3, pp. 1471-1475, 2000.
    • (2000) IEEE Trans. Geosci. Remote Sens. , vol.35 , Issue.3 , pp. 1471-1475
    • Lee, C.1    Choi, E.2


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