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Volumn 30, Issue , 2015, Pages 636-641

Early fault detection in gearboxes based on support vector machines and multilayer perceptron with a continuous wavelet transform

Author keywords

Bevel gearbox; Fault detection; Multilayer perceptron network (MLP); Support vector machines (SVMs); Wavelet transform (WT)

Indexed keywords

BEVEL GEARS; MULTILAYER NEURAL NETWORKS; MULTILAYERS; SIGNAL PROCESSING; SUPPORT VECTOR MACHINES; VIBRATION ANALYSIS; WAVELET TRANSFORMS;

EID: 84923800932     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2015.02.015     Document Type: Article
Times cited : (109)

References (21)
  • 1
    • 84863790395 scopus 로고    scopus 로고
    • Vibration of a gear box and wear effect monitoring by recurrences
    • A. Syta, J. Jonak, Ł. Jedliński, and G. Litak Vibration of a gear box and wear effect monitoring by recurrences J. Vib. Acoust. 134 2012 041006 41008
    • (2012) J. Vib. Acoust. , vol.134 , pp. 041006-41008
    • Syta, A.1    Jonak, J.2    Jedliński Ł.3    Litak, G.4
  • 3
    • 84876913015 scopus 로고    scopus 로고
    • Two simple multivariate procedures for monitoring planetary gearboxes in non-stationary operating conditions
    • R. Zimroz, and A. Bartkowiak Two simple multivariate procedures for monitoring planetary gearboxes in non-stationary operating conditions Mech. Syst. Signal Process. 38 2013 237 247
    • (2013) Mech. Syst. Signal Process. , vol.38 , pp. 237-247
    • Zimroz, R.1    Bartkowiak, A.2
  • 5
    • 60849131716 scopus 로고    scopus 로고
    • Faulted gear identification of a rotating machinery based on wavelet transform and artificial neural network
    • J.-D. Wu, and J.-J. Chan Faulted gear identification of a rotating machinery based on wavelet transform and artificial neural network Expert Syst. Appl. 36 2009 8862 8875
    • (2009) Expert Syst. Appl. , vol.36 , pp. 8862-8875
    • Wu, J.-D.1    Chan, J.-J.2
  • 7
    • 84872198048 scopus 로고    scopus 로고
    • Classification of wear level of mining tools with the use of fuzzy neural network
    • J. Gajewski, Ł. Jedliński, and J. Jonak Classification of wear level of mining tools with the use of fuzzy neural network Tunn. Undergr. Space Technol. 35 2013 30 36
    • (2013) Tunn. Undergr. Space Technol. , vol.35 , pp. 30-36
    • Gajewski, J.1    Jedliński Ł.2    Jonak, J.3
  • 9
    • 33846850208 scopus 로고    scopus 로고
    • Intelligent condition monitoring of a gearbox using artificial neural network
    • J. Rafiee, F. Arvani, A. Harifi, and M.H. Sadeghi Intelligent condition monitoring of a gearbox using artificial neural network Mech. Syst. Signal Process. 21 2007 1746 1754
    • (2007) Mech. Syst. Signal Process. , vol.21 , pp. 1746-1754
    • Rafiee, J.1    Arvani, F.2    Harifi, A.3    Sadeghi, M.H.4
  • 10
    • 78650820642 scopus 로고    scopus 로고
    • Investigation of effectiveness of some vibration-based techniques in early detection of real-time fatigue failure in gears
    • H. Ozturk, I. Yesilyurt, and M. Sabuncu Investigation of effectiveness of some vibration-based techniques in early detection of real-time fatigue failure in gears Shock Vib. 17 2010 741 757
    • (2010) Shock Vib. , vol.17 , pp. 741-757
    • Ozturk, H.1    Yesilyurt, I.2    Sabuncu, M.3
  • 11
    • 84865236312 scopus 로고    scopus 로고
    • Application of the wavelet multi-resolution analysis and Hilbert transform for the prediction of gear tooth defects
    • A. Djebala, N. Ouelaa, C. Benchaabane, and D.F. Laefer Application of the wavelet multi-resolution analysis and Hilbert transform for the prediction of gear tooth defects Meccanica 47 2012 1601 1612
    • (2012) Meccanica , vol.47 , pp. 1601-1612
    • Djebala, A.1    Ouelaa, N.2    Benchaabane, C.3    Laefer, D.F.4
  • 13
    • 0034206997 scopus 로고    scopus 로고
    • Feature extraction based on morlet wavelet and its application for mechanical fault diagnosis
    • J. Lin, and L. Qu Feature extraction based on morlet wavelet and its application for mechanical fault diagnosis J. Sound Vib. 234 2000 135 148
    • (2000) J. Sound Vib. , vol.234 , pp. 135-148
    • Lin, J.1    Qu, L.2
  • 14
    • 0036664145 scopus 로고    scopus 로고
    • On-line and indirect tool wear monitoring in turning with artificial neural networks: A review of more than a decade of research
    • B. Sick On-line and indirect tool wear monitoring in turning with artificial neural networks: a review of more than a decade of research Mech. Syst. Signal Process. 16 2002 487 546
    • (2002) Mech. Syst. Signal Process. , vol.16 , pp. 487-546
    • Sick, B.1
  • 15
    • 34249661124 scopus 로고    scopus 로고
    • Support vector machine in machine condition monitoring and fault diagnosis
    • A. Widodo, and B.-S. Yang Support vector machine in machine condition monitoring and fault diagnosis Mech. Syst. Signal Process. 21 2007 2560 2574
    • (2007) Mech. Syst. Signal Process. , vol.21 , pp. 2560-2574
    • Widodo, A.1    Yang, B.-S.2
  • 16
    • 0942289503 scopus 로고    scopus 로고
    • Gear fault detection using artificial neural networks and support vector machines with genetic algorithms
    • B. Samanta Gear fault detection using artificial neural networks and support vector machines with genetic algorithms Mech. Syst. Signal Process. 18 2004 625 644
    • (2004) Mech. Syst. Signal Process. , vol.18 , pp. 625-644
    • Samanta, B.1
  • 17
    • 84863854584 scopus 로고    scopus 로고
    • Wind turbine fault diagnosis method based on diagonal spectrum and clustering binary tree SVM
    • L. Wenyi, W. Zhenfeng, H. Jiguang, and W. Guangfeng Wind turbine fault diagnosis method based on diagonal spectrum and clustering binary tree SVM Renew. Energy 50 2013 1 6
    • (2013) Renew. Energy , vol.50 , pp. 1-6
    • Wenyi, L.1    Zhenfeng, W.2    Jiguang, H.3    Guangfeng, W.4
  • 18
    • 84966463867 scopus 로고    scopus 로고
    • Fault analysis of engine timing gear and valve clearance using discrete wavelet and a support vector machine
    • J.-D. Wu, J.-J. Chan, C.-W. Chung, and H. Yu Fault analysis of engine timing gear and valve clearance using discrete wavelet and a support vector machine Int. J. Comp. Theory Eng. 4 2012 386 390
    • (2012) Int. J. Comp. Theory Eng. , vol.4 , pp. 386-390
    • Wu, J.-D.1    Chan, J.-J.2    Chung, C.-W.3    Yu, H.4
  • 19
    • 84858712878 scopus 로고    scopus 로고
    • Quality evaluation of the bevel gear assembly based on analysis of the vibration signal
    • Ł. Jedliński, and J. Jonak Quality evaluation of the bevel gear assembly based on analysis of the vibration signal Diagnostyka 53 2010 23 26
    • (2010) Diagnostyka , vol.53 , pp. 23-26
    • Jedliński Ł.1    Jonak, J.2
  • 21
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • C.J.C. Burges A tutorial on support vector machines for pattern recognition Data Min. Knowl. Discov. 2 1998 121 167
    • (1998) Data Min. Knowl. Discov. , vol.2 , pp. 121-167
    • Burges, C.J.C.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.