메뉴 건너뛰기




Volumn 9, Issue 4, 2012, Pages 4186-4189

Intelligent fault detection of ball-bearings using artificial neural networks and support-vector machine

Author keywords

ANN; Fault diagnosis; Feature extraction; Roller bearing; SVM

Indexed keywords


EID: 84877074531     PISSN: 10978135     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (7)

References (28)
  • 1
    • 0036532606 scopus 로고    scopus 로고
    • Rolling element bearing fault diagnosis using wavelet packets
    • N.G. Nikolaou, I.A. Antoniadis, "Rolling element bearing fault diagnosis using wavelet packets, " NDT & International 35 (2002) 197-205.
    • (2002) NDT & International , vol.35 , pp. 197-205
    • Nikolaou, N.G.1    Antoniadis, I.A.2
  • 2
    • 24344500897 scopus 로고    scopus 로고
    • Multi-fault diagnosis of rolling bearing elements using wavelet analysis and hidden Markov model based fault recognition
    • V. Purushotham, S. Narayanan, S.A.N. Prasad, "Multi-fault diagnosis of rolling bearing elements using wavelet analysis and hidden Markov model based fault recognition, " NDT&E International (2005) 1-11.
    • (2005) NDT&E International , pp. 1-11
    • Purushotham, V.1    Narayanan, S.2    Prasad, S.A.N.3
  • 4
    • 0021758020 scopus 로고
    • Model for the vibration produced by a single point defect in a rolling element bearing
    • P.D. Mcfadden, J.D. Smith, "Model for the vibration produced by a single point defect in a rolling element bearing, " Journal of Sound and Vibration 96 (1) (1984) 69-82.
    • (1984) Journal of Sound and Vibration , vol.96 , Issue.1 , pp. 69-82
    • McFadden, P.D.1    Smith, J.D.2
  • 5
    • 0029325219 scopus 로고
    • Condition assessment and life prediction of rolling element bearings
    • A. Barkov, N. Barkova, J. Mitchell, "Condition assessment and life prediction of rolling element bearings, " Sound and Vibration 38 (1995) 10-17, +27-31.
    • (1995) Sound and Vibration , vol.38
    • Barkov, A.1    Barkova, N.2    Mitchell, J.3
  • 6
    • 24344500897 scopus 로고    scopus 로고
    • Multi-fault diagnosis of rolling bearing elements using wavelet analysis and hidden Markov model based fault recognition
    • V. Purushotham, S. Narayanan, S.A.N. Prasad, "Multi-fault diagnosis of rolling bearing elements using wavelet analysis and hidden Markov model based fault recognition, " NDT&E International (2005) 1-11.
    • (2005) NDT&E International , pp. 1-11
    • Purushotham, V.1    Narayanan, S.2    Prasad, S.A.N.3
  • 7
    • 0030145048 scopus 로고    scopus 로고
    • Application of wavelets to gearbox vibration signals for fault detection
    • W.J. Wang, P.D. McFadden, "Application of wavelets to gearbox vibration signals for fault detection, " Journal of Sound and Vibration 192 (1996) 927-939.
    • (1996) Journal of Sound and Vibration , vol.192 , pp. 927-939
    • Wang, W.J.1    McFadden, P.D.2
  • 9
    • 11644275559 scopus 로고    scopus 로고
    • SVMs-A practical consequence of learning theory
    • B. Scholkopf, "SVMs-A practical consequence of learning theory, " IEEE Intelligent systems 13 (1998) 18-19
    • (1998) IEEE Intelligent systems , vol.13 , pp. 18-19
    • Scholkopf, B.1
  • 13
    • 0036532606 scopus 로고    scopus 로고
    • Rolling element bearing fault diagnosis using wavelet packets
    • N.G. Nikolaou, I.A. Antoniadis, "Rolling element bearing fault diagnosis using wavelet packets, " NDT&E International 35 (2002) 197-205.
    • (2002) NDT&E International , vol.35 , pp. 197-205
    • Nikolaou, N.G.1    Antoniadis, I.A.2
  • 14
    • 0347526092 scopus 로고    scopus 로고
    • Artificial neural networks and support vector machines with genetic algorithm for bearing fault detection
    • B. Samanta, K.R. Al-Balushi, S.A. Al-Araimi, "Artificial neural networks and support vector machines with genetic algorithm for bearing fault detection, " Engineering Application of Artificial Intelligent 16 (2003) 657-665.
    • (2003) Engineering Application of Artificial Intelligent , vol.16 , pp. 657-665
    • Samanta, B.1    Al-Balushi, K.R.2    Al-Araimi, S.A.3
  • 15
    • 0347869909 scopus 로고    scopus 로고
    • Advanced digital vibration signal processing for condition monitoring
    • A.K. Nandi, "Advanced digital vibration signal processing for condition monitoring, " Proceedings of COMADEM 2000, Houston, TX, USA, 2000, pp. 129-143.
    • (2000) Proceedings of COMADEM 2000, Houston, TX, USA , pp. 129-143
    • Nandi, A.K.1
  • 16
    • 0346609639 scopus 로고    scopus 로고
    • Comparison of neural networks and support vector machines in condition monitoring applications
    • L.B. Jack, A.K. Nandi, "Comparison of neural networks and support vector machines in condition monitoring applications, " Proceeding of COMADEM 2000, Houston, TX, USA, 2000, pp. 721-730.
    • (2000) Proceeding of COMADEM 2000, Houston, TX, USA , pp. 721-730
    • Jack, L.B.1    Nandi, A.K.2
  • 17
    • 0033689605 scopus 로고    scopus 로고
    • Genetic algorithm for feature extraction in machine condition monitoring with vibration signals
    • L.B. Jack, A.K. Nandi, "Genetic algorithm for feature extraction in machine condition monitoring with vibration signals, " IEE Proceeding of Vision & Image Signal Processing 147 (2000) 205-212.
    • (2000) IEE Proceeding of Vision & Image Signal Processing , vol.147 , pp. 205-212
    • Jack, L.B.1    Nandi, A.K.2
  • 18
    • 0345978376 scopus 로고    scopus 로고
    • Fault detection using support vector machines and artificial neural networks, augmented by genetic algorithms
    • L.B. Jack, A.K. Nandi, "Fault detection using support vector machines and artificial neural networks, augmented by genetic algorithms, " Journal of Mechanical Systems and Signal Processing 16 (2002) 373-390.
    • (2002) Journal of Mechanical Systems and Signal Processing , vol.16 , pp. 373-390
    • Jack, L.B.1    Nandi, A.K.2
  • 19
    • 33646512202 scopus 로고    scopus 로고
    • Practical scheme for fast detection and classification of rolling-element bearing faults using support vector machines
    • A. Rojas, A.K. Nandi, "Practical scheme for fast detection and classification of rolling-element bearing faults using support vector machines, " Mechanical Systems and Signal Processing 20 (7) (2006) 1523-1536.
    • (2006) Mechanical Systems and Signal Processing , vol.20 , Issue.7 , pp. 1523-1536
    • Rojas, A.1    Nandi, A.K.2
  • 20
    • 0003450542 scopus 로고
    • The Nature of Statistical Learning Theory
    • New York
    • V.N. Vapnik, "The Nature of Statistical Learning Theory, " Springer Verlag, New York, 1995.
    • (1995) Springer Verlag
    • Vapnik, V.N.1
  • 21
    • 0142025124 scopus 로고    scopus 로고
    • Constructing support vector machine ensemble
    • H.-C. Kim, S. Pang, H.-M. Je, et al., "Constructing support vector machine ensemble, " Pattern Recognition 36 (12) (2003) 2757-2767.
    • (2003) Pattern Recognition , vol.36 , Issue.12 , pp. 2757-2767
    • Kim, H.-C.1    Pang, S.2    Je, H.-M.3
  • 22
    • 0035419334 scopus 로고    scopus 로고
    • Support vector machines for face recognition
    • G. Guo, S.Z. Li, K.L. Chan, "Support vector machines for face recognition, " Image and Vision Computing 19 (2001) 631-638.
    • (2001) Image and Vision Computing , vol.19 , pp. 631-638
    • Guo, G.1    Li, S.Z.2    Chan, K.L.3
  • 23
    • 0032856761 scopus 로고    scopus 로고
    • On domain knowledge and feature selection using a support vector machine
    • O. Barzilay, V.L. Brailovsky, "On domain knowledge and feature selection using a support vector machine, " Pattern Recognition Letters 20 (5) (1999) 475-484.
    • (1999) Pattern Recognition Letters , vol.20 , Issue.5 , pp. 475-484
    • Barzilay, O.1    Brailovsky, V.L.2
  • 27
    • 27144489164 scopus 로고    scopus 로고
    • A Tutorial on Suport Vector Machines for Pattern Recognition
    • C.J.C. Burges, "A Tutorial on Suport Vector Machines for Pattern Recognition, " Knowledge Discovery Data Mining, vol. 2, no.2, pp. 121-167, 1998.
    • (1998) Knowledge Discovery Data Mining , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.J.C.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.