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Volumn 55, Issue 6, 2013, Pages 323-330

Feature-level fusion based on wavelet transform and artificial neural network for fault diagnosis of planetary gearbox using acoustic and vibration signals

Author keywords

Artificial neural network; Fault diagnosis; Feature level fusion; Planetary gearbox; Wavelet transform

Indexed keywords

CONDITION MONITORING; DATA FUSION; FAILURE ANALYSIS; GEARS; INTELLIGENT SYSTEMS; MACHINERY; NEURAL NETWORKS; WAVELET TRANSFORMS;

EID: 84975797385     PISSN: 13542575     EISSN: 17544904     Source Type: Journal    
DOI: 10.1784/insi.2012.55.6.323     Document Type: Article
Times cited : (61)

References (26)
  • 1
    • 33845464729 scopus 로고    scopus 로고
    • Multi-agent decision fusion for motor fault diagnosis
    • DOI 10.1016/j.ymssp.2006.03.003, PII S0888327006000641
    • G Niu, T Han, B S Yang and A C C Tan, 'Multi-agent decision fusion for motor fault diagnosis', Mechanical Systems and Signal Processing, Vol 21, pp 1285-1299, 2007. (Pubitemid 44909384)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.3 , pp. 1285-1299
    • Niu, G.1    Han, T.2    Yang, B.-S.3    Tan, A.C.C.4
  • 2
    • 33646534620 scopus 로고    scopus 로고
    • A review on machinery diagnostics and prognostics implementing condition-based maintenance
    • A K S Jardine, D Lin and D Banjevic, 'A review on machinery diagnostics and prognostics implementing condition-based maintenance', Mechanical Systems and Signal Processing, Vol 20, pp 1483-1510, 2006.
    • (2006) Mechanical Systems and Signal Processing , vol.20 , pp. 1483-1510
    • Jardine, A.K.S.1    Lin, D.2    Banjevic, D.3
  • 3
    • 77955416655 scopus 로고    scopus 로고
    • ARX model-based gearbox fault detection and localisation under varying load conditions
    • M Yang and V Makis, 'ARX model-based gearbox fault detection and localisation under varying load conditions', Journal of Sound and Vibration, Vol 329, pp 5209-5221, 2010.
    • (2010) Journal of Sound and Vibration , vol.329 , pp. 5209-5221
    • Yang, M.1    Makis, V.2
  • 4
    • 33750498275 scopus 로고    scopus 로고
    • Condition monitoring and classification of rotating machinery using wavelets and hidden Markov models
    • DOI 10.1016/j.ymssp.2006.01.009, PII S0888327006000331
    • Q Miao and V Makis, 'Condition monitoring and classification of rotating machinery using wavelets and hidden Markov models', Mechanical Systems and Signal Processing, Vol 21, pp 840-855, 2007. (Pubitemid 44667416)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.2 , pp. 840-855
    • Miao, Q.1    Makis, V.2
  • 5
    • 74149091467 scopus 로고    scopus 로고
    • A wavelet approach to fault diagnosis of a gearbox under varying load conditions
    • X Wang, V Makis and M Yang, 'A wavelet approach to fault diagnosis of a gearbox under varying load conditions', Journal of Sound and Vibration, Vol 329, pp 1570-1585, 2010.
    • (2010) Journal of Sound and Vibration , vol.329 , pp. 1570-1585
    • Wang, X.1    Makis, V.2    Yang, M.3
  • 6
    • 77957852490 scopus 로고    scopus 로고
    • Intelligent condition monitoring and prognostics system based on data fusion strategy
    • G Niu and B S Yang, 'Intelligent condition monitoring and prognostics system based on data fusion strategy', Expert Systems with Applications, Vol 37, pp 8831-8840, 2010.
    • (2010) Expert Systems with Applications , vol.37 , pp. 8831-8840
    • Niu, G.1    Yang, B.S.2
  • 8
    • 33845414646 scopus 로고    scopus 로고
    • Fault diagnosis based on support vector machines with parameter optimisation by artificial immunisation algorithm
    • DOI 10.1016/j.ymssp.2006.06.006, PII S0888327006001300
    • S Yuan and F Chu, 'Fault diagnosis based on support vector machines with parameter optimisation by artificial immunisation algorithm', Mechanical Systems and Signal Processing, Vol 21, pp 1318-1330, 2007. (Pubitemid 44909396)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.3 , pp. 1318-1330
    • Yuan, S.1    Chu, F.2
  • 9
    • 78649601452 scopus 로고    scopus 로고
    • Application of data mining and feature extraction on intelligent fault diagnosis by artificial neural network and fc-nearest neighbour
    • Rome, Italy
    • B Bagheri, H Ahmadi and R Labbafi, 'Application of data mining and feature extraction on intelligent fault diagnosis by artificial neural network and fc-nearest neighbour', In: ICEM 2010, Rome, Italy, pp 1-7, 2010.
    • (2010) ICEM 2010 , pp. 1-7
    • Bagheri, B.1    Ahmadi, H.2    Labbafi, R.3
  • 10
    • 78650690087 scopus 로고    scopus 로고
    • An intelligent combined method based on power spectral density, decision trees and fuzzy logic for hydraulic pumps fault diagnosis
    • K Mollazade, H Ahmadi, M Omid and R Alimardani, 'An intelligent combined method based on power spectral density, decision trees and fuzzy logic for hydraulic pumps fault diagnosis', International Journal of Intelligent Systems and Technologies, Vol 3, pp 251-263, 2008.
    • (2008) International Journal of Intelligent Systems and Technologies , vol.3 , pp. 251-263
    • Mollazade, K.1    Ahmadi, H.2    Omid, M.3    Alimardani, R.4
  • 12
    • 84863270617 scopus 로고    scopus 로고
    • A method based on multisensor data fusion for fault detection of planetary gearboxes
    • Y Lei, J Lin, Z He and D Kong, 'A method based on multisensor data fusion for fault detection of planetary gearboxes', Sensors, Vol 12, pp 2005-2017, 2012.
    • (2012) Sensors , vol.12 , pp. 2005-2017
    • Lei, Y.1    Lin, J.2    He, Z.3    Kong, D.4
  • 14
    • 53849123982 scopus 로고    scopus 로고
    • Vibration condition monitoring of planetary gearbox under varying external load
    • W Bartelmus and R Zimroz, 'Vibration condition monitoring of planetary gearbox under varying external load', Mechanical Systems and Signal Processing, Vol 23, pp 246-257, 2009.
    • (2009) Mechanical Systems and Signal Processing , vol.23 , pp. 246-257
    • Bartelmus, W.1    Zimroz, R.2
  • 15
    • 17844386578 scopus 로고    scopus 로고
    • A review of vibration-based techniques for helicopter transmission diagnostics
    • DOI 10.1016/j.jsv.2004.02.058, PII S0022460X04003244
    • P D Samuel and D J Pines, 'A review of vibration-based techniques for helicopter transmission diagnostics', Journal of Sound and Vibration, Vol 282, pp 475-508, 2005. (Pubitemid 40583902)
    • (2005) Journal of Sound and Vibration , vol.282 , Issue.1-2 , pp. 475-508
    • Samuel, P.D.1    Pines, D.J.2
  • 16
    • 64449086323 scopus 로고    scopus 로고
    • Wavelet analysis of sensor signals for tool condition monitoring: A review and some new results
    • K Zhu, Y S Wong and G S Hong, 'Wavelet analysis of sensor signals for tool condition monitoring: a review and some new results', International Journal of Machine Tools and Manufacture, Vol 49, pp 537-553, 2009.
    • (2009) International Journal of Machine Tools and Manufacture , vol.49 , pp. 537-553
    • Zhu, K.1    Wong, Y.S.2    Hong, G.S.3
  • 17
    • 77249173699 scopus 로고    scopus 로고
    • Application of mother wavelet functions for automatic gear and bearing fault diagnosis
    • J Rafiee, M A Rafiee and P W Tse, 'Application of mother wavelet functions for automatic gear and bearing fault diagnosis', Expert Systems with Applications, Vol 37, pp 4568-4579, 2010.
    • (2010) Expert Systems with Applications , vol.37 , pp. 4568-4579
    • Rafiee, J.1    Rafiee, M.A.2    Tse, P.W.3
  • 18
    • 33846829640 scopus 로고    scopus 로고
    • Haar wavelet for machine fault diagnosis
    • DOI 10.1016/j.ymssp.2006.07.006, PII S0888327006001415
    • L Li, L Qu and X Liao, 'Haar wavelet for machine fault diagnosis', Mechanical Systems and Signal Processing, Vol 21, pp 1773-1786, 2007. (Pubitemid 46205098)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.4 , pp. 1773-1786
    • Li, L.1    Qu, L.2    Liao, X.3
  • 19
    • 77349127319 scopus 로고    scopus 로고
    • Incipient gearbox fault diagnosis using discrete wavelet transform (DWT) for feature extraction and classification using artificial neural network (ANN)
    • N Saravanan and K I Ramachandran, 'Incipient gearbox fault diagnosis using discrete wavelet transform (DWT) for feature extraction and classification using artificial neural network (ANN) ', Expert Systems with Applications, Vol 37, pp 4168-4181, 2010.
    • (2010) Expert Systems with Applications , vol.37 , pp. 4168-4181
    • Saravanan, N.1    Ramachandran, K.I.2
  • 21
    • 84876896250 scopus 로고    scopus 로고
    • Two simple multivariate procedures for monitoring planetary gearboxes in nonstationary operating conditions
    • R Zimroz and A Bartkowiak, 'Two simple multivariate procedures for monitoring planetary gearboxes in nonstationary operating conditions', Mechanical Systems and Signal Processing, 2012.
    • (2012) Mechanical Systems and Signal Processing
    • Zimroz, R.1    Bartkowiak, A.2
  • 22
    • 84862326889 scopus 로고    scopus 로고
    • Vibration-based fault diagnosis of hydraulic pump of tractor steering system by using energy technique
    • K Mollazade, H Ahmadi, M Omid and R Alimardani, 'Vibration-based fault diagnosis of hydraulic pump of tractor steering system by using energy technique', Modern Applied Science, Vol 3, pp 59-66, 2009.
    • (2009) Modern Applied Science , vol.3 , pp. 59-66
    • Mollazade, K.1    Ahmadi, H.2    Omid, M.3    Alimardani, R.4
  • 23
    • 50049099117 scopus 로고    scopus 로고
    • Multi-features fusion diagnosis of tremor based on artificial neural network and D-S evidence theory
    • L Ai, J Wang and X Wang, 'Multi-features fusion diagnosis of tremor based on artificial neural network and D-S evidence theory', Signal Processing, Vol 88, pp 2927-2935, 2008.
    • (2008) Signal Processing , vol.88 , pp. 2927-2935
    • Ai, L.1    Wang, J.2    Wang, X.3
  • 24
    • 0030735959 scopus 로고    scopus 로고
    • An introduction to multisensor data fusion
    • D L Hall and J Llinas, 'An introduction to multisensor data fusion', Proceedings of the IEEE, Vol 85, pp 6-23, 1997. (Pubitemid 127745544)
    • (1997) Proceedings of the IEEE , vol.85 , Issue.1 , pp. 6-23
    • Hall, D.L.1    Llinas, J.2
  • 25
    • 44949090516 scopus 로고    scopus 로고
    • Decision-level fusion based on wavelet decomposition for induction motor fault diagnosis using transient current signal
    • G Niu, A Widodo, J D Son, B S Yang, D H Hwang and D S Kang, 'Decision-level fusion based on wavelet decomposition for induction motor fault diagnosis using transient current signal', Expert Systems with Applications, Vol 35, pp 918-928, 2008.
    • (2008) Expert Systems with Applications , vol.35 , pp. 918-928
    • Niu, G.1    Widodo, A.2    Son, J.D.3    Yang, B.S.4    Hwang, D.H.5    Kang, D.S.6
  • 26
    • 0037410689 scopus 로고    scopus 로고
    • Feature fusion: Parallel strategy vs. serial strategy
    • DOI 10.1016/S0031-3203(02)00262-5, PII S0031320302002625
    • J Yang, J Y Yang, D Zhang and J F Lu, 'Feature fusion: parallel strategy versus serial strategy', Pattern Recognition, Vol 36, pp 1369-1381, 2003. (Pubitemid 36225872)
    • (2003) Pattern Recognition , vol.36 , Issue.6 , pp. 1369-1381
    • Yang, J.1    Yang, J.-Y.2    Zhang, D.3    Lu, J.-F.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.