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Volumn 62, Issue 12, 2015, Pages 7749-7761

Time-varying and multiresolution envelope analysis and discriminative feature analysis for bearing fault diagnosis

Author keywords

Acoustic emission; fault diagnosis; genetic algorithm; single and multiple combined bearing defects; time varying and multi resolution envelope analysis

Indexed keywords

ACOUSTIC EMISSION TESTING; ACOUSTIC EMISSIONS; BEARINGS (MACHINE PARTS); COMMUNICATION CHANNELS (INFORMATION THEORY); DEFECTS; FAILURE ANALYSIS; FILTER BANKS; FREQUENCY DOMAIN ANALYSIS; GAUSSIAN DISTRIBUTION; GENETIC ALGORITHMS; IMPULSE RESPONSE; ROLLER BEARINGS; SIGNAL ANALYSIS; TIME DOMAIN ANALYSIS;

EID: 84948389808     PISSN: 02780046     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIE.2015.2460242     Document Type: Article
Times cited : (135)

References (35)
  • 1
    • 84894548631 scopus 로고    scopus 로고
    • On optimizing the aerodynamic load acting on the turbine shaft of PMSG-based direct-drive wind energy conversion system
    • 4402-4031 Aug.
    • J. Chen, J. Chen, and C. Gong, "On optimizing the aerodynamic load acting on the turbine shaft of PMSG-based direct-drive wind energy conversion system," IEEE Trans. Ind. Electron., vol. 61, no. 8, pp. 4402-4031, Aug. 2014.
    • (2014) IEEE Trans. Ind. Electron. , vol.61 , Issue.8
    • Chen, J.1    Chen, J.2    Gong, C.3
  • 2
    • 84878162534 scopus 로고    scopus 로고
    • Wind energy system with integrated functions of active power transfer, reactive power compensation, and voltage conversion
    • Oct.
    • X. She, A. Q. Huang, F.Wang, and R. Burgos, "Wind energy system with integrated functions of active power transfer, reactive power compensation, and voltage conversion," IEEE Trans. Ind. Electron., vol. 60, no. 10, pp. 4512-4524, Oct. 2013.
    • (2013) IEEE Trans. Ind. Electron. , vol.60 , Issue.10 , pp. 4512-4524
    • She, X.1    Huang, A.Q.2    Wang, F.3    Burgos, R.4
  • 3
    • 84929340137 scopus 로고    scopus 로고
    • Fault diagnosis of an advanced wind turbine benchmark using interval-based ARRs and observers
    • Jun.
    • H. Sanchez, T. Escobet, V. Puig, and P. F. Odgaard, "Fault diagnosis of an advanced wind turbine benchmark using interval-based ARRs and observers," IEEE Trans. Ind. Electron., vol. 62, no. 6, pp. 3783-3793, Jun. 2015.
    • (2015) IEEE Trans. Ind. Electron. , vol.62 , Issue.6 , pp. 3783-3793
    • Sanchez, H.1    Escobet, T.2    Puig, V.3    Odgaard, P.F.4
  • 4
    • 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. Liu, "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    Liu, B.4
  • 5
    • 68749119330 scopus 로고    scopus 로고
    • A brief status on condition monitoring and fault diagnosis in wind energy conversion systems
    • Dec.
    • Y. Amirat, M. E. H. Benbouzid, E. Al-Ahmar, B. Bensaker, and S. Turri, "A brief status on condition monitoring and fault diagnosis in wind energy conversion systems," Renew. Sustain. Energy Rev., vol. 13, no. 9, pp. 2629-2636, Dec. 2009.
    • (2009) Renew. Sustain. Energy Rev. , vol.13 , Issue.9 , pp. 2629-2636
    • Amirat, Y.1    Benbouzid, M.E.H.2    Al-Ahmar, E.3    Bensaker, B.4    Turri, S.5
  • 6
    • 84901052346 scopus 로고    scopus 로고
    • Data-driven design of robust fault detection system for wind turbines
    • Jun.
    • S. Yin, G. Wang, and H. R. Karimi, "Data-driven design of robust fault detection system for wind turbines," Mechatronics, vol. 24, no. 4, pp. 298-306, Jun. 2014.
    • (2014) Mechatronics , vol.24 , Issue.4 , pp. 298-306
    • Yin, S.1    Wang, G.2    Karimi, H.R.3
  • 7
    • 84877753760 scopus 로고    scopus 로고
    • Open-circuit fault diagnosis in PMSG drives for wind turbine applications
    • Sep.
    • N. M. A. Freire, J. O. Estima, and A. J. M. Cardoso, "Open-circuit fault diagnosis in PMSG drives for wind turbine applications," IEEE Trans. Ind. Electron., vol. 60, no. 9, pp. 3957-3967, Sep. 2013.
    • (2013) IEEE Trans. Ind. Electron. , vol.60 , Issue.9 , pp. 3957-3967
    • Freire, N.M.A.1    Estima, J.O.2    Cardoso, A.J.M.3
  • 8
    • 84876219094 scopus 로고    scopus 로고
    • A new algorithm for real-time multiple open-circuit fault diagnosis in voltage-fed PWM motor drives by the reference current errors
    • Aug.
    • J. O. Estima and A. J. M. Cardoso, "A new algorithm for real-time multiple open-circuit fault diagnosis in voltage-fed PWM motor drives by the reference current errors," IEEE Trans. Ind. Electron., vol. 60, no. 8, pp. 3496-3505, Aug. 2013.
    • (2013) IEEE Trans. Ind. Electron. , vol.60 , Issue.8 , pp. 3496-3505
    • Estima, J.O.1    Cardoso, A.J.M.2
  • 9
    • 84866603366 scopus 로고    scopus 로고
    • Fault diagnosis digital method for power transistors in power converters of switched reluctance motors
    • Feb.
    • H. Chen and S. Lu, "Fault diagnosis digital method for power transistors in power converters of switched reluctance motors," IEEE Trans. Ind. Electron., vol. 60, no. 2, pp. 749-763, Feb. 2012.
    • (2012) IEEE Trans. Ind. Electron. , vol.60 , Issue.2 , pp. 749-763
    • Chen, H.1    Lu, S.2
  • 10
    • 84891769069 scopus 로고    scopus 로고
    • Prognosis of bearing failures using hidden Markov models and the adaptive neuro-fuzzy inference system
    • Jun.
    • A. Soualhi, H. Razik, G. Clerc, and D. D. Doan, "Prognosis of bearing failures using hidden Markov models and the adaptive neuro-fuzzy inference system," IEEE Trans. Ind. Electron., vol. 61, no. 6, pp. 2864-2874, Jun. 2014.
    • (2014) IEEE Trans. Ind. Electron. , vol.61 , Issue.6 , pp. 2864-2874
    • Soualhi, A.1    Razik, H.2    Clerc, G.3    Doan, D.D.4
  • 11
    • 84887125031 scopus 로고    scopus 로고
    • Motor bearing fault diagnosis using trace ratio linear discriminant analysis
    • May
    • X. Jin, M. Zhao, T. W. S. Chow, and M. Pecht, "Motor bearing fault diagnosis using trace ratio linear discriminant analysis," IEEE Trans. Ind. Electron., vol. 61, no. 5, pp. 2441-2451, May 2014.
    • (2014) IEEE Trans. Ind. Electron. , vol.61 , Issue.5 , pp. 2441-2451
    • Jin, X.1    Zhao, M.2    Chow, T.W.S.3    Pecht, M.4
  • 12
    • 84883296618 scopus 로고    scopus 로고
    • Investigation of vibration signatures for multiple fault diagnosis in variable frequency drives using complex wavelets
    • Feb.
    • J. Seshadrinath, B. Singh, and B. K. Panigrahi, "Investigation of vibration signatures for multiple fault diagnosis in variable frequency drives using complex wavelets," IEEE Trans. Power Electron., vol. 29, no. 2, pp. 936-945, Feb. 2014.
    • (2014) IEEE Trans. Power Electron. , vol.29 , Issue.2 , pp. 936-945
    • Seshadrinath, J.1    Singh, B.2    Panigrahi, B.K.3
  • 13
    • 84876248148 scopus 로고    scopus 로고
    • Bearing fault diagnosis by a novel condition-monitoring scheme based on statistical-time features and neural networks
    • Aug.
    • M. D. Prieto, G. Cirrincione, A. G. Espinosa, J. A. Ortega, and H. Henao, "Bearing fault diagnosis by a novel condition-monitoring scheme based on statistical-time features and neural networks," IEEE Trans. Ind. Electron., vol. 30, no. 8, pp. 3398-3407, Aug. 2013.
    • (2013) IEEE Trans. Ind. Electron. , vol.30 , Issue.8 , pp. 3398-3407
    • Prieto, M.D.1    Cirrincione, G.2    Espinosa, A.G.3    Ortega, J.A.4    Henao, H.5
  • 14
    • 84876240294 scopus 로고    scopus 로고
    • Bearing fault model for induction motor with extremely induced vibration
    • Aug.
    • F. Immovilli, C. Bianchini, M. Cocconcelli, A. Bellini, and R. Rubini, "Bearing fault model for induction motor with extremely induced vibration," IEEE Trans. Ind. Electron., vol. 60, no. 8, pp. 3408-3418, Aug. 2013.
    • (2013) IEEE Trans. Ind. Electron. , vol.60 , Issue.8 , pp. 3408-3418
    • Immovilli, F.1    Bianchini, C.2    Cocconcelli, M.3    Bellini, A.4    Rubini, R.5
  • 15
    • 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
  • 16
    • 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
  • 17
    • 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
  • 18
    • 84920173957 scopus 로고    scopus 로고
    • High-performance and energy-efficient fault diagnosis using effective envelope analysis and denoising on a general-purpose graphics processing unit
    • May
    • M. Kang, J. Kim, and J.-M Kim, "High-performance and energy-efficient fault diagnosis using effective envelope analysis and denoising on a general-purpose graphics processing unit," IEEE Trans. Power Electron., vol. 30, no. 5, pp. 2763-2776, May 2015.
    • (2015) IEEE Trans. Power Electron. , vol.30 , Issue.5 , pp. 2763-2776
    • Kang, M.1    Kim, J.2    Kim, J.-M.3
  • 19
    • 84875368599 scopus 로고    scopus 로고
    • Fault diagnosis of rolling element bearing with intrinsic mode function of acoustic emission data using APF-KNN
    • Aug.
    • D. H. Pandya, S. H. Upadhyay, and S. P. Harsha, "Fault diagnosis of rolling element bearing with intrinsic mode function of acoustic emission data using APF-KNN," Expert Syst. Appl., vol. 40, no. 10, pp. 4137-4145, Aug. 2013.
    • (2013) Expert Syst. Appl. , vol.40 , Issue.10 , pp. 4137-4145
    • Pandya, D.H.1    Upadhyay, S.H.2    Harsha, S.P.3
  • 20
    • 84892373249 scopus 로고    scopus 로고
    • The use of acoustic emission information to distinguish between dry and lubricated rolling element bearings in low-speed rotating machines
    • Dec.
    • S. A. Niknam, V. Songmene, and Y. H. Au, "The use of acoustic emission information to distinguish between dry and lubricated rolling element bearings in low-speed rotating machines," Int. J. Adv. Manuf. Technol., vol. 69, no. 9-12, pp. 2679-2689, Dec. 2013.
    • (2013) Int. J. Adv. Manuf. Technol. , vol.69 , Issue.9-12 , pp. 2679-2689
    • Niknam, S.A.1    Songmene, V.2    Au, Y.H.3
  • 21
    • 84884504255 scopus 로고    scopus 로고
    • Condition monitoring of naturally damaged slow speed slewing bearing based on ensemble empirical mode decomposition
    • Aug.
    • W. Caesarendra, P. B. Kosasih, A. K. Tieu, C. A. S. Moodie, and B.-K Choi, "Condition monitoring of naturally damaged slow speed slewing bearing based on ensemble empirical mode decomposition," J. Mech. Sci. Technol., vol. 27, no. 8, pp. 2253-2262, Aug. 2013.
    • (2013) J. Mech. Sci. Technol. , vol.27 , Issue.8 , pp. 2253-2262
    • Caesarendra, W.1    Kosasih, P.B.2    Tieu, A.K.3    Moodie, C.A.S.4    Choi, B.-K.5
  • 22
    • 78349312373 scopus 로고    scopus 로고
    • The application of spectral kurtosis on acoustic emission and vibrations from a defective bearing
    • Jan.
    • B. Eftekharnejad, M. R. Carrasco, B. Charnley, and D. Mba, "The application of spectral kurtosis on acoustic emission and vibrations from a defective bearing," Mech. Syst. Signal Process., vol. 25, no. 1, pp. 266-284, Jan. 2011.
    • (2011) Mech. Syst. Signal Process. , vol.25 , Issue.1 , pp. 266-284
    • Eftekharnejad, B.1    Carrasco, M.R.2    Charnley, B.3    Mba, D.4
  • 23
    • 58749101018 scopus 로고    scopus 로고
    • Fault diagnosis of low speed bearing based on relevance vector machine and support vector machine
    • Apr.
    • A. Widodo, et al., "Fault diagnosis of low speed bearing based on relevance vector machine and support vector machine," Expert Syst. Appl., vol. 36, no. 3, pp. 7252-7261, Apr. 2009.
    • (2009) Expert Syst. Appl. , vol.36 , Issue.3 , pp. 7252-7261
    • Widodo, A.1
  • 24
    • 70749108497 scopus 로고    scopus 로고
    • Fault diagnosis of low speed bearing based on acoustic emission signal and multi-class relevance vector machine
    • A. Widodo, B.-S. Yang, E. Y. Kim, A. C. C. Tan, and J. Mathew, "Fault diagnosis of low speed bearing based on acoustic emission signal and multi-class relevance vector machine," Nondestruct. Test. Eval., vol. 24, no. 4, pp. 313-328, 2009.
    • (2009) Nondestruct. Test. Eval. , vol.24 , Issue.4 , pp. 313-328
    • Widodo, A.1    Yang, B.-S.2    Kim, E.Y.3    Tan, A.C.C.4    Mathew, J.5
  • 25
    • 0033336360 scopus 로고    scopus 로고
    • A review of vibration and acoustic measurement methods for the detection of defects in rolling element bearings
    • Aug.
    • N. Tandon and A. Chaudhary, "A review of vibration and acoustic measurement methods for the detection of defects in rolling element bearings," Tribol. Int., vol. 32, no. 8, pp. 469-480, Aug. 1999.
    • (1999) Tribol. Int. , vol.32 , Issue.8 , pp. 469-480
    • Tandon, N.1    Chaudhary, A.2
  • 26
    • 84919898028 scopus 로고    scopus 로고
    • A frequency-shifted bispectrum for rolling element bearing diagnosis
    • Mar.
    • G. Dong, J. Chen, and F. Zhao, "A frequency-shifted bispectrum for rolling element bearing diagnosis," J. Sound Vib., vol. 339, pp. 396-418, Mar. 2015.
    • (2015) J. Sound Vib. , vol.339 , pp. 396-418
    • Dong, G.1    Chen, J.2    Zhao, F.3
  • 27
    • 84979499860 scopus 로고    scopus 로고
    • A system dynamic approach to bearing fault identification with the application of Kalman and H∞ filters
    • to be published, DOI
    • S. Khanam, N. Tandon, and J. K. Dutt, "A system dynamic approach to bearing fault identification with the application of Kalman and H∞ filters," J. Vib. Control, p. 25, to be published, DOI: http://dx.doi.org/10. 1177/1077546314557851
    • J. Vib. Control , pp. 25
    • Khanam, S.1    Tandon, N.2    Dutt, J.K.3
  • 28
    • 84870401853 scopus 로고    scopus 로고
    • An enhanced kurtogram method for fault diagnosis of rolling element bearings
    • Feb.
    • 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, Feb. 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
  • 29
    • 84883851301 scopus 로고    scopus 로고
    • The design of a new sparsogram for fast bearing fault diagnosis: Part 1 of the two related manuscripts that have a joint title as two automatic vibration-based fault diagnostic methods using the novel sparsity measurement-parts 1 and 2
    • P.W. Tse and D. Wang, "The design of a new sparsogram for fast bearing fault diagnosis: Part 1 of the two related manuscripts that have a joint title as two automatic vibration-based fault diagnostic methods using the novel sparsity measurement-parts 1 and 2," Mech. Syst. Signal Process., vol. 40, pp. 499-519, 2013.
    • (2013) Mech. Syst. Signal Process. , vol.40 , pp. 499-519
    • Tse, P.W.1    Wang, D.2
  • 30
    • 84883889623 scopus 로고    scopus 로고
    • The design of a new sparsogram for fast bearing fault diagnosis: Part 2 of the two related manuscripts that have a joint title as two automatic vibration-based fault diagnostic methods using the novel sparsity measurement-parts 1 and 2
    • P.W. Tse and D. Wang, "The design of a new sparsogram for fast bearing fault diagnosis: Part 2 of the two related manuscripts that have a joint title as two automatic vibration-based fault diagnostic methods using the novel sparsity measurement-parts 1 and 2," Mech. Syst. Signal Process., vol. 40, pp. 520-544, 2013.
    • (2013) Mech. Syst. Signal Process. , vol.40 , pp. 520-544
    • Tse, P.W.1    Wang, D.2
  • 31
    • 84948394461 scopus 로고    scopus 로고
    • Sampling, digital devices, and data acquisition
    • 5th ed. Hoboken, NJ, USA: Wiley
    • R. S. Figliola and D. E. Beasley, "Sampling, digital devices, and data acquisition," in Theory and Design for Mechanical Measurements, 5th ed. Hoboken, NJ, USA: Wiley, 2011, pp. 260-303.
    • (2011) Theory and Design for Mechanical Measurements , pp. 260-303
    • Figliola, R.S.1    Beasley, D.E.2
  • 32
    • 84928955780 scopus 로고    scopus 로고
    • A novel method of fault diagnosis for rolling element bearings based on the accumulated envelope spectrum of the wavelet packet
    • Jun.
    • R. Jiang, S. Liu, Y. Tang, and Y. Liu, "A novel method of fault diagnosis for rolling element bearings based on the accumulated envelope spectrum of the wavelet packet," J. Vib. Control, vol. 21, no. 8, pp. 1580-1593, Jun. 2015
    • (2015) J. Vib. Control , vol.21 , Issue.8 , pp. 1580-1593
    • Jiang, R.1    Liu, S.2    Tang, Y.3    Liu, Y.4
  • 33
    • 78649600770 scopus 로고    scopus 로고
    • Rolling element bearing diagnostics-A tutorial
    • Feb.
    • R. B. Randall and J. Antoni, "Rolling element bearing diagnostics-A tutorial," Mech. Syst. Signal Process., vol. 25, no. 2, pp. 485-520, Feb. 2011.
    • (2011) Mech. Syst. Signal Process. , vol.25 , Issue.2 , pp. 485-520
    • Randall, R.B.1    Antoni, J.2
  • 34
    • 0002338687 scopus 로고
    • A genetic algorithm tutorial
    • Jun.
    • D. Whitley, "A genetic algorithm tutorial," Statist. Comput., vol. 4, no. 2, pp. 65-85, Jun. 1994.
    • (1994) Statist. Comput. , vol.4 , Issue.2 , pp. 65-85
    • Whitley, D.1
  • 35
    • 85008025524 scopus 로고    scopus 로고
    • Sensitivity analysis of k-fold cross validation in prediction error estimation
    • Mar.
    • J. D. Rodriguez, A. Perez, and J. A. Lozano, "Sensitivity analysis of k-fold cross validation in prediction error estimation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 32, no. 3, pp. 569-575, Mar. 2010.
    • (2010) IEEE Trans. Pattern Anal. Mach. Intell. , vol.32 , Issue.3 , pp. 569-575
    • Rodriguez, J.D.1    Perez, A.2    Lozano, J.A.3


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