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Volumn 65, Issue 10, 2016, Pages 2313-2320

Fault Diagnosis Using a Joint Model Based on Sparse Representation and SVM

Author keywords

Fault diagnosis; sparse representation; support vector machine (SVM)

Indexed keywords

AEROSPACE INDUSTRY; COMPUTER AIDED DIAGNOSIS; FAILURE ANALYSIS; ROLLER BEARINGS; SUPPORT VECTOR MACHINES;

EID: 84975229487     PISSN: 00189456     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIM.2016.2575318     Document Type: Article
Times cited : (131)

References (28)
  • 1
    • 77956740804 scopus 로고    scopus 로고
    • Detection of motor bearing outer raceway defect by wavelet packet transformed motor current signature analysis
    • Oct.
    • E. C. C. Lau and H. W. Ngan, "Detection of motor bearing outer raceway defect by wavelet packet transformed motor current signature analysis, " IEEE Trans. Instrum. Meas., vol. 59, no. 10, pp. 2683-2690, Oct. 2010.
    • (2010) IEEE Trans. Instrum. Meas. , vol.59 , Issue.10 , pp. 2683-2690
    • Lau, E.C.C.1    Ngan, H.W.2
  • 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, " Mech. Syst. Signal Process., vol. 20, no. 7, pp. 1483-1510, 2006.
    • (2006) Mech. Syst. Signal Process. , vol.20 , Issue.7 , pp. 1483-1510
    • Jardine, A.K.S.1    Lin, D.2    Banjevic, D.3
  • 3
    • 84890550776 scopus 로고    scopus 로고
    • Sequential multiscale noise tuning stochastic resonance for train bearing fault diagnosis in an embedded system
    • Jan.
    • S. Lu, Q. He, F. Hu, and F. Kong, "Sequential multiscale noise tuning stochastic resonance for train bearing fault diagnosis in an embedded system, " IEEE Trans. Instrum. Meas., vol. 63, no. 1, pp. 106-116, Jan. 2014.
    • (2014) IEEE Trans. Instrum. Meas. , vol.63 , Issue.1 , pp. 106-116
    • Lu, S.1    He, Q.2    Hu, F.3    Kong, F.4
  • 4
    • 84959365232 scopus 로고    scopus 로고
    • Fault diagnosis of rotating electrical machines in transient regime using a single stator current's FFT
    • Nov.
    • A. Sapena-Banõ, M. Pineda-Sanchez, R. Puche-Panadero, J. Martinez-Roman, and D. Matíc, "Fault diagnosis of rotating electrical machines in transient regime using a single stator current's FFT, " IEEE Trans. Instrum. Meas., vol. 64, no. 11, pp. 3137-3146, Nov. 2015.
    • (2015) IEEE Trans. Instrum. Meas. , vol.64 , Issue.11 , pp. 3137-3146
    • Sapena-Banõ, A.1    Pineda-Sanchez, M.2    Puche-Panadero, R.3    Martinez-Roman, J.4    Matíc, D.5
  • 5
    • 84890044969 scopus 로고    scopus 로고
    • Condition monitoring and fault diagnosis of planetary gearboxes: A review
    • Feb.
    • Y. Lei, J. Lin, M. J. Zuo, and Z. He, "Condition monitoring and fault diagnosis of planetary gearboxes: A review, " Measurement, vol. 48, pp. 292-305, Feb. 2014.
    • (2014) Measurement , vol.48 , pp. 292-305
    • Lei, Y.1    Lin, J.2    Zuo, M.J.3    He, Z.4
  • 6
    • 0037443770 scopus 로고    scopus 로고
    • A review of process fault detection and diagnosis: Part I: Quantitative model-based methods
    • V. Venkatasubramanian, R. Rengaswamy, K. Yin, and S. N. Kavuri, "A review of process fault detection and diagnosis: Part I: Quantitative model-based methods, " Comput. Chem. Eng., vol. 27, no. 3, pp. 293-311, 2003.
    • (2003) Comput. Chem. Eng. , vol.27 , Issue.3 , pp. 293-311
    • Venkatasubramanian, V.1    Rengaswamy, R.2    Yin, K.3    Kavuri, S.N.4
  • 7
    • 84901052346 scopus 로고    scopus 로고
    • Data-driven design of robust fault detection system for wind turbines
    • S. Yin, G. Wang, and H. R. Karimi, "Data-driven design of robust fault detection system for wind turbines, " Mechatronics, vol. 24, no. 4, pp. 298-306, 2014.
    • (2014) Mechatronics , vol.24 , Issue.4 , pp. 298-306
    • Yin, S.1    Wang, G.2    Karimi, H.R.3
  • 8
    • 84866069902 scopus 로고    scopus 로고
    • A comparison study of basic data-driven fault diagnosis and process monitoring methods on the benchmark Tennessee Eastman process
    • S. Yin, S. X. Ding, A. Haghani, H. Hao, and P. Zhang, "A comparison study of basic data-driven fault diagnosis and process monitoring methods on the benchmark Tennessee Eastman process, " J. Process Control, vol. 22, no. 9, pp. 1567-1581, 2012.
    • (2012) J. Process Control , vol.22 , Issue.9 , pp. 1567-1581
    • Yin, S.1    Ding, S.X.2    Haghani, A.3    Hao, H.4    Zhang, P.5
  • 9
    • 0037106519 scopus 로고    scopus 로고
    • Multivariate process monitoring and fault diagnosis by multi-scale PCA
    • M. Misra, H. H. Yue, S. J. Qin, and C. Ling, "Multivariate process monitoring and fault diagnosis by multi-scale PCA, " Comput. Chem. Eng., vol. 26, no. 9, pp. 1281-1293, 2002.
    • (2002) Comput. Chem. Eng. , vol.26 , Issue.9 , pp. 1281-1293
    • Misra, M.1    Yue, H.H.2    Qin, S.J.3    Ling, C.4
  • 10
    • 2342505830 scopus 로고    scopus 로고
    • Fault diagnosis based on Fisher discriminant analysis and support vector machines
    • Jul.
    • L. H. Chiang, M. E. Kotanchek, and A. K. Kordon, "Fault diagnosis based on Fisher discriminant analysis and support vector machines, " Comput. Chem. Eng., vol. 28, no. 8, pp. 1389-1401, Jul. 2004.
    • (2004) Comput. Chem. Eng. , vol.28 , Issue.8 , pp. 1389-1401
    • Chiang, L.H.1    Kotanchek, M.E.2    Kordon, A.K.3
  • 11
    • 76849099291 scopus 로고    scopus 로고
    • A new neural-network-based fault diagnosis approach for analog circuits by using kurtosis and entropy as a preprocessor
    • Mar.
    • L. Yuan, Y. He, J. Huang, and Y. Sun, "A new neural-network-based fault diagnosis approach for analog circuits by using kurtosis and entropy as a preprocessor, " IEEE Trans. Instrum. Meas., vol. 59, no. 3, pp. 586-595, Mar. 2010.
    • (2010) IEEE Trans. Instrum. Meas. , vol.59 , Issue.3 , pp. 586-595
    • Yuan, L.1    He, Y.2    Huang, J.3    Sun, Y.4
  • 13
    • 84887056149 scopus 로고    scopus 로고
    • Prognostics and health management design for rotary machinery systems-Reviews, methodology and applications
    • J. Lee, F. Wu, W. Zhao, M. Ghaffari, L. Liao, and D. Siegel, "Prognostics and health management design for rotary machinery systems-Reviews, methodology and applications, " Mech. Syst. Signal Process., vol. 42, nos. 1-2, pp. 314-334, 2014.
    • (2014) Mech. Syst. Signal Process. , vol.42 , Issue.1-2 , pp. 314-334
    • Lee, J.1    Wu, F.2    Zhao, W.3    Ghaffari, M.4    Liao, L.5    Siegel, D.6
  • 14
    • 0034215955 scopus 로고    scopus 로고
    • Toward helicopter gearbox diagnostics from a small number of examples
    • M. Zacksenhouse, S. Braun, M. Feldman, and M. Sidahmed, "Toward helicopter gearbox diagnostics from a small number of examples, " Mech. Syst. Signal Process., vol. 14, no. 4, pp. 523-543, 2000.
    • (2000) Mech. Syst. Signal Process. , vol.14 , Issue.4 , pp. 523-543
    • Zacksenhouse, M.1    Braun, S.2    Feldman, M.3    Sidahmed, M.4
  • 15
    • 34848858238 scopus 로고    scopus 로고
    • A fault diagnosis approach for roller bearing based on IMF envelope spectrum and SVM
    • Y. Yang, D. Yu, and J. Cheng, "A fault diagnosis approach for roller bearing based on IMF envelope spectrum and SVM, " Measurement, vol. 40, nos. 9-10, pp. 943-950, 2007.
    • (2007) Measurement , vol.40 , Issue.9-10 , pp. 943-950
    • Yang, Y.1    Yu, D.2    Cheng, J.3
  • 16
    • 84918513007 scopus 로고    scopus 로고
    • Bearing health monitoring based on Hilbert-Huang transform, support vector machine, and regression
    • Jan.
    • A. Soualhi, K. Medjaher, and N. Zerhouni, "Bearing health monitoring based on Hilbert-Huang transform, support vector machine, and regression, " IEEE Trans. Instrum. Meas., vol. 64, no. 1, pp. 52-62, Jan. 2015.
    • (2015) IEEE Trans. Instrum. Meas. , vol.64 , Issue.1 , pp. 52-62
    • Soualhi, A.1    Medjaher, K.2    Zerhouni, N.3
  • 17
    • 77952717202 scopus 로고    scopus 로고
    • Sparse representation for computer vision and pattern recognition
    • Jun.
    • J. Wright, Y. Ma, J. Mairal, G. Sapiro, T. S. Huang, and S. Yan, "Sparse representation for computer vision and pattern recognition, " Proc. IEEE, vol. 98, no. 6, pp. 1031-1044, Jun. 2010.
    • (2010) Proc IEEE , vol.98 , Issue.6 , pp. 1031-1044
    • Wright, J.1    Ma, Y.2    Mairal, J.3    Sapiro, G.4    Huang, T.S.5    Yan, S.6
  • 18
    • 84918582419 scopus 로고    scopus 로고
    • Detection and classification of power quality disturbances using sparse signal decomposition on hybrid dictionaries
    • Jan.
    • M. S. Manikandan, S. R. Samantaray, and I. Kamwa, "Detection and classification of power quality disturbances using sparse signal decomposition on hybrid dictionaries, " IEEE Trans. Instrum. Meas., vol. 64, no. 1, pp. 27-38, Jan. 2015.
    • (2015) IEEE Trans. Instrum. Meas. , vol.64 , Issue.1 , pp. 27-38
    • Manikandan, M.S.1    Samantaray, S.R.2    Kamwa, I.3
  • 19
    • 33750383209 scopus 로고    scopus 로고
    • K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation
    • Nov.
    • M. Aharon, M. Elad, and A. Bruckstein, "K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation, " IEEE Trans. Signal Process., vol. 54, no. 11, pp. 4311-4322, Nov. 2006.
    • (2006) IEEE Trans. Signal Process. , vol.54 , Issue.11 , pp. 4311-4322
    • Aharon, M.1    Elad, M.2    Bruckstein, A.3
  • 20
    • 31744440684 scopus 로고    scopus 로고
    • Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information
    • Feb.
    • E. J. Candès, J. Romberg, and T. Tao, "Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information, " IEEE Trans. Inf. Theory, vol. 52, no. 2, pp. 489-509, Feb. 2006.
    • (2006) IEEE Trans. Inf. Theory , vol.52 , Issue.2 , pp. 489-509
    • Candès, E.J.1    Romberg, J.2    Tao, T.3
  • 23
    • 0019397313 scopus 로고
    • Generalizing the Hough transform to detect arbitrary shapes
    • D. H. Ballard, "Generalizing the Hough transform to detect arbitrary shapes, " Pattern Recognit., vol. 13, no. 2, pp. 111-122, 1981.
    • (1981) Pattern Recognit. , vol.13 , Issue.2 , pp. 111-122
    • Ballard, D.H.1
  • 25
    • 1842722362 scopus 로고    scopus 로고
    • Multiscale entropy analysis of complex physiologic time series
    • Jul.
    • M. Costa, A. L. Goldberger, and C.-K. Peng, "Multiscale entropy analysis of complex physiologic time series, " Phys. Rev. Lett., vol. 89, p. 068102, Jul. 2002.
    • (2002) Phys. Rev. Lett. , vol.89 , pp. 068102
    • Costa, M.1    Goldberger, A.L.2    Peng, C.-K.3
  • 26
    • 40449132956 scopus 로고    scopus 로고
    • Fault detection in induction machines using power spectral density in wavelet decomposition
    • Feb.
    • J. Cusidó, 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
    • Cusidó, J.1    Romeral, L.2    Ortega, J.A.3    Rosero, J.A.4    Espinosa, A.G.5
  • 27
    • 84885551457 scopus 로고    scopus 로고
    • A roller bearing fault diagnosis method based on hierarchical entropy and support vector machine with particle swarm optimization algorithm
    • Jan.
    • K. Zhu, X. Song, and D. Xue, "A roller bearing fault diagnosis method based on hierarchical entropy and support vector machine with particle swarm optimization algorithm, " Measurement, vol. 47, pp. 669-675, Jan. 2014.
    • (2014) Measurement , vol.47 , pp. 669-675
    • Zhu, K.1    Song, X.2    Xue, D.3
  • 28
    • 84860375483 scopus 로고    scopus 로고
    • Ensemble of data-driven prognostic algorithms for robust prediction of remaining useful life
    • Jul.
    • C. Hu, B. D. Youn, P. Wang, and J. T. Yoon, "Ensemble of data-driven prognostic algorithms for robust prediction of remaining useful life, " Rel. Eng. Syst. Safety, vol. 103, pp. 120-135, Jul. 2012.
    • (2012) Rel. Eng. Syst. Safety , vol.103 , pp. 120-135
    • Hu, C.1    Youn, B.D.2    Wang, P.3    Yoon, J.T.4


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