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Volumn 44, Issue 5, 2014, Pages 642-652

Review of automatic fault diagnosis systems using audio and vibration signals

Author keywords

Condition monitoring; fault diagnosis; maintenance

Indexed keywords

AUDIO SYSTEMS; CONDITION MONITORING; DECISION SUPPORT SYSTEMS; ELECTRIC FAULT CURRENTS; FAILURE ANALYSIS; FAULT TOLERANT COMPUTER SYSTEMS; MACHINERY; MAINTENANCE; SIGNAL PROCESSING;

EID: 84899744851     PISSN: 21682216     EISSN: 21682232     Source Type: Journal    
DOI: 10.1109/TSMCC.2013.2257752     Document Type: Review
Times cited : (287)

References (112)
  • 1
    • 8744311951 scopus 로고    scopus 로고
    • Machine and industrial monitorization system by analysis of acoustic signatures
    • Dubrovnik, Croatia, May
    • R. M. Vilela, J. C. Metrolho, and J. C. Cardoso, "Machine and industrial monitorization system by analysis of acoustic signatures," in Proc. 12th IEEE Mediterranean Electrotech. Conf., Dubrovnik, Croatia, May 2004, vol. 1, pp. 277-279.
    • (2004) Proc. 12th IEEE Mediterranean Electrotech. Conf , vol.1 , pp. 277-279
    • Vilela, R.M.1    Metrolho, J.C.2    Cardoso, J.C.3
  • 2
    • 42549083862 scopus 로고    scopus 로고
    • Fault diagnosis and condition monitoring of electrical machines-A review
    • Mumbai, Dec. 15-17
    • D. Basak, A. Tiwari, and S. P. Das, "Fault diagnosis and condition monitoring of electrical machines-A review," in IEEE Int. Conf. Ind. Technol., Mumbai, Dec. 15-17, 2006, pp. 3061-3066.
    • (2006) IEEE Int. Conf. Ind. Technol , pp. 3061-3066
    • Basak, D.1    Tiwari, A.2    Das, S.P.3
  • 3
    • 33646534620 scopus 로고    scopus 로고
    • A review on machinery diagnostics and prognostics implementing condition-based maintenance
    • Oct.
    • A. K. S. Jardine, D. Lin, and D. Banjevic, "A review on machinery diagnostics and prognostics implementing condition-based maintenance," Mech. Syst. Signal Process., vol. 20, no. 7, pp. 1483-1510, Oct. 2006.
    • (2006) Mech. Syst. Signal Process. , vol.20 , Issue.7 , pp. 1483-1510
    • Jardine, A.K.S.1    Lin, D.2    Banjevic, D.3
  • 4
    • 29244467991 scopus 로고    scopus 로고
    • Condition monitoring and fault diagnosis of electrical motors-A review
    • Dec.
    • S. Nandi, "Condition monitoring and fault diagnosis of electrical motors-A review," IEEE Trans. Energy Conver., vol. 20, no. 4, Dec. 2005.
    • (2005) IEEE Trans. Energy Conver. , vol.20 , Issue.4
    • Nandi, S.1
  • 6
    • 0033336360 scopus 로고    scopus 로고
    • Review of vibration and acoustic measurement methods for the detection of defects in rolling element bearings
    • DOI 10.1016/S0301-679X(99)00077-8
    • N. Tandon and A. Choudhury, "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. (Pubitemid 30550533)
    • (1999) Tribology International , vol.32 , Issue.8 , pp. 469-480
    • Tandon, N.1    Choudhury, A.2
  • 7
    • 0032023438 scopus 로고    scopus 로고
    • A summary review of vibration-based damage identification methods
    • S. W. Doebling, C. R. Farrar, and M. B. Prime, "A summary review of vibration-based damage identification methods," Short Vibration Dig., vol. 30, no. 2, pp. 91-105, 1998. (Pubitemid 128625844)
    • (1998) Shock and Vibration Digest , vol.30 , Issue.2 , pp. 91-105
    • Doebling, S.W.1    Farrar, C.R.2    Prime, M.B.3
  • 8
    • 34249734113 scopus 로고    scopus 로고
    • Vibration feature extraction techniques for fault diagnosis of rotating machine: A literature survey
    • Australia, Nov. 12-14
    • H. Yang, J. Mathew, and M. Lin, "Vibration feature extraction techniques for fault diagnosis of rotating machine: A literature survey," in Asia-Pacific Vibration Conf., Australia, Nov. 12-14, 2003, pp. 12-14.
    • (2003) Asia-Pacific Vibration Conf , pp. 12-14
    • Yang, H.1    Mathew, J.2    Lin, M.3
  • 9
    • 0033747150 scopus 로고    scopus 로고
    • Fault diagnosis of rotating machinery through visualisation of sound signals
    • Mar.
    • K. Shibata, A. Takahashi, and T. Shirai, "Fault diagnosis of rotating machinery through visualisation of sound signals," Mech. Syst. Signal Process., vol. 14, no. 2, pp. 229-241, Mar. 2000.
    • (2000) Mech. Syst. Signal Process. , vol.14 , Issue.2 , pp. 229-241
    • Shibata, K.1    Takahashi, A.2    Shirai, T.3
  • 10
    • 0037236969 scopus 로고    scopus 로고
    • The application of pseudo-phase portrait in machine condition monitoring
    • Jan.
    • W. J. Wang and R. M. Lin, "The application of pseudo-phase portrait in machine condition monitoring," J. Sound Vibration, vol. 259, no. 1, pp. 1-16, Jan. 2003.
    • (2003) J. Sound Vibration , vol.259 , Issue.1 , pp. 1-16
    • Wang, W.J.1    Lin, R.M.2
  • 11
    • 0037961681 scopus 로고    scopus 로고
    • Detection of gear failures via vibration and acoustic signals using wavelet transform
    • Jul.
    • N. Baydar and A. Ball, "Detection of gear failures via vibration and acoustic signals using wavelet transform," Mech. Syst. Signal Process., vol. 17, no. 4, pp. 787-804, Jul. 2003.
    • (2003) Mech. Syst. Signal Process. , vol.17 , Issue.4 , pp. 787-804
    • Baydar, N.1    Ball, A.2
  • 12
    • 37749010112 scopus 로고    scopus 로고
    • Feature extraction method in fault diagnosis based on wavelet fuzzy network for power system rotating machinery
    • Zhangjiajie, China, July 26-31
    • K. Shanlin, P. Peilin, F. Feng, and D. Guangbin, "Feature extraction method in fault diagnosis based on wavelet fuzzy network for power system rotating machinery," in Proc. 26th Chin. Control Conf., Zhangjiajie, China, July 26-31, 2007, pp. 437-441.
    • (2007) Proc. 26th Chin. Control Conf , pp. 437-441
    • Shanlin, K.1    Peilin, P.2    Feng, F.3    Guangbin, D.4
  • 13
    • 0028391946 scopus 로고
    • Chaotic motions and fault detection in a cracked rotor
    • Mar.
    • P. C. Moller, J. Bajkowski, and D. Soffker, "Chaotic motions and fault detection in a cracked rotor," Nonlinear Dyn., vol. 5, no. 2, pp. 233-254, Mar. 1994.
    • (1994) Nonlinear Dyn. , vol.5 , Issue.2 , pp. 233-254
    • Moller, P.C.1    Bajkowski, J.2    Soffker, D.3
  • 14
    • 33646176734 scopus 로고    scopus 로고
    • Application of the blind source separation method to feature extraction of machine sound signals
    • Jul.
    • Z. M. Zhong, J. Chen, P. Zhong, and J. B. Wu, "Application of the blind source separation method to feature extraction of machine sound signals," Int. J. Adv. Manuf. Technol., vol. 28, nos. 9-10, pp. 855-862, Jul. 2006.
    • (2006) Int. J. Adv. Manuf. Technol. , vol.28 , Issue.9-10 , pp. 855-862
    • Zhong, Z.M.1    Chen, J.2    Zhong, P.3    Wu, J.B.4
  • 15
    • 0021377369 scopus 로고
    • Vibration monitoring of rolling element bearings by the high-frequency resonance technique - A review
    • DOI 10.1016/0301-679X(84)90076-8
    • P. D. McFadden and J. D. Smith, "Vibration monitoring of rolling element bearings by high freq. resonance technique-A review," Tribol. Int., vol. 77, no. 1, pp. 3-10, Feb. 1984. (Pubitemid 14561780)
    • (1984) Tribology International , vol.17 , Issue.1 , pp. 3-10
    • McFadden, P.D.1    Smith, J.D.2
  • 16
    • 2942561579 scopus 로고    scopus 로고
    • Third-order spectral techniques for the diagnosis of motor bearing condition using artificial neural networks
    • DOI 10.1006/mssp.2001.1469
    • D. M. Yang, A. F. Stronach, O. Macconnell, and J. Penman, "Thirdorder spectral techniques for the diagnosis of motor bearing condition using artificial neural network," Mech. Syst. Signal Process., vol. 16, nos. 2-3, pp. 391-411, Mar. 2002. (Pubitemid 40000348)
    • (2002) Mechanical Systems and Signal Processing , vol.16 , Issue.2-3 , pp. 391-411
    • Yang, D.-M.1    Stronach, A.F.2    MacConnell, P.3    Penman, J.4
  • 17
    • 0035435339 scopus 로고    scopus 로고
    • Fault identification in rotating machinery using the correlation dimension and bispectra
    • DOI 10.1023/A:1012985802317
    • W. J. Wang, Z. T. Wu, and J. Chen, "Fault identification in rotating machinery using the correlation dimension and bispectra," Nonlinear Dyn., vol. 25, no. 4, pp. 383-393, Aug. 2001. (Pubitemid 34061016)
    • (2001) Nonlinear Dynamics , vol.25 , Issue.4 , pp. 383-393
    • Wang, W.J.1    Wu, Z.T.2    Chen, J.3
  • 18
    • 34247164154 scopus 로고    scopus 로고
    • Fault detection in a ball bearing system using minimum variance cepstrum
    • DOI 10.1088/0957-0233/18/5/031, PII S0957023307380399, 031
    • Y.-C. Choi and Y.-H. Kim, "Fault detection in a ball bearing system using minimum variance cepstrum," Meas. Sci. Technol., vol. 18, no. 5, pp. 1433-1440, May 2007. (Pubitemid 46591498)
    • (2007) Measurement Science and Technology , vol.18 , Issue.5 , pp. 1433-1440
    • Choi, Y.-C.1    Kim, Y.-H.2
  • 19
    • 33750512360 scopus 로고    scopus 로고
    • Singularity analysis of the vibration signals by means of wavelet modulus maximal method
    • DOI 10.1016/j.ymssp.2005.12.005, PII S0888327005002426
    • Z. K. Peng, F. L. Chu, and P. W. Tse, "Singularity analysis of the vibration signals by means of wavelet modulus maximal method," Mech. Syst. Signal Process., vol. 21, no. 2, pp. 780-794, Feb. 2007. (Pubitemid 44667409)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.2 , pp. 780-794
    • Peng, Z.K.1    Chu, F.L.2    Tse, P.W.3
  • 20
    • 18144399334 scopus 로고    scopus 로고
    • A comparison study of improved Hilbert-Huang transform and wavelet transform: Application to fault diagnosis for rolling bearing
    • DOI 10.1016/j.ymssp.2004.01.006, PII S0888327004000111
    • Z. K. Peng, P. W. Tse, and F. L. Chu, "A comparison study of improved Hilbert-Huang transform and wavelet transform: Application to fault diagnosis for rolling bearing," Mech. Syst. Signal Process., vol. 19, no. 5, pp. 974-988, Sep. 2005. (Pubitemid 40612481)
    • (2005) Mechanical Systems and Signal Processing , vol.19 , Issue.5 , pp. 974-988
    • Peng, Z.K.1    Tse, P.W.2    Chu, F.L.3
  • 21
    • 0030141766 scopus 로고    scopus 로고
    • Using the correlation dimension for vibration fault diagnosis of rolling element bearings - II. Selection of experimental parameters
    • DOI 10.1006/mssp.1996.0019
    • D. Logan and J. Mathew, "Using the correlation dimension for vibration fault diagnosis of rolling element bearing-2. Selection of experimental parameters," Mech. Syst. Signal Process., vol. 10, no. 3, pp. 251-264, May 1996. (Pubitemid 126359393)
    • (1996) Mechanical Systems and Signal Processing , vol.10 , Issue.3 , pp. 251-264
    • Logan, D.B.1    Mathew, J.2
  • 22
    • 0033832330 scopus 로고    scopus 로고
    • The application of correlation dimension in large rotating machinery fault diagnosis
    • Jul.
    • W. J. Wang, J. Chen, and Z. T. Wu, "The application of correlation dimension in large rotating machinery fault diagnosis," ImechE, J. Mech. Eng. Sci. C, vol. 214, no. 7, pp. 921-929, Jul. 2000.
    • (2000) ImechE, J. Mech. Eng. Sci. C , vol.214 , Issue.7 , pp. 921-929
    • Wang, W.J.1    Chen, J.2    Wu, Z.T.3
  • 23
    • 37049023007 scopus 로고    scopus 로고
    • Bearing fault diagnosis based on HMM and fractal dimensions spectrum
    • Harbin, China, Aug. 5-8
    • T. Xinmin, D. Baoxiang, and X. Yong, "Bearing fault diagnosis based on HMM and fractal dimensions spectrum," in Proc. IEEE Int. Conf. Mechatronics Automat., Harbin, China, Aug. 5-8, 2007.
    • (2007) Proc. IEEE Int. Conf. Mechatronics Automat
    • Xinmin, T.1    Baoxiang, D.2    Yong, X.3
  • 24
    • 54949089622 scopus 로고    scopus 로고
    • Advances in automatic detection of failures in electric machines using audio signals
    • Palma de Mallorca, Spain, Aug. 29-31
    • P. Henŕ?quez, J. B. Alonso, C. M. Travieso, and M. A. Ferrer, "Advances in automatic detection of failures in electric machines using audio signals," in Proc. 11th IASTED Int. Conf. Artif. Intell. Soft Comput., Palma de Mallorca, Spain, Aug. 29-31, 2007, pp. 114-119.
    • (2007) Proc. 11th IASTED Int. Conf. Artif. Intell. Soft Comput , pp. 114-119
    • Henŕquez, P.1    Alonso, J.B.2    Travieso, C.M.3    Ferrer, M.A.4
  • 25
    • 77956485532 scopus 로고    scopus 로고
    • Machine diagnosis with independent component analysis and envelope analysis
    • Bangkok, Dec.
    • L. Li and L. Qu, "Machine diagnosis with independent component analysis and envelope analysis," IEEE Int. Conf. Ind. Technol., Bangkok, Dec. 2000, vol. 2, pp. 1360-1364.
    • (2000) IEEE Int. Conf. Ind. Technol , vol.2 , pp. 1360-1364
    • Li, L.1    Qu, L.2
  • 26
    • 0035391479 scopus 로고    scopus 로고
    • Vibration-based damage detection using statistical process control
    • DOI 10.1006/mssp.2000.1323
    • M. L. Fugate, H. Sohn, and C. R. Farrar, "Vibration-based damage detection using statistical process control," Mech. Syst. Signal Process., vol. 15, no. 4, pp. 707-721, Jul. 2001. (Pubitemid 32732399)
    • (2001) Mechanical Systems and Signal Processing , vol.15 , Issue.4 , pp. 707-721
    • Fugate, M.L.1    Sohn, H.2    Farrar, C.R.3
  • 27
    • 0034215428 scopus 로고    scopus 로고
    • Condition-based maintenance of machines using hidden Markov models
    • Jul.
    • C. Bunks, D. McCarthy, and T. Al-Ani, "Condition-based maintenance of machines using hidden Markov models," Mech. Syst. Signal Process., vol. 14, no. 4, pp. 597-612, Jul. 2000.
    • (2000) Mech. Syst. Signal Process. , vol.14 , Issue.4 , pp. 597-612
    • Bunks, C.1    McCarthy, D.2    Al-Ani, T.3
  • 28
    • 4344686230 scopus 로고    scopus 로고
    • Hidden Markov model-based fault diagnostics method in speed-up and speed-down process for rotating machinery
    • Mar.
    • Z. Li, Z. Wu, Y. He, and C. Fulei, "Hidden Markov model-based fault diagnostics method in speed-up and speed-down process for rotating machinery," Mech. Syst. Signal Process., vol. 19, no. 2, pp. 329-339, Mar. 2005.
    • (2005) Mech. Syst. Signal Process. , vol.19 , Issue.2 , pp. 329-339
    • Li, Z.1    Wu, Z.2    He, Y.3    Fulei, C.4
  • 30
    • 58449093622 scopus 로고    scopus 로고
    • SAE (Society of Automotive Engineers) E-32, SAE ARP 5783-DRAFT, Feb. 14 2007
    • SAE (Society of Automotive Engineers) E-32, 2007, "Health and Usage Monitoring Metrics, Monitoring the Monitor", SAE ARP 5783-DRAFT, Feb. 14, 2007.
    • (2007) Health and Usage Monitoring Metrics, Monitoring the Monitor
  • 31
    • 58449122284 scopus 로고    scopus 로고
    • A framework for systematic benchmarking of monitoring and diagnostic systems
    • Denver, Oct. 6-9
    • T. Kurtoglu, O. Mengshoel and S. Poll, "A framework for systematic benchmarking of monitoring and diagnostic systems," Int. Conf. Prognostics Health Manage., Denver, Oct. 6-9, 2008, pp. 1-13.
    • (2008) Int. Conf. Prognostics Health Manage , pp. 1-13
    • Kurtoglu, T.1    Mengshoel, O.2    Poll, S.3
  • 33
    • 33751510928 scopus 로고    scopus 로고
    • Validation and verification of prognostic health management technologies
    • Big Sky, MT, March 5-12
    • M. J. Roemer, J. Dzakowic, R. F. Orsagh, C. S. Byington, and G. Vachtsevanos, "Validation and verification of prognostic health management technologies," IEEE Conf. Proc., Big Sky, MT, March 5-12, 2005, pp. 3941-3947.
    • (2005) IEEE Conf. Proc , pp. 3941-3947
    • Roemer, M.J.1    Dzakowic, J.2    Orsagh, R.F.3    Byington, C.S.4    Vachtsevanos, G.5
  • 34
    • 71749106872 scopus 로고    scopus 로고
    • A multidimensional hybrid intelligent method for gear fault diagnosis
    • Mar.
    • Y. Lei, M. J. Zuo, Z. He, and Y. Zi, "A multidimensional hybrid intelligent method for gear fault diagnosis," Expert Syst. Appl., vol. 37, no. 2, pp. 1419-1430, Mar. 2010.
    • (2010) Expert Syst. Appl. , vol.37 , Issue.2 , pp. 1419-1430
    • Lei, Y.1    Zuo, M.J.2    He, Z.3    Zi, Y.4
  • 35
    • 74149091467 scopus 로고    scopus 로고
    • A wavelet approach to fault diagnosis of a gearbox under varying load conditions
    • Apr.
    • X. Wang, V. Makis, and M. Yang, "A wavelet approach to fault diagnosis of a gearbox under varying load conditions," J. Sound Vibration, vol. 329, no. 9, pp. 1570-1585, Apr. 2010.
    • (2010) J. Sound Vibration , vol.329 , Issue.9 , pp. 1570-1585
    • Wang, X.1    Makis, V.2    Yang, M.3
  • 36
    • 67349242317 scopus 로고    scopus 로고
    • Gearbox vibration monitoring using extended Kalman filters and hypothesis tests
    • Aug.
    • Y. Shao and C. K. Mechefske, "Gearbox vibration monitoring using extended Kalman filters and hypothesis tests," J. Sound Vibration, vol. 325, no. 3, pp. 629-648, Aug. 2009.
    • (2009) J. Sound Vibration , vol.325 , Issue.3 , pp. 629-648
    • Shao, Y.1    Mechefske, C.K.2
  • 37
    • 31044451653 scopus 로고    scopus 로고
    • Adaptive modelling of transient vibration signals
    • DOI 10.1016/j.ymssp.2004.12.004, PII S088832700500004X
    • F. L. Wang and C. K. Mechefske, "Adaptive modelling of transient vibration signals," Mech. Syst. Signal Process., vol. 20, no. 4, pp. 825-842, May 2006. (Pubitemid 43121160)
    • (2006) Mechanical Systems and Signal Processing , vol.20 , Issue.4 , pp. 825-842
    • Wang, F.1    Mechefske, C.K.2
  • 38
    • 38049039305 scopus 로고    scopus 로고
    • Combination diagnosis based on genetic algorithm for rotating machinery
    • Harbin, China, Aug.
    • W. Dou, Z.-S. Liu, and D.-H. Wang, "Combination diagnosis based on genetic algorithm for rotating machinery," in Proc. 3rd Int. Conf. Nat. Computation, Harbin, China, Aug. 2007, pp. 307-313.
    • (2007) Proc. 3rd Int. Conf. Nat. Computation , pp. 307-313
    • Dou, W.1    Liu, Z.-S.2    Wang, D.-H.3
  • 39
    • 34548139779 scopus 로고    scopus 로고
    • Faults detection using gaussian mixture models, Mel-frequency cepstral coefficients and kurtosis
    • Man Cybern., Taiwan, Oct. 8-11
    • F. V. Nelwamondo and T. Marwala, "Faults detection using gaussian mixture models, Mel-frequency cepstral coefficients and kurtosis," presented at the IEEE Int. Conf. Syst., Man Cybern., Taiwan, Oct. 8-11, 2006.
    • (2006) IEEE Int. Conf. Syst
    • Nelwamondo, F.V.1    Marwala, T.2
  • 40
    • 0033725799 scopus 로고    scopus 로고
    • The development of reactor coolant pump vibration monitoring and a diagnostic system in the nuclear power plant
    • Jul.
    • I. S. Koo and W. W. Kim, "The development of reactor coolant pump vibration monitoring and a diagnostic system in the nuclear power plant," ISA Trans., vol. 39, no. 3, pp. 309-316, Jul. 2000.
    • (2000) ISA Trans. , vol.39 , Issue.3 , pp. 309-316
    • Koo, I.S.1    Kim, W.W.2
  • 41
    • 0035392482 scopus 로고    scopus 로고
    • The directional Choi-Williams distribution for the analysis of rotor-vibration signals
    • DOI 10.1006/mssp.2000.1359
    • S. U. Lee, D. Robb, and C. Besant, "The directional Choi-Williams distribution for the analysis of rotor-vibration signals," Mech. Syst. Signal Process., vol. 15, no. 4, pp. 789-811, Jul. 2001. (Pubitemid 32732404)
    • (2001) Mechanical Systems and Signal Processing , vol.15 , Issue.4 , pp. 789-811
    • Lee, S.U.1    Robb, D.2    Besant, C.3
  • 42
    • 58949088453 scopus 로고    scopus 로고
    • Application of the EEMD method to rotor fault diagnosis of rotating machinery
    • May
    • Y. Lei, Z. He and Y. Zi, "Application of the EEMD method to rotor fault diagnosis of rotating machinery," Mech. Syst. Signal Process., vol. 23, no. 4, pp. 1327-1338, May 2009.
    • (2009) Mech. Syst. Signal Process. , vol.23 , Issue.4 , pp. 1327-1338
    • Lei, Y.1    He, Z.2    Zi, Y.3
  • 43
    • 33750503791 scopus 로고    scopus 로고
    • Fault diagnosis of rotating machinery based on improved wavelet package transform and SVMs ensemble
    • DOI 10.1016/j.ymssp.2006.01.007, PII S0888327006000306
    • Q. Hu, Z. He, Z. Zhang, and Y. Zi, "Fault diagnosis of rotating machinery based on improved wavelet package transform and SVMs ensemble," Mech. Syst. Signal Process., vol. 21, no. 2, pp. 688-705, Feb. 2007. (Pubitemid 44667414)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.2 , pp. 688-705
    • Hu, Q.1    He, Z.2    Zhang, Z.3    Zi, Y.4
  • 44
    • 67349229772 scopus 로고    scopus 로고
    • Machine fault diagnosis using a cluster-based wavelet feature extraction and probabilistic neural networks
    • May
    • G. Yu, C. Li, and S. Kamarthi, "Machine fault diagnosis using a cluster-based wavelet feature extraction and probabilistic neural networks," Int. J. Adv. Manuf. Technol., vol. 42, nos. 1-2, pp. 145-151, May 2009.
    • (2009) Int. J. Adv. Manuf. Technol. , vol.42 , Issue.1-2 , pp. 145-151
    • Yu, G.1    Li, C.2    Kamarthi, S.3
  • 45
    • 56249104749 scopus 로고    scopus 로고
    • Multi-scale enveloping spectrogram for vibration analysis in bearing defect diagnosis
    • Feb.
    • R. Yan and R. X. Gao, "Multi-scale enveloping spectrogram for vibration analysis in bearing defect diagnosis," Tribol. Int., vol. 42, no. 2, pp. 293-302, Feb. 2009.
    • (2009) Tribol. Int. , vol.42 , Issue.2 , pp. 293-302
    • Yan, R.1    Gao, R.X.2
  • 46
    • 67349227757 scopus 로고    scopus 로고
    • Robust health evaluation of gearbox subject to tooth failure with wavelet decomposition
    • Jul.
    • D. Wang, Q. Miao, and R. Kang, "Robust health evaluation of gearbox subject to tooth failure with wavelet decomposition," J. Sound Vibration, vol. 324, nos. 3-5, pp. 1141-1157, Jul. 2009.
    • (2009) J. Sound Vibration , vol.324 , Issue.3-5 , pp. 1141-1157
    • Wang, D.1    Miao, Q.2    Kang, R.3
  • 47
    • 37849033543 scopus 로고    scopus 로고
    • A fault diagnosis method based on wavelet approximate entropy for fan
    • Hong Kong, Aug. 19-22
    • J. Tan, J.-J. Gu, X.-Z. Peng, and Z.-M. Qin, "A fault diagnosis method based on wavelet approximate entropy for fan," Proc. 6th Int. Conf. Mach. Learn. Cybern., Hong Kong, Aug. 19-22, 2007, pp. 519-523.
    • (2007) Proc. 6th Int. Conf. Mach. Learn. Cybern , pp. 519-523
    • Tan, J.1    Gu, J.-J.2    Peng, X.-Z.3    Qin, Z.-M.4
  • 48
    • 33750528937 scopus 로고    scopus 로고
    • Approximate Entropy as a diagnostic tool for machine health monitoring
    • DOI 10.1016/j.ymssp.2006.02.009, PII S0888327006000458
    • R. Yan and R. X. Gao, "Approximate entropy as a diagnostic tool for machine health monitoring," Mech. Syst. Signal Process., vol. 21, no. 2, pp. 824-839, Feb. 2007. (Pubitemid 44667421)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.2 , pp. 824-839
    • Yan, R.1    Gao, R.X.2
  • 49
    • 70449380996 scopus 로고    scopus 로고
    • Bearing faults diagnosis based on Teager energy operator demodulation technique
    • Zhangjiajie, China, April 11-12
    • H. Li, L. Fu, and Y. Zhang, "Bearing faults diagnosis based on Teager energy operator demodulation technique," Int. Conf. Meas. Technol. Mechatronics Automation, Zhangjiajie, China, April 11-12, 2009, pp. 594-597.
    • (2009) Int. Conf. Meas. Technol. Mechatronics Automation , pp. 594-597
    • Li, H.1    Fu, L.2    Zhang, Y.3
  • 50
    • 45849131299 scopus 로고    scopus 로고
    • Bearing condition diagnosis and prognosis using applied nonlinear dynamical analysis of machine vibration signal
    • Oct.
    • S. Janjarasjitt, H. Ocak, and K. A. Loparo, "Bearing condition diagnosis and prognosis using applied nonlinear dynamical analysis of machine vibration signal," J. Sound Vibration, vol. 317, nos. 1-2, pp. 112-126, Oct. 2008.
    • (2008) J. Sound Vibration , vol.317 , Issue.1-2 , pp. 112-126
    • Janjarasjitt, S.1    Ocak, H.2    Loparo, K.A.3
  • 51
    • 34047275789 scopus 로고    scopus 로고
    • Intelligent fault diagnosis of rolling element bearing based on SVMs and fractal dimension
    • DOI 10.1016/j.ymssp.2006.10.005, PII S0888327006002251
    • J. Yang, Y. Zhang, and Y. Zhu, "Intelligent fault diagnosis of rolling element bearing based on SVMs and fractal dimension," Mech. Syst. Signal Process., vol. 21, no. 5, pp. 2012-2024, Jul. 2007. (Pubitemid 46550771)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.5 , pp. 2012-2024
    • Yang, J.1    Zhang, Y.2    Zhu, Y.3
  • 53
    • 67650283649 scopus 로고    scopus 로고
    • Design and development of an automated acoustic based jet engine performance evaluator
    • Gippsland, VIC, Feb. 10-13
    • A. B. Mansoor, H. Ahmed, and Z. Mahmood, "Design and development of an automated acoustic based jet engine performance evaluator," in Proc. IEEE Int. Conf. Ind. Technol., Gippsland, VIC, Feb. 10-13, 2009, pp. 1-4.
    • (2009) Proc. IEEE Int. Conf. Ind. Technol , pp. 1-4
    • Mansoor, A.B.1    Ahmed, H.2    Mahmood, Z.3
  • 54
    • 24344463968 scopus 로고    scopus 로고
    • Fault diagnosis of internal combustion engines using visual dot patterns of acoustic and vibration signals
    • DOI 10.1016/j.ndteint.2005.02.007, PII S0963869505000447
    • J.-D. Wu and C.-Q. Chuang, "Fault diagnosis of internal combustion engines using visual dot patterns of acoustic and vibration signals," NDT&E Int., vol. 38, no. 8, pp. 605-614, Dec. 2005. (Pubitemid 41261404)
    • (2005) NDT and E International , vol.38 , Issue.8 , pp. 605-614
    • Wu, J.-D.1    Chuang, C.-Q.2
  • 55
    • 32944477298 scopus 로고    scopus 로고
    • Detection of induction motor faults: A comparison of stator current, vibration and acoustic methods
    • DOI 10.1177/1077546306062097
    • W. Li and C. K. Mechefske, "Detection of induction motor faults: A comparison of stator current, vibration and acoustic methods," J. Vibration Control, vol. 12, no. 2, pp. 165-188, Feb. 2006. (Pubitemid 43260664)
    • (2006) JVC/Journal of Vibration and Control , vol.12 , Issue.2 , pp. 165-188
    • Li, W.1    Mechefske, C.K.2
  • 56
    • 58349111323 scopus 로고    scopus 로고
    • An expert system for fault diagnosis in internal combustion engines using wavelet packet transform and neural network
    • Apr.
    • J.-D. Wu and C.-H. Liu, "An expert system for fault diagnosis in internal combustion engines using wavelet packet transform and neural network," Expert Syst. Appl., vol. 36, no. 3, pp. 4278-4286, Apr. 2009.
    • (2009) Expert Syst. Appl. , vol.36 , Issue.3 , pp. 4278-4286
    • Wu, J.-D.1    Liu, C.-H.2
  • 57
    • 4344689113 scopus 로고    scopus 로고
    • An approach to fault diagnosis of vacuum cleaner motors based on sound analysis
    • Mar.
    • U. Benko, J. Petrovcic, D. Juricic, J. Tavcar and J. Rejec, "An approach to fault diagnosis of vacuum cleaner motors based on sound analysis," Mech. Syst. Signal Process., vol. 19, no. 2, pp. 427-445, Mar. 2005.
    • (2005) Mech. Syst. Signal Process. , vol.19 , Issue.2 , pp. 427-445
    • Benko, U.1    Petrovcic, J.2    Juricic, D.3    Tavcar, J.4    Rejec, J.5
  • 58
    • 1942485317 scopus 로고    scopus 로고
    • The experimental study of the expert system for diagnosing unbalances by ANN and acoustic signals
    • Apr.
    • W. Li, Y. P. Tsai, and C. L. Chiu, "The experimental study of the expert system for diagnosing unbalances by ANN and acoustic signals," J. Sound Vibration, vol. 272, nos. 1-2, pp. 69-83, Apr. 2004.
    • (2004) J. Sound Vibration , vol.272 , Issue.1-2 , pp. 69-83
    • Li, W.1    Tsai, Y.P.2    Chiu, C.L.3
  • 59
    • 79954654838 scopus 로고    scopus 로고
    • Comparison of decision tree-fuzzy and rough set-fuzzy methods for fault categorization of monoblock centrifugal pump
    • Aug.
    • N. R. Sakthivel, V. Sugumaran, and B. B. Nair, "Comparison of decision tree-fuzzy and rough set-fuzzy methods for fault categorization of monoblock centrifugal pump," Mech. Syst. Signal Process., vol. 24, no. 6, pp. 1887-1906, Aug. 2010.
    • (2010) Mech. Syst. Signal Process. , vol.24 , Issue.6 , pp. 1887-1906
    • Sakthivel, N.R.1    Sugumaran, V.2    Nair, B.B.3
  • 61
    • 30344441829 scopus 로고    scopus 로고
    • Fault recognition method for speed-up and speed-down process of rotating machinery based on independent component analysis and Factorial Hidden Markov Model
    • DOI 10.1016/j.jsv.2005.05.020, PII S0022460X05003470
    • Z. Li, Y. He, F. Chu, J. Han, and W. Hao, "Fault recognition method for speed-up and speed-down process of rotating machinery based on independent component analysis and factorial hidden Markov model," J. Sound Vibration, vol. 291, nos. 1-2, pp. 60-71, Mar. 2006. (Pubitemid 43069438)
    • (2006) Journal of Sound and Vibration , vol.291 , Issue.1-2 , pp. 60-71
    • Li, Z.1    He, Y.2    Chu, F.3    Han, J.4    Hao, W.5
  • 62
    • 48749115318 scopus 로고    scopus 로고
    • A new approach to intelligent fault diagnosis of rotating machinery
    • Nov.
    • Y. Lei, Z. He, and Y. Yi, "A new approach to intelligent fault diagnosis of rotating machinery," Expert Syst. Appl., vol. 35, no. 4, pp. 1593-1600, Nov. 2008.
    • (2008) Expert Syst. Appl. , vol.35 , Issue.4 , pp. 1593-1600
    • Lei, Y.1    He, Z.2    Yi, Y.3
  • 63
    • 52349117239 scopus 로고    scopus 로고
    • Wavelet neural network aided on-line detection and diagnosis of rotating machine fault
    • Handan, China, Jul.
    • L. Wei and H. Pu, "Wavelet neural network aided on-line detection and diagnosis of rotating machine fault," in Proc. Chin. Control Decision Conf., Handan, China, Jul. 2008, pp. 1868-1871.
    • (2008) Proc. Chin. Control Decision Conf , pp. 1868-1871
    • Wei, L.1    Pu, H.2
  • 64
    • 0346991476 scopus 로고    scopus 로고
    • Application of KS test in ball bearing fault diagnosis
    • Jan.
    • C. Kar and A. R. Mohanty, "Application of KS test in ball bearing fault diagnosis," J. Sound Vibration, vol. 269, no. 1-2, pp. 439-454, Jan. 2004.
    • (2004) J. Sound Vibration , vol.269 , Issue.1-2 , pp. 439-454
    • Kar, C.1    Mohanty, A.R.2
  • 65
    • 0036612152 scopus 로고    scopus 로고
    • Classification of washing machines vibration signals using discrete wavelet analysis for feature extraction
    • DOI 10.1109/TIM.2002.1017721, PII S0018945602058898
    • S. K. Goumas, M. E. Zervakis, and G. S. Stavrakakis, "Classification of washing machines vibration signals using discrete wavelet analysis for feature extraction," IEEE Trans. Instrum. Meas., vol. 51, no. 3, pp. 497-508, Jun. 2002. (Pubitemid 34830357)
    • (2002) IEEE Transactions on Instrumentation and Measurement , vol.51 , Issue.3 , pp. 497-508
    • Goumas, S.K.1    Zervakis, M.E.2    Stavrakakis, G.S.3
  • 66
    • 36048939640 scopus 로고    scopus 로고
    • New clustering algorithm-based fault diagnosis using compensation distance evaluation technique
    • DOI 10.1016/j.ymssp.2007.07.013, PII S0888327007001227
    • Y. Lei, Z. He, Y. Zi, and X. Chen, "New clustering algorithm-based fault diagnosis using compensation distance evaluation technique," Mech. Syst. Signal Process., vol. 22, no. 2, pp. 419-435, Feb. 2008. (Pubitemid 350102765)
    • (2008) Mechanical Systems and Signal Processing , vol.22 , Issue.2 , pp. 419-435
    • Lei, Y.1    He, Z.2    Zi, Y.3    Chen, X.4
  • 67
    • 58049182562 scopus 로고    scopus 로고
    • Robust bearing performance degradation assessment method based on improved wavelet packet-Support vector data description
    • Apr.
    • Y. Pan, J. Chen, and L. Guo, "Robust bearing performance degradation assessment method based on improved wavelet packet-Support vector data description," Mech. Syst. Signal Process., vol. 23, no. 3, pp. 669-681, Apr. 2009.
    • (2009) Mech. Syst. Signal Process. , vol.23 , Issue.3 , pp. 669-681
    • Pan, Y.1    Chen, J.2    Guo, L.3
  • 68
    • 33947246080 scopus 로고    scopus 로고
    • Fault diagnosis of rotating machinery based on auto-associative neural networks and wavelet transforms
    • DOI 10.1016/j.jsv.2007.01.006, PII S0022460X07000338
    • J. Sanz, R. Perera, and C. Huerta, "Fault diagnosis of rotating machinery based on auto-associative neural networks and wavelet transforms," J. Sound Vibration, vol. 302, no. 4-5, pp. 981-999, May 2007. (Pubitemid 46435581)
    • (2007) Journal of Sound and Vibration , vol.302 , Issue.4-5 , pp. 981-999
    • Sanz, J.1    Perera, R.2    Huerta, C.3
  • 69
    • 14044252742 scopus 로고    scopus 로고
    • One-class support vector machines - An application in machine fault detection and classification
    • DOI 10.1016/j.cie.2005.01.009, PII S0360835205000100
    • H. J. Shina, D.-H. Eomb, and S.-S. Kim, "One-class support vector machines-An application in machine fault detection and classification," Comput. Ind. Eng. vol. 48, no. 2, pp. 395-408, Mar. 2005. (Pubitemid 40274932)
    • (2005) Computers and Industrial Engineering , vol.48 , Issue.2 , pp. 395-408
    • Shin, H.J.1    Eom, D.-H.2    Kim, S.-S.3
  • 70
    • 84899735996 scopus 로고    scopus 로고
    • Case Western Reserve University Bearing Test Data Center. (2012, Jan.)
    • Case Western Reserve University Bearing Test Data Center. (2012, Jan. ) [Online]. Available: http://www.eecs. case. edu/laboratory/bearing/
  • 71
    • 84899759306 scopus 로고    scopus 로고
    • Diagnostics Propulsion and Power Department, Naval Air Systems Comand (NAVAIR). (2012, Jan. ) Helicopter Drivetrain Vibration Condition Monitoring Algorithms. A public domain resource sponsored by AIR 4. 4. 2
    • Diagnostics Propulsion and Power Department, Naval Air Systems Comand (NAVAIR). (2012, Jan. ) Helicopter Drivetrain Vibration Condition Monitoring Algorithms. A public domain resource sponsored by AIR 4. 4. 2 [Online]. Available: http://qsun. eng. ua. edu/cpw web new/index. htm
  • 75
    • 58949096646 scopus 로고    scopus 로고
    • An integrated classifier for gear system monitoring
    • May
    • W. Wang and D. Kanneg, "An integrated classifier for gear system monitoring," Mech. Syst. Signal Process., vol. 23, no. 4, pp. 1298-1312, May 2009.
    • (2009) Mech. Syst. Signal Process. , vol.23 , Issue.4 , pp. 1298-1312
    • Wang, W.1    Kanneg, D.2
  • 76
    • 77955458896 scopus 로고    scopus 로고
    • Design of a real-time spindle health monitoring and diagnosis system based on open systems architecture
    • Gaithersburg, USA, Mar.
    • L. Zhang, R. Yan, R. X. Gao, and K. Lee, "Design of a real-time spindle health monitoring and diagnosis system based on open systems architecture," in Proc. Int. Smart Machining Syst. Conf., Gaithersburg, USA, Mar. 2007, pp. 1-4.
    • (2007) Proc. Int. Smart Machining Syst. Conf , pp. 1-4
    • Zhang, L.1    Yan, R.2    Gao, R.X.3    Lee, K.4
  • 77
    • 74249109730 scopus 로고    scopus 로고
    • Design of multisensor fusion-based tool condition monitoring system in end milling
    • Jan.
    • S. Cho, S. Binsaeid, and S. Asfour, "Design of multisensor fusion-based tool condition monitoring system in end milling," Int. J. Adv. Manuf. Technol., vol. 46, nos. 5-8, pp. 681-694, Jan. 2010.
    • (2010) Int. J. Adv. Manuf. Technol. , vol.46 , Issue.5-8 , pp. 681-694
    • Cho, S.1    Binsaeid, S.2    Asfour, S.3
  • 78
    • 84862317575 scopus 로고    scopus 로고
    • ISO standards for condition monitoring
    • London: Springer
    • L. Hitchcock, ISO Standards for Condition Monitoring. Engineering Asset Management. London: Springer, pp. 606-613, 2006.
    • (2006) Engineering Asset Management , pp. 606-613
    • Hitchcock, L.1
  • 80
    • 77249173699 scopus 로고    scopus 로고
    • Application of mother wavelet functions for automatic gear and bearing fault diagnosis
    • Jun.
    • J. Rafiee, M. A. Rafiee, and P. W. Tse, "Application of mother wavelet functions for automatic gear and bearing fault diagnosis," Expert Syst. Appl., vol. 37, no. 6, pp. 4568-4579, Jun. 2010.
    • (2010) Expert Syst. Appl. , vol.37 , Issue.6 , pp. 4568-4579
    • Rafiee, J.1    Rafiee, M.A.2    Tse, P.W.3
  • 81
    • 0002667652 scopus 로고    scopus 로고
    • A statistical pattern recognition paradigm for vibration-based structural health monitoring
    • Stanford, CA, Sep. 8-10
    • C. R. Farrar, T. A. Duffey, S. W. Doebling, and D. A. Nix, "A statistical pattern recognition paradigm for vibration-based structural health monitoring," 2nd Int. Workshop Str. Health Monitor., Stanford, CA, Sep. 8-10, 1999.
    • (1999) 2nd Int. Workshop Str. Health Monitor
    • Farrar, C.R.1    Duffey, T.A.2    Doebling, S.W.3    Nix, D.A.4
  • 82
    • 0028259235 scopus 로고
    • A comparison of some vibration parameters for the condition monitoring of rolling element bearings
    • Jan.
    • N. Tandon, "A comparison of some vibration parameters for the condition monitoring of rolling element bearings," Meas., vol. 12, no. 3, pp. 285-289, Jan. 1994.
    • (1994) Meas. , vol.12 , Issue.3 , pp. 285-289
    • Tandon, N.1
  • 83
    • 0035455927 scopus 로고    scopus 로고
    • Cyclostationary approach and bilinear approach: Comparison, applications to early diagnosis for helicopter gearbox and classification method based on hocs
    • DOI 10.1006/mssp.2001.1412
    • L. Bouillaut and M. Sidahmed, "Cyclostationary approach and bilinear approach: Comparison, applications to early diagnosis for helicopter gearbox and classification method based on hocs," Mech. Syst. Signal Process., vol. 15, no. 5, pp. 923-943, Sep. 2001. (Pubitemid 33112619)
    • (2001) Mechanical Systems and Signal Processing , vol.15 , Issue.5 , pp. 923-943
    • Bouillaut, L.1    Sidahmed, M.2
  • 84
    • 33947583430 scopus 로고    scopus 로고
    • A neural network integrated decision support system for condition-based optimal predictive maintenance policy
    • DOI 10.1109/TSMCA.2006.886368, Special Issue on Critical Reliability Challenges and Practices
    • S.-j. Wu, N. Gebraeel, M. A. Lawley, and Y. Yih, "A neural network integrated decision support system for condition-based optimal predictive maintenance policy," IEEE Trans. Syst., Man Cybern. A Syst. Hum., vol. 37, no. 2, pp. 226-236, Mar. 2007. (Pubitemid 46477122)
    • (2007) IEEE Transactions on Systems, Man, and Cybernetics Part A:Systems and Humans , vol.37 , Issue.2 , pp. 226-236
    • Wu, S.-J.1    Gebraeel, N.2    Lawley, M.A.3    Yih, Y.4
  • 85
    • 77957827535 scopus 로고    scopus 로고
    • Diesel engine fuel injection monitoring using acoustic measurements and independent component analysis
    • Dec.
    • A. Albarbar, F. Gu, and A. D. Ball, "Diesel engine fuel injection monitoring using acoustic measurements and independent component analysis," Meas., vol. 43, no. 10, pp. 1376-1386, Dec. 2010.
    • (2010) Meas. , vol.43 , Issue.10 , pp. 1376-1386
    • Albarbar, A.1    Gu, F.2    Ball, A.D.3
  • 86
    • 84899759653 scopus 로고    scopus 로고
    • A comparative study between vibration and acoustic signals in HTC cooling pump and chilling pump
    • Jun.
    • S. Devi, L. S. Kumar, N. R. Shanker, and K. Prabakaran, "A comparative study between vibration and acoustic signals in HTC cooling pump and chilling pump," Int. J. Eng. Technol., vol. 2, no. 3, pp. 273-277, Jun. 2010.
    • (2010) Int. J. Eng. Technol. , vol.2 , Issue.3 , pp. 273-277
    • Devi, S.1    Kumar, L.S.2    Shanker, N.R.3    Prabakaran, K.4
  • 87
    • 84899738060 scopus 로고    scopus 로고
    • The monitoring of cavitation in centrifugal pumps based on the analysis of vibro-acoustic measurements
    • U. K., Jun. 22-24
    • A. Al Thobiani, F. Gu, and A. Ball, "The monitoring of cavitation in centrifugal pumps based on the analysis of vibro-acoustic measurements," presented at the CM 2010 MFPT 2010, U. K., Jun. 22-24, 2010.
    • (2010) CM 2010 MFPT 2010
    • Al Thobiani, A.1    Gu, F.2    Ball, A.3
  • 90
    • 67649408814 scopus 로고    scopus 로고
    • Multiclass classification based on extended support vector data description
    • Oct.
    • T. Mu and A. K. Nandi, "Multiclass classification based on extended support vector data description," IEEE Trans. Syst., Man, Cybern. B: Cybern., vol. 39, no. 5, pp. 1206-1216, Oct. 2009.
    • (2009) IEEE Trans. Syst., Man, Cybern. B: Cybern. , vol.39 , Issue.5 , pp. 1206-1216
    • Mu, T.1    Nandi, A.K.2
  • 91
    • 77955345975 scopus 로고    scopus 로고
    • Fault diagnosis of gear box based on information entropy
    • Beijing, China, May
    • Z. Chen, "Fault diagnosis of gear box based on information entropy," in Proc. Control Decision Conf., Beijing, China, May 2010, pp. 1239-1242.
    • (2010) Proc. Control Decision Conf , pp. 1239-1242
    • Chen, Z.1
  • 92
    • 78049528234 scopus 로고    scopus 로고
    • Fault diagnosis of ball bearings using machine learning methods
    • Mar.
    • P. K. Kankar, S. C. Sharma, and S. P. Harsha, "Fault diagnosis of ball bearings using machine learning methods," Expert Syst. Appl., vol. 38, no. 3, pp. 1876-1886, Mar. 2011.
    • (2011) Expert Syst. Appl. , vol.38 , Issue.3 , pp. 1876-1886
    • Kankar, P.K.1    Sharma, S.C.2    Harsha, S.P.3
  • 93
    • 70349272168 scopus 로고    scopus 로고
    • Enhancement of signal denoising and multiple fault signatures detecting in rotating machinery using dual-tree complex wavelet transform
    • Jan.
    • Y. Wang, Z. He, and Y. Zi, "Enhancement of signal denoising and multiple fault signatures detecting in rotating machinery using dual-tree complex wavelet transform," Mech. Syst. Signal Process., vol. 24, no. 1, pp. 119-137, Jan. 2010.
    • (2010) Mech. Syst. Signal Process. , vol.24 , Issue.1 , pp. 119-137
    • Wang, Y.1    He, Z.2    Zi, Y.3
  • 94
    • 77955719823 scopus 로고    scopus 로고
    • An approach for fault diagnosis of bearings using wavelet-based fractal analysis
    • Harbin, China, Jun. 20-23
    • P. Li, Q. He, and F. Kong, "An approach for fault diagnosis of bearings using wavelet-based fractal analysis," Proc. IEEE Int. Conf. Inf Automation, Harbin, China, Jun. 20-23, 2010, pp. 2338-2343.
    • (2010) Proc. IEEE Int. Conf. Inf Automation , pp. 2338-2343
    • Li, P.1    He, Q.2    Kong, F.3
  • 95
    • 70449412177 scopus 로고    scopus 로고
    • Application of bi-cepstrum analysis to gear fault detection and diagnosis
    • China, Apr. 11-12
    • L. Fu, H. Li, and Y. Wang, "Application of bi-cepstrum analysis to gear fault detection and diagnosis," Int. Conf. Meas. Technol. Mechatronics Automation, China, Apr. 11-12, 2009, pp. 590-593.
    • (2009) Int. Conf. Meas. Technol. Mechatronics Automation , pp. 590-593
    • Fu, L.1    Li, H.2    Wang, Y.3
  • 96
    • 77953969672 scopus 로고    scopus 로고
    • Vibration analysis using envelope wavelet for detecting faults in the OLTC tap selector
    • Jul.
    • E. Rivas, J. C. Burgos, and J. C. Garć?a-Prada, "Vibration analysis using envelope wavelet for detecting faults in the OLTC tap selector," IEEE Trans. Power Del., vol. 25, no. 3, pp. 1629-1636, Jul. 2010.
    • (2010) IEEE Trans. Power Del. , vol.25 , Issue.3 , pp. 1629-1636
    • Rivas, E.1    Burgos, J.C.2    Garća-Prada, J.C.3
  • 97
    • 77955242129 scopus 로고    scopus 로고
    • Advanced signal processing tools for the vibratory surveillance of assembly faults in diesel engine cold tests
    • Mar.
    • S. Delvecchio, G. D'Elia, E. Mucchi, and G. Dalpiaz, "Advanced signal processing tools for the vibratory surveillance of assembly faults in diesel engine cold tests," J. Vibration Acoustics, vol. 132, no. 2, Mar. 2010.
    • (2010) J. Vibration Acoustics , vol.132 , Issue.2
    • Delvecchio, S.1    D'Elia, G.2    Mucchi, E.3    Dalpiaz, G.4
  • 98
    • 70350572775 scopus 로고    scopus 로고
    • The envelope order spectrum based on generalized demodulation time-frequency analysis and its application to gear fault diagnosis
    • Feb.
    • J. Cheng, Y. Yang, and D. Yu, "The envelope order spectrum based on generalized demodulation time-frequency analysis and its application to gear fault diagnosis," Mech. Syst. Signal Process., vol. 24, no. 2, pp. 508-521, Feb. 2010.
    • (2010) Mech. Syst. Signal Process. , vol.24 , Issue.2 , pp. 508-521
    • Cheng, J.1    Yang, Y.2    Yu, D.3
  • 99
    • 33750499513 scopus 로고    scopus 로고
    • The application of energy operator demodulation approach based on EMD in machinery fault diagnosis
    • DOI 10.1016/j.ymssp.2005.10.005, PII S0888327005002013
    • C. Junsheng, Y. Dejie, and Y. Yu, "The application of energy operator demodulation approach based on EMD in machinery fault diagnosis," Mech. Syst. Signal Process., vol. 21, no. 2, pp. 668-677, Feb. 2007. (Pubitemid 44667401)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.2 , pp. 668-677
    • Junsheng, C.1    Dejie, Y.2    Yu, Y.3
  • 100
    • 33750591809 scopus 로고    scopus 로고
    • Feature selection using Decision Tree and classification through Proximal Support Vector Machine for fault diagnostics of roller bearing
    • DOI 10.1016/j.ymssp.2006.05.004, PII S0888327006001142
    • V. Sugumaran, V. Muralidharan, and K. I. Ramachandran, "Feature selection using decision tree and classification through proximal support vector machine for fault diagnostics of roller bearing," Mech. Syst. Signal Process., vol. 21, no. 2, pp. 930-942, Feb. 2007. (Pubitemid 44679818)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.2 , pp. 930-942
    • Sugumaran, V.1    Muralidharan, V.2    Ramachandran, K.I.3
  • 101
    • 77955416655 scopus 로고    scopus 로고
    • ARX model-based gearbox fault detection and localization under varying load conditions
    • Nov.
    • M. Yang and V. Makis, "ARX model-based gearbox fault detection and localization under varying load conditions," J. Sound Vibration, vol. 329, no. 24, pp. 5209-5221, Nov. 2010.
    • (2010) J. Sound Vibration , vol.329 , Issue.24 , pp. 5209-5221
    • Yang, M.1    Makis, V.2
  • 102
    • 84870007499 scopus 로고    scopus 로고
    • Diagnosis method based on skewness wave and information divergence for a diesel engine
    • Chengdu, China, Mar. 28-31
    • H. Wang, P. Chen, S. Fujioka, S. Wang, and K. Li, "Diagnosis method based on skewness wave and information divergence for a diesel engine," Asia-Pacific Conf. Power Energy Eng., Chengdu, China, Mar. 28-31, 2010, pp. 1-4.
    • (2010) Asia-Pacific Conf. Power Energy Eng , pp. 1-4
    • Wang, H.1    Chen, P.2    Fujioka, S.3    Wang, S.4    Li, K.5
  • 103
    • 27744553270 scopus 로고    scopus 로고
    • The spectral kurtosis: Application to the vibratory surveillance and diagnostics of rotating machines
    • DOI 10.1016/j.ymssp.2004.09.002, PII S0888327004001529
    • J. Antoni and R. B. Randall, "The spectral kurtosis: Application to the vibratory surveillance and diagnostics of rotating machines," Mech. Syst. Signal Process., vol. 20, no. 2, pp. 308-331, Feb. 2006. (Pubitemid 41606171)
    • (2006) Mechanical Systems and Signal Processing , vol.20 , Issue.2 , pp. 308-331
    • Antoni, J.1    Randall, R.B.2
  • 104
    • 58949090476 scopus 로고    scopus 로고
    • Application of spectral kurtosis for detection of a tooth crack in the planetary gear of a wind turbine
    • May
    • T. Barszcz and R. B. Randall, "Application of spectral kurtosis for detection of a tooth crack in the planetary gear of a wind turbine," Mech. Syst. Signal Process., vol. 23, no. 4, pp. 1352-1365, May 2009.
    • (2009) Mech. Syst. Signal Process. , vol.23 , Issue.4 , pp. 1352-1365
    • Barszcz, T.1    Randall, R.B.2
  • 105
    • 47749084703 scopus 로고    scopus 로고
    • Research on iterated Hilbert transform and its application in mechanical fault diagnosis
    • Nov.
    • Y. Qin, S. Qin, and Y. Mao, "Research on iterated Hilbert transform and its application in mechanical fault diagnosis," Mech. Syst. Signal Process., vol. 22, no. 8, pp. 1967-1980, Nov. 2008.
    • (2008) Mech. Syst. Signal Process. , vol.22 , Issue.8 , pp. 1967-1980
    • Qin, Y.1    Qin, S.2    Mao, Y.3
  • 106
    • 79952452396 scopus 로고    scopus 로고
    • Feature extraction for rolling element bearing fault diagnosis utilizing generalized S transform and two-dimensional nonnegative matrix factorization
    • May
    • B. Li, P.-L. Zhang, D.-S. Liu, S.-S. Mi, G.-Q. Ren, and H. Tian, "Feature extraction for rolling element bearing fault diagnosis utilizing generalized S transform and two-dimensional nonnegative matrix factorization," J. Sound Vibration, vol. 330, no. 10, pp. 2388-2399, May 2011.
    • (2011) J. Sound Vibration , vol.330 , Issue.10 , pp. 2388-2399
    • Li, B.1    Zhang, P.-L.2    Liu, D.-S.3    Mi, S.-S.4    Ren, G.-Q.5    Tian, H.6
  • 107
    • 71749083809 scopus 로고    scopus 로고
    • Mechanical equipment fault diagnosis based on redundant second-generation wavelet packet transform
    • Jan.
    • R. Zhou, W. Bao, N. Li, X. Huang, and D. Yu, "Mechanical equipment fault diagnosis based on redundant second-generation wavelet packet transform," Dig. Signal Process., vol. 20, no. 1, pp. 276-288, Jan. 2010.
    • (2010) Dig. Signal Process. , vol.20 , Issue.1 , pp. 276-288
    • Zhou, R.1    Bao, W.2    Li, N.3    Huang, X.4    Yu, D.5
  • 108
    • 67651155773 scopus 로고    scopus 로고
    • Multiple manifolds analysis and its application to fault diagnosis
    • Nov.
    • M. Li, J. Xu, J. Yang, D. Yang, and D. Wang, "Multiple manifolds analysis and its application to fault diagnosis," Mech. Syst. Signal Process., vol. 23, no. 8, pp. 2500-2509, Nov. 2009.
    • (2009) Mech. Syst. Signal Process. , vol.23 , Issue.8 , pp. 2500-2509
    • Li, M.1    Xu, J.2    Yang, J.3    Yang, D.4    Wang, D.5
  • 109
    • 63849126833 scopus 로고    scopus 로고
    • A demodulation method based on improved local mean decomposition and its application in rub-impact fault diagnosis
    • Feb.
    • Y. Wang, Z. He, and Y. Zi, "A demodulation method based on improved local mean decomposition and its application in rub-impact fault diagnosis," Meas. Sci. Technol., vol. 20, no. 2, pp. 1-10, Feb. 2009.
    • (2009) Meas. Sci. Technol. , vol.20 , Issue.2 , pp. 1-10
    • Wang, Y.1    He, Z.2    Zi, Y.3
  • 110
    • 33746934565 scopus 로고    scopus 로고
    • Gearbox fault diagnosis using adaptive redundant Lifting Scheme
    • DOI 10.1016/j.ymssp.2005.06.001, PII S0888327005000944
    • J. Hongkai, H. Zhengja, D. Chendong, and C. Peng, "Gearbox fault diagnosis using adaptive redundant lifting scheme," Mech. Syst. Signal Process., vol. 20, no. 8, pp. 1992-2006, Nov. 2006. (Pubitemid 44205415)
    • (2006) Mechanical Systems and Signal Processing , vol.20 , Issue.8 , pp. 1992-2006
    • Hongkai, J.1    Zhengjia, H.2    Chendong, D.3    Peng, C.4
  • 111
    • 83755194833 scopus 로고    scopus 로고
    • A new method of fault diagnosis with soft set theory
    • X. Sun, "A new method of fault diagnosis with soft set theory," Adv. Mat. Res., vol. 383-390, pp. 7470-7474, 2012.
    • (2012) Adv. Mat. Res. , vol.383-390 , pp. 7470-7474
    • Sun, X.1
  • 112
    • 40549089590 scopus 로고    scopus 로고
    • An intelligent system for machinery condition monitoring
    • DOI 10.1109/TFUZZ.2007.896237
    • W. Wang, "An intelligent system for machinery condition monitoring," IEEE Trans. Fuzzy Syst., vol. 16, no. 1, pp. 110-122, Feb. 2008. (Pubitemid 351359133)
    • (2008) IEEE Transactions on Fuzzy Systems , vol.16 , Issue.1 , pp. 110-122
    • Wang, W.1


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