메뉴 건너뛰기




Volumn 5, Issue , 2017, Pages 19442-19456

Incipient Fault Diagnosis of Roller Bearing Using Optimized Wavelet Transform Based Multi-Speed Vibration Signatures

Author keywords

continuous wavelet transforms; Fault diagnosis; fault signatures; particle swarm optimization; quasi Newton minimization; roller bearing; vibration measurement

Indexed keywords

BEARINGS (MACHINE PARTS); CONDITION MONITORING; FAILURE ANALYSIS; MACHINERY; PARTICLE SWARM OPTIMIZATION (PSO); ROLLER BEARINGS; ROLLERS (MACHINE COMPONENTS); VIBRATION MEASUREMENT; WAVELET TRANSFORMS;

EID: 85021762568     PISSN: None     EISSN: 21693536     Source Type: Journal    
DOI: 10.1109/ACCESS.2017.2661967     Document Type: Article
Times cited : (166)

References (26)
  • 1
    • 84961055987 scopus 로고    scopus 로고
    • Wavelet transform based on inner product in fault diagnosis of rotating machinery: A review
    • Sep.
    • J. Chen et al., "Wavelet transform based on inner product in fault diagnosis of rotating machinery: A review," Mech. Syst. Signal Process., vol. 70, pp. 1-35, Sep. 2016.
    • Mech. Syst. Signal Process. , vol.70 , Issue.2016 , pp. 1-35
    • Chen, J.1
  • 2
    • 84979837512 scopus 로고    scopus 로고
    • An experimental study of clogging fault diagnosis in heat exchangers based on vibration signals
    • Jun.
    • J. Huang, G. Chen, L. Shu, S. Wang, and Y. Zhang, "An experimental study of clogging fault diagnosis in heat exchangers based on vibration signals," IEEE Access, vol. 4, pp. 1800-1809, Jun. 2016.
    • (2016) IEEE Access , vol.4 , pp. 1800-1809
    • Huang, J.1    Chen, G.2    Shu, L.3    Wang, S.4    Zhang, Y.5
  • 3
    • 46249088445 scopus 로고    scopus 로고
    • Review of condition monitoring of rotating electrical machines
    • Jul
    • P. J. Tavner, "Review of condition monitoring of rotating electrical machines," IETElectr. Power Appl., vol. 2, no. 4, pp. 215-247, Jul. 2008.
    • (2008) IETElectr. Power Appl. , vol.2 , Issue.4 , pp. 215-247
    • Tavner, P.J.1
  • 4
    • 84883453615 scopus 로고    scopus 로고
    • Bearing problems' effects on the dynamic performance of pumping stations
    • M. A. Abu-Zeid and S. Abdel-Rahman, "Bearing problems' effects on the dynamic performance of pumping stations ," Alexandria Eng. J., vol. 52, no. 3, pp. 241-248, 2013.
    • (2013) Alexandria Eng. J. , vol.52 , Issue.3 , pp. 241-248
    • Abu-Zeid, M.A.1    Abdel-Rahman, S.2
  • 5
    • 84963934380 scopus 로고    scopus 로고
    • A hybrid feature selection scheme for reducing diagnostic performance deterioration caused by outliers in data-driven diagnostics
    • May
    • M. Kang, M. R. Islam, J. Kim, J.-M. Kim, and M. Pecht, "A hybrid feature selection scheme for reducing diagnostic performance deterioration caused by outliers in data-driven diagnostics," IEEE Trans. Ind. Electron., vol. 63, no. 5, pp. 3299-3310, May 2016.
    • (2016) IEEE Trans. Ind. Electron. , vol.63 , Issue.5 , pp. 3299-3310
    • Kang, M.1    Islam, M.R.2    Kim, J.3    Kim, J.-M.4    Pecht, M.5
  • 6
    • 33947121668 scopus 로고    scopus 로고
    • A comparative study on damage detection in speed-up and coast-down process of grinding spindle-typed rotor-bearing system
    • Oct
    • B. Kim, S. Lee, M. Lee, J. Ni, J. Song, and C. Lee, "A comparative study on damage detection in speed-up and coast-down process of grinding spindle-typed rotor-bearing system," J. Mater. Process. Technol., vol. 187, pp. 30-36, Oct. 2007.
    • (2007) J. Mater. Process. Technol. , vol.187 , pp. 30-36
    • Kim, B.1    Lee, S.2    Lee, M.3    Ni, J.4    Song, J.5    Lee, C.6
  • 7
    • 1542680533 scopus 로고    scopus 로고
    • A practical guide to wavelet analysis
    • T. Christopher and G. P. Compo, "A practical guide to wavelet analysis," Bull. Amer. Meteorol. Soc., vol. 79, no. 1, pp. 61-78, 1998.
    • (1998) Bull. Amer. Meteorol. Soc. , vol.79 , Issue.1 , pp. 61-78
    • Christopher, T.1    Compo, G.P.2
  • 8
    • 85014993100 scopus 로고    scopus 로고
    • Enhancing fault classification accuracy of ball bearing using central tendency based time domain features
    • M. M. Tahir, A. Q. Khan, N. Iqbal, A. Hussain, and S. Badshah, "Enhancing fault classification accuracy of ball bearing using central tendency based time domain features," IEEE Access, vol. 5, pp. 72-83, 2017.
    • IEEE Access , vol.5 , Issue.2017 , pp. 72-83
    • Tahir, M.M.1    Khan, A.Q.2    Iqbal, N.3    Hussain, A.4    Badshah, S.5
  • 9
    • 57349137762 scopus 로고    scopus 로고
    • Fault severity assessment for rolling element bearings using the Lempel-Ziv complexity and continuous wavelet transform
    • H. Hong and M. Liang, "Fault severity assessment for rolling element bearings using the Lempel-Ziv complexity and continuous wavelet transform," J. Sound Vibrat., vol. 320, no. 1, pp. 452-468, 2009.
    • (2009) J. Sound Vibrat. , vol.320 , Issue.1 , pp. 452-468
    • Hong, H.1    Liang, M.2
  • 10
    • 34548035641 scopus 로고    scopus 로고
    • Rolling element bearings multi-fault classification based on the wavelet denoising and support vector machine
    • Sep
    • S. Abbasion, A. Rafsanjani, A. Farshidianfar, and N. Irani, "Rolling element bearings multi-fault classification based on the wavelet denoising and support vector machine," Mech. Syst. Signal Process., vol. 21, no. 7, pp. 2933-2945, Sep. 2007.
    • (2007) Mech. Syst. Signal Process. , vol.21 , Issue.7 , pp. 2933-2945
    • Abbasion, S.1    Rafsanjani, A.2    Farshidianfar, A.3    Irani, N.4
  • 11
    • 0031233479 scopus 로고    scopus 로고
    • Artificial neural network based fault diagnostics of rotating machinery using wavelet transforms as a preprocessor
    • B. Paya, I. Esat, and M. Badi, "Artificial neural network based fault diagnostics of rotating machinery using wavelet transforms as a preprocessor," Mech. Syst. Signal Process., vol. 11, no. 5, pp. 751-765, 1997.
    • (1997) Mech. Syst. Signal Process. , vol.11 , Issue.5 , pp. 751-765
    • Paya, B.1    Esat, I.2    Badi, M.3
  • 12
    • 84896719372 scopus 로고    scopus 로고
    • Vibration analysis for bearing fault detection and classification using an intelligent filter
    • J. Zarei, M. A. Tajeddini, and H. R. Karimi, "Vibration analysis for bearing fault detection and classification using an intelligent filter," Mechatronics, vol. 24, no. 2, pp. 151-157, 2014.
    • (2014) Mechatronics , vol.24 , Issue.2 , pp. 151-157
    • Zarei, J.1    Tajeddini, M.A.2    Karimi, H.R.3
  • 13
    • 78751629036 scopus 로고    scopus 로고
    • Fault diagnosis of ball bearings using continuous wavelet transform
    • P. Kankar, S. C. Sharma, and S. Harsha, "Fault diagnosis of ball bearings using continuous wavelet transform," Appl. Soft Comput., vol. 11, no. 2, pp. 2300-2312, 2011.
    • (2011) Appl. Soft Comput. , vol.11 , Issue.2 , pp. 2300-2312
    • Kankar, P.1    Sharma, S.C.2    Harsha, S.3
  • 14
    • 2942525326 scopus 로고    scopus 로고
    • Bearing fault diagnosis based on wavelet transform and fuzzy inference
    • Sep. VOLUME 5, 2017
    • X. Lou and K. A. Loparo, "Bearing fault diagnosis based on wavelet transform and fuzzy inference," Mech. Syst. Signal Process., vol. 18, no. 5, pp. 1077-1095, Sep. 2004. VOLUME 5, 2017
    • (2004) Mech. Syst. Signal Process. , vol.18 , Issue.5 , pp. 1077-1095
    • Lou, X.1    Loparo, K.A.2
  • 15
    • 79956155898 scopus 로고    scopus 로고
    • Bearing fault detection of induction motor using wavelet and support vector machines (SVMs)
    • P. Konar and P. Chattopadhyay, "Bearing fault detection of induction motor using wavelet and support vector machines (SVMs)," Appl. Soft Comput., vol. 11, no. 6, pp. 4203-4211, 2011.
    • (2011) Appl. Soft Comput. , vol.11 , Issue.6 , pp. 4203-4211
    • Konar, P.1    Chattopadhyay, P.2
  • 16
    • 3042556450 scopus 로고    scopus 로고
    • The optimisation of wavelet transform for the impulse analysis in vibration signals
    • E. Schukin, R. Zamaraev, and L. Schukin, "The optimisation of wavelet transform for the impulse analysis in vibration signals," Mech. Syst. Signal Process., vol. 18, no. 6, pp. 1315-1333, 2004.
    • (2004) Mech. Syst. Signal Process. , vol.18 , Issue.6 , pp. 1315-1333
    • Schukin, E.1    Zamaraev, R.2    Schukin, L.3
  • 17
    • 84886563124 scopus 로고    scopus 로고
    • Particle swarm optimization
    • New York, NY, USA: Springer
    • J. Kennedy, "Particle swarm optimization," in Encyclopedia of Machine Learning. New York, NY, USA: Springer, 2011, pp. 760-766.
    • (2011) Encyclopedia of Machine Learning , pp. 760-766
    • Kennedy, J.1
  • 18
    • 0000052978 scopus 로고
    • BFGS optimization for faster and automated supervised learning
    • R. Battiti and F. Masulli, "BFGS optimization for faster and automated supervised learning," in Proc. Int. Neural Netw. Conf.. 1990, pp. 757-760.
    • (1990) Proc. Int. Neural Netw. Conf.. , pp. 757-760
    • Battiti, R.1    Masulli, F.2
  • 19
    • 84991548185 scopus 로고
    • Detection of rolling element bearing damage by statistical vibration analysis
    • D. Dyer and R. Stewart, "Detection of rolling element bearing damage by statistical vibration analysis," J. Mech. Design, vol. 100, no. 2, pp. 229-235, 1978.
    • (1978) J. Mech. Design , vol.100 , Issue.2 , pp. 229-235
    • Dyer, D.1    Stewart, R.2
  • 20
    • 85011556665 scopus 로고    scopus 로고
    • Multiple defects detection in outer race of gearbox ball bearing using time domain statistical parameters
    • A. Nabhan, M. Nouby, A. Sami, and M. Mousa, "Multiple defects detection in outer race of gearbox ball bearing using time domain statistical parameters," Int. J. Vehicle Struct. Syst., vol. 8, no. 3, p. 167, 2016.
    • (2016) Int. J. Vehicle Struct. Syst. , vol.8 , Issue.3 , pp. 167
    • Nabhan, A.1    Nouby, M.2    Sami, A.3    Mousa, M.4
  • 21
    • 84945246972 scopus 로고    scopus 로고
    • Spectral kurtosis for fault detection, diagnosis and prognostics of rotating machines: A review with applications
    • Sep.
    • Y. Wang, J. Xiang, R. Markert, and M. Liang, "Spectral kurtosis for fault detection, diagnosis and prognostics of rotating machines: A review with applications," Mech. Syst. Signal Process., vol. 66, pp. 679-698, Sep. 2016.
    • (2016) Mech. Syst. Signal Process. , vol.66 , pp. 679-698
    • Wang, Y.1    Xiang, J.2    Markert, R.3    Liang, M.4
  • 22
    • 84962408476 scopus 로고    scopus 로고
    • Motor bearing fault detection using spectral kurtosis-based feature extraction coupled with k-nearest neighbor distance analysis
    • Mar.
    • J. Tian, C. Morillo, M. H. Azarian, and M. Pecht, "Motor bearing fault detection using spectral kurtosis-based feature extraction coupled with k-nearest neighbor distance analysis," IEEE Trans. Ind. Electron., vol. 63, no. 3, pp. 1793-1803, Mar. 2016.
    • (2016) IEEE Trans. Ind. Electron. , vol.63 , Issue.3 , pp. 1793-1803
    • Tian, J.1    Morillo, C.2    Azarian, M.H.3    Pecht, M.4
  • 23
    • 40449132956 scopus 로고    scopus 로고
    • Fault detection in induction machines using power spectral density in wavelet decomposition
    • Feb
    • J. Cusidocusido, L. Romeral, J. A. Ortega, J. A. Rosero, and A. G. Espinosa, "Fault detection in induction machines using power spectral density in wavelet decomposition," IEEE Trans. Ind. Electron., vol. 55, no. 2, pp. 633-643, Feb. 2008.
    • (2008) IEEE Trans. Ind. Electron. , vol.55 , Issue.2 , pp. 633-643
    • Cusidocusido, J.1    Romeral, L.2    Ortega, J.A.3    Rosero, J.A.4    Espinosa, A.G.5
  • 24
    • 84926662675 scopus 로고
    • Nearest neighbor pattern classification
    • Jan
    • T. Cover and P. Hart, "Nearest neighbor pattern classification," IEEE Trans. Inf. Theory, vol. 13, no. 1, pp. 21-27, Jan. 1967.
    • (1967) IEEE Trans. Inf. Theory , vol.13 , Issue.1 , pp. 21-27
    • Cover, T.1    Hart, P.2
  • 25
    • 84994433826 scopus 로고    scopus 로고
    • Mahalanobis distance based approach for anomaly detection of analog filters using frequency features and Parzen window density estimation
    • Z. Hu, M. Xiao, L. Zhang, S. Liu, and Y. Ge, "Mahalanobis distance based approach for anomaly detection of analog filters using frequency features and Parzen window density estimation," J. Electron. Test., vol. 32, no. 6, pp. 681-693,2016.
    • (2016) J. Electron. Test. , vol.32 , Issue.6 , pp. 681-693
    • Hu, Z.1    Xiao, M.2    Zhang, L.3    Liu, S.4    Ge, Y.5
  • 26
    • 85032345270 scopus 로고    scopus 로고
    • accessed Dec. 9, 2016
    • PT 500 Machinery Diagnostic System, accessed Dec. 9, 2016. [Online]. Available: http//www.gunt.de/static/s3680-1.php
    • PT 500 Machinery Diagnostic System


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.