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Volumn 2015, Issue , 2015, Pages

Gearbox Fault Identification and Classification with Convolutional Neural Networks

Author keywords

[No Author keywords available]

Indexed keywords

CONVOLUTION; FAILURE ANALYSIS; FREQUENCY DOMAIN ANALYSIS; GEARS; HIGHER ORDER STATISTICS; MACHINERY; NEURAL NETWORKS; STATISTICAL METHODS;

EID: 84946042100     PISSN: 10709622     EISSN: None     Source Type: Journal    
DOI: 10.1155/2015/390134     Document Type: Article
Times cited : (425)

References (44)
  • 1
    • 71749106872 scopus 로고    scopus 로고
    • A multidimensional hybrid intelligentmethod for gear fault diagnosis
    • Y. Lei, M. J. Zuo, Z. He, and Y. Zi, "A multidimensional hybrid intelligentmethod for gear fault diagnosis," Expert Systems with Applications, vol. 37, no. 2, pp. 1419-1430, 2010.
    • (2010) Expert Systems with Applications , vol.37 , Issue.2 , pp. 1419-1430
    • Lei, Y.1    Zuo, M.J.2    He, Z.3    Zi, Y.4
  • 4
    • 84870401853 scopus 로고    scopus 로고
    • An enhanced Kurtogram method for fault diagnosis of rolling element bearings
    • D. Wang, P. W. Tse, and K. L. Tsui, "An enhanced Kurtogram method for fault diagnosis of rolling element bearings," Mechanical Systems and Signal Processing, vol. 35, no. 1-2, pp. 176-199, 2013.
    • (2013) Mechanical Systems and Signal Processing , vol.35 , Issue.1-2 , pp. 176-199
    • Wang, D.1    Tse, P.W.2    Tsui, K.L.3
  • 5
    • 79251488790 scopus 로고    scopus 로고
    • Support vector data description for fusion of multiple health indicators for enhancing gearbox fault diagnosis and prognosis
    • D. Wang, P. W. Tse, W. Guo, and Q. Miao, "Support vector data description for fusion of multiple health indicators for enhancing gearbox fault diagnosis and prognosis," Measurement Science and Technology, vol. 22, no. 2, Article ID 025102, 2011.
    • (2011) Measurement Science and Technology , vol.22 , Issue.2
    • Wang, D.1    Tse, P.W.2    Guo, W.3    Miao, Q.4
  • 6
    • 79953234385 scopus 로고    scopus 로고
    • Separation of the vibration-induced signal of oil debris for vibration monitoring
    • C. Li and M. Liang, "Separation of the vibration-induced signal of oil debris for vibration monitoring," Smart Materials & Structures, vol. 20, no. 4, Article ID 045016, 2011.
    • (2011) Smart Materials & Structures , vol.20 , Issue.4
    • Li, C.1    Liang, M.2
  • 7
    • 84903977623 scopus 로고    scopus 로고
    • Vibration signal demodulation and bearing fault detection: A clustering-based segmentation method
    • S. Hou, M. Liang, Y. Zhang, and C. Li, "Vibration signal demodulation and bearing fault detection: a clustering-based segmentation method," IMeche Proceedings Part C: Journal of Mechanical Engineering Science, vol. 228, no. 11, pp. 1888-1899, 2014.
    • (2014) IMeche Proceedings Part C: Journal of Mechanical Engineering Science , vol.228 , Issue.11 , pp. 1888-1899
    • Hou, S.1    Liang, M.2    Zhang, Y.3    Li, C.4
  • 8
    • 67349227757 scopus 로고    scopus 로고
    • Robust health evaluation of gearbox subject to tooth failure with wavelet decomposition
    • D. Wang, Q. Miao, and R. Kang, "Robust health evaluation of gearbox subject to tooth failure with wavelet decomposition," Journal of Sound and Vibration, vol. 324, no. 3-5, pp. 1141-1157, 2009.
    • (2009) Journal of Sound and Vibration , vol.324 , Issue.3-5 , pp. 1141-1157
    • Wang, D.1    Miao, Q.2    Kang, R.3
  • 9
    • 6344219501 scopus 로고    scopus 로고
    • Application of acoustic emission to seeded gear fault detection
    • T. Toutountzakis, C. K. Tan, and D. Mba, "Application of acoustic emission to seeded gear fault detection," NDT & E International, vol. 38, no. 1, pp. 27-36, 2005.
    • (2005) NDT & e International , vol.38 , Issue.1 , pp. 27-36
    • Toutountzakis, T.1    Tan, C.K.2    Mba, D.3
  • 10
    • 84878288252 scopus 로고    scopus 로고
    • Condition monitoring of gearboxes using synchronously averaged electric motor signals
    • J. R. Ottewill and M. Orkisz, "Condition monitoring of gearboxes using synchronously averaged electric motor signals," Mechanical Systems and Signal Processing, vol. 38, no. 2, pp. 482-498, 2013.
    • (2013) Mechanical Systems and Signal Processing , vol.38 , Issue.2 , pp. 482-498
    • Ottewill, J.R.1    Orkisz, M.2
  • 11
    • 80054911915 scopus 로고    scopus 로고
    • Intelligent fault diagnosis of rotating machinery using infrared thermal image
    • A. M. D. Younus and B.-S. Yang, "Intelligent fault diagnosis of rotating machinery using infrared thermal image," Expert Systems with Applications, vol. 39, no. 2, pp. 2082-2091, 2012.
    • (2012) Expert Systems with Applications , vol.39 , Issue.2 , pp. 2082-2091
    • Younus, A.M.D.1    Yang, B.-S.2
  • 12
    • 79960864184 scopus 로고    scopus 로고
    • Extraction of oil debris signature using integral enhanced empirical mode decomposition and correlated reconstruction
    • C. Li and M. Liang, "Extraction of oil debris signature using integral enhanced empirical mode decomposition and correlated reconstruction," Measurement Science and Technology, vol. 22, no. 8, Article ID 085701, 2011.
    • (2011) Measurement Science and Technology , vol.22 , Issue.8
    • Li, C.1    Liang, M.2
  • 14
    • 33646534620 scopus 로고    scopus 로고
    • Areviewon machinery diagnostics and prognostics implementing condition-based maintenance
    • A. K. S. Jardine, D. Lin, and D. Banjevic, "Areviewon machinery diagnostics and prognostics implementing condition-based maintenance," Mechanical Systems and Signal Processing, vol. 20, no. 7, pp. 1483-1510, 2006.
    • (2006) Mechanical Systems and Signal Processing , vol.20 , Issue.7 , pp. 1483-1510
    • Jardine, A.K.S.1    Lin, D.2    Banjevic, D.3
  • 15
    • 80054976663 scopus 로고    scopus 로고
    • Application of localmean decomposition to the surveillance and diagnostics of low-speed helical gearbox
    • Y. Wang, Z. He, J. Xiang, and Y. Zi, "Application of localmean decomposition to the surveillance and diagnostics of low-speed helical gearbox," Mechanism and Machine Theory, vol. 47, no. 1, pp. 62-73, 2012.
    • (2012) Mechanism and Machine Theory , vol.47 , Issue.1 , pp. 62-73
    • Wang, Y.1    He, Z.2    Xiang, J.3    Zi, Y.4
  • 16
    • 84889677304 scopus 로고    scopus 로고
    • An explanation of frequency features enabling detection of faults in equallyspaced planetary gearbox
    • L. Hong, J. S. Dhupia, and S. Sheng, "An explanation of frequency features enabling detection of faults in equallyspaced planetary gearbox," Mechanism and Machine Theory, vol. 73, pp. 169-183, 2014.
    • (2014) Mechanism and Machine Theory , vol.73 , pp. 169-183
    • Hong, L.1    Dhupia, J.S.2    Sheng, S.3
  • 17
    • 84859884263 scopus 로고    scopus 로고
    • Fault detection of planetary gearboxes using new diagnostic parameters
    • Y. Lei, D. Kong, J. Lin, and M. J. Zuo, "Fault detection of planetary gearboxes using new diagnostic parameters," Measurement Science and Technology, vol. 23, no. 5, Article ID 055605, 2012.
    • (2012) Measurement Science and Technology , vol.23 , Issue.5
    • Lei, Y.1    Kong, D.2    Lin, J.3    Zuo, M.J.4
  • 18
    • 69249153422 scopus 로고    scopus 로고
    • Rolling bearing fault classification based on envelope spectrum and support vector machine
    • L. Guo, J. Chen, and X. Li, "Rolling bearing fault classification based on envelope spectrum and support vector machine," Journal of Vibration and Control, vol. 15, no. 9, pp. 1349-1363, 2009.
    • (2009) Journal of Vibration and Control , vol.15 , Issue.9 , pp. 1349-1363
    • Guo, L.1    Chen, J.2    Li, X.3
  • 19
    • 84870249587 scopus 로고    scopus 로고
    • A novel fault diagnosis model for gearbox based on wavelet support vector machine with immune genetic algorithm
    • F. Chen, B. Tang, and R. Chen, "A novel fault diagnosis model for gearbox based on wavelet support vector machine with immune genetic algorithm," Measurement, vol. 46, no. 1, pp. 220-232, 2013.
    • (2013) Measurement , vol.46 , Issue.1 , pp. 220-232
    • Chen, F.1    Tang, B.2    Chen, R.3
  • 20
    • 84888062344 scopus 로고    scopus 로고
    • Dynamic neural network-based fault diagnosis of gas turbine engines
    • S. S. Tayarani-Bathaie, Z.N. Sadough Vanini, and K. Khorasani, "Dynamic neural network-based fault diagnosis of gas turbine engines," Neurocomputing, vol. 125, pp. 153-165, 2014.
    • (2014) Neurocomputing , vol.125 , pp. 153-165
    • Tayarani-Bathaie, S.S.1    Sadough Vanini, Z.N.2    Khorasani, K.3
  • 21
    • 84907486966 scopus 로고    scopus 로고
    • Application of empirical mode decomposition and artificial neural network for automatic bearing fault diagnosis based on vibration signals
    • J. B. Ali, N. Fnaiech, L. Saidi, B. Chebel-Morello, and F. Fnaiech, "Application of empirical mode decomposition and artificial neural network for automatic bearing fault diagnosis based on vibration signals," Applied Acoustics, vol. 89, pp. 16-27, 2015.
    • (2015) Applied Acoustics , vol.89 , pp. 16-27
    • Ali, J.B.1    Fnaiech, N.2    Saidi, L.3    Chebel-Morello, B.4    Fnaiech, F.5
  • 22
    • 84900530071 scopus 로고    scopus 로고
    • A sparse-response deep belief network based on rate distortion theory
    • N.-N. Ji, J.-S. Zhang, and C.-X. Zhang, "A sparse-response deep belief network based on rate distortion theory," Pattern Recognition, vol. 47, no. 9, pp. 3179-3191, 2014.
    • (2014) Pattern Recognition , vol.47 , Issue.9 , pp. 3179-3191
    • Ji, N.-N.1    Zhang, J.-S.2    Zhang, C.-X.3
  • 23
    • 84919489106 scopus 로고    scopus 로고
    • A 3D model recognition mechanism based on deep Boltzmann machines
    • B. Leng, X. Zhang, M. Yao, and Z. Xiong, "A 3D model recognition mechanism based on deep Boltzmann machines," Neurocomputing, vol. 151, pp. 593-602, 2015.
    • (2015) Neurocomputing , vol.151 , pp. 593-602
    • Leng, B.1    Zhang, X.2    Yao, M.3    Xiong, Z.4
  • 25
    • 84921492033 scopus 로고    scopus 로고
    • Deep convolutional neural networks for multi-modality isointense infant brain image segmentation
    • T. N. Sainath, B. Kingsbury, G. Saon et al., "Deep convolutional neural networks for multi-modality isointense infant brain image segmentation," NeuroImage, vol. 108, pp. 214-224, 2015.
    • (2015) NeuroImage , vol.108 , pp. 214-224
    • Sainath, T.N.1    Kingsbury, B.2    Saon, G.3
  • 26
    • 84893464266 scopus 로고    scopus 로고
    • An approach to fault diagnosis of reciprocating compressor valves using Teager-Kaiser energy operator and deep belief networks
    • V. T. Tran, F. Althobiani, and A. Ball, "An approach to fault diagnosis of reciprocating compressor valves using Teager-Kaiser energy operator and deep belief networks," Expert Systems with Applications, vol. 41, no. 9, pp. 4113-4122, 2014.
    • (2014) Expert Systems with Applications , vol.41 , Issue.9 , pp. 4113-4122
    • Tran, V.T.1    Althobiani, F.2    Ball, A.3
  • 27
    • 84875848937 scopus 로고    scopus 로고
    • Failure diagnosis using deep belief learning based health state classification
    • P. Tamilselvan and P. Wang, "Failure diagnosis using deep belief learning based health state classification," Reliability Engineering and System Safety, vol. 115, pp. 124-135, 2013.
    • (2013) Reliability Engineering and System Safety , vol.115 , pp. 124-135
    • Tamilselvan, P.1    Wang, P.2
  • 29
    • 0037707305 scopus 로고    scopus 로고
    • Subject independent facial expression recognition with robust face detection using a convolutional neural network
    • M. Matsugu, K. Mori, Y. Mitari, and Y. Kaneda, "Subject independent facial expression recognition with robust face detection using a convolutional neural network," Neural Networks, vol. 16, no. 5-6, pp. 555-559, 2003.
    • (2003) Neural Networks , vol.16 , Issue.5-6 , pp. 555-559
    • Matsugu, M.1    Mori, K.2    Mitari, Y.3    Kaneda, Y.4
  • 31
    • 84907851741 scopus 로고    scopus 로고
    • Local fault detection in helical gears via vibration and acoustic signals using EMDbased statistical parameter analysis
    • M. Amarnath and I. R. P. Krishna, "Local fault detection in helical gears via vibration and acoustic signals using EMDbased statistical parameter analysis," Measurement, vol. 58, pp. 154-164, 2014.
    • (2014) Measurement , vol.58 , pp. 154-164
    • Amarnath, M.1    Krishna, I.R.P.2
  • 33
    • 84887433963 scopus 로고    scopus 로고
    • Wavelets for fault diagnosis of rotary machines: A review with applications
    • R. Yan, R. X. Gao, and X. Chen, "Wavelets for fault diagnosis of rotary machines: a review with applications," Signal Processing, vol. 96, pp. 1-15, 2014.
    • (2014) Signal Processing , vol.96 , pp. 1-15
    • Yan, R.1    Gao, R.X.2    Chen, X.3
  • 34
    • 84937813448 scopus 로고    scopus 로고
    • Criterion fusion for spectral segmentation and its application to optimal demodulation of bearing vibration signals
    • C. Lim, M. Liang, and T. Wang, "Criterion fusion for spectral segmentation and its application to optimal demodulation of bearing vibration signals," Mechanical Systems and Signal Processing, 2015.
    • (2015) Mechanical Systems and Signal Processing
    • Lim, C.1    Liang, M.2    Wang, T.3
  • 36
    • 33645410496 scopus 로고
    • Receptive fields, binocular interaction, and functional architecture in the cat's visual cortex
    • D. H. Hubel and T. N. Wiesel, "Receptive fields, binocular interaction, and functional architecture in the cat's visual cortex," The Journal of Physiology, vol. 160, pp. 106-154, 1962.
    • (1962) The Journal of Physiology , vol.160 , pp. 106-154
    • Hubel, D.H.1    Wiesel, T.N.2
  • 37
    • 0019152630 scopus 로고
    • Neocognitron: A self-organizing neural network model for a mechanism of pattern recognition unaffected by shift in position
    • K. Fukushima, "Neocognitron: a self-organizing neural network model for a mechanism of pattern recognition unaffected by shift in position," Biological Cybernetics, vol. 36, no. 4, pp. 193-202, 1980.
    • (1980) Biological Cybernetics , vol.36 , Issue.4 , pp. 193-202
    • Fukushima, K.1
  • 38
    • 0032203257 scopus 로고    scopus 로고
    • Gradient-based learning applied to document recognition
    • Y. LeCun, L. Bottou, Y. Bengio, and P. Haffner, "Gradient-based learning applied to document recognition," Proceedings of the IEEE, vol. 86, no. 11, pp. 2278-2323, 1998.
    • (1998) Proceedings of the IEEE , vol.86 , Issue.11 , pp. 2278-2323
    • LeCun, Y.1    Bottou, L.2    Bengio, Y.3    Haffner, P.4
  • 39
    • 0000359337 scopus 로고
    • Backpropagation applied to handwritten zip code recognition
    • Y. LeCun, B. Boser, J. S. Denker et al., "Backpropagation applied to handwritten zip code recognition," Neural Computation, vol. 1, no. 4, pp. 541-551, 1989.
    • (1989) Neural Computation , vol.1 , Issue.4 , pp. 541-551
    • LeCun, Y.1    Boser, B.2    Denker, J.S.3
  • 42
    • 27344460283 scopus 로고    scopus 로고
    • A comparative study of three artificial neural networks for the detection and classification of gear faults
    • I. A. Abu-Mahfouz, "A comparative study of three artificial neural networks for the detection and classification of gear faults," International Journal of General Systems, vol. 34, no. 3, pp. 261-277, 2005.
    • (2005) International Journal of General Systems , vol.34 , Issue.3 , pp. 261-277
    • Abu-Mahfouz, I.A.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.