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Volumn 25, Issue 2, 2011, Pages 558-574

Adaptive feature extraction using sparse coding for machinery fault diagnosis

Author keywords

Fault diagnosis; Feature extraction; Shift invariant sparse coding; Sparse coding; Vibration analysis

Indexed keywords

BASIS FUNCTIONS; CORE PROBLEMS; DIAGNOSTIC INFORMATION; DICTIONARY LEARNING; DISCRIMINABILITY; FAULT CONDITIONS; FAULT DIAGNOSIS; FEATURE EXTRACTION TECHNIQUES; LINEAR DISCRIMINANT ANALYSIS; MACHINERY FAULTS; MATHEMATICAL DESCRIPTIONS; MULTI-CLASS; NATURAL EXTENSION; REDUNDANT DICTIONARIES; ROLLING ELEMENT BEARING; SENSORY SYSTEM; SHIFT INVARIANT; SPARSE CODING; SPARSE REPRESENTATION; TARGET SIGNALS; UNDERLYING PRINCIPLES; VIBRATION SIGNAL;

EID: 78649634282     PISSN: 08883270     EISSN: 10961216     Source Type: Journal    
DOI: 10.1016/j.ymssp.2010.07.019     Document Type: Article
Times cited : (176)

References (51)
  • 1
    • 0002014402 scopus 로고
    • Possible principles underlying the transformations of sensory messages
    • H.B. Barlow Possible principles underlying the transformations of sensory messages W. Rosenblith, Sensory Communication 1961 MIT Press Cambridge 217 234
    • (1961) Sensory Communication , pp. 217-234
    • Barlow, H.B.1
  • 2
    • 0025604930 scopus 로고
    • Forming sparse representations by local anti-hebbian learning
    • P. Fldik Forming sparse representations by local anti-hebbian learning Biological Cybernetics 64 2 1990 165 170
    • (1990) Biological Cybernetics , vol.64 , Issue.2 , pp. 165-170
    • Fldik, P.1
  • 3
    • 0029938380 scopus 로고    scopus 로고
    • Emergence of simple-cell receptive field properties by learning a sparse code for natural images
    • B.A. Olshausen, and D.J. Field Emergence of simple-cell receptive field properties by learning a sparse code for natural images Nature 381 6583 1996 607 609
    • (1996) Nature , vol.381 , Issue.6583 , pp. 607-609
    • Olshausen, B.A.1    Field, D.J.2
  • 4
    • 33644513420 scopus 로고    scopus 로고
    • Efficient auditory coding
    • E.C. Smith, and M.S. Lewicki Efficient auditory coding Nature 439 7079 2006 978 982
    • (2006) Nature , vol.439 , Issue.7079 , pp. 978-982
    • Smith, E.C.1    Lewicki, M.S.2
  • 5
    • 0033168863 scopus 로고    scopus 로고
    • Application of wavelets and neural networks to diagnostic system development, 1, feature extraction
    • B.H. Chen, X.Z. Wang, S.H. Yang, and C. McGreavy Application of wavelets and neural networks to diagnostic system development, 1, feature extraction Computers and Chemical Engineering 23 7 1999 899 906
    • (1999) Computers and Chemical Engineering , vol.23 , Issue.7 , pp. 899-906
    • Chen, B.H.1    Wang, X.Z.2    Yang, S.H.3    McGreavy, C.4
  • 6
    • 0033168838 scopus 로고    scopus 로고
    • Application of wavelets and neural networks to diagnostic system development, 2, an integrated framework and its application
    • DOI 10.1016/S0098-1354(99)00260-4, PII S0098135499002604
    • X.Z. Wang, B.H. Chen, S.H. Yang, and C. McGreavy Application of wavelets and neural networks to diagnostic system development, 2, an integrated framework and its application Computers and Chemical Engineering 23 7 1999 945 954 (Pubitemid 29292596)
    • (1999) Computers and Chemical Engineering , vol.23 , Issue.7 , pp. 945-954
    • Wang, X.Z.1    Chen, B.H.2    Yang, S.H.3    McGreavy, C.4
  • 7
    • 0033684356 scopus 로고    scopus 로고
    • Wavelet packet feature extraction for vibration monitoring
    • G.G. Yen, and K.-C. Lin Wavelet packet feature extraction for vibration monitoring IEEE Transactions on Industrial Electronics 47 3 2000 650 667
    • (2000) IEEE Transactions on Industrial Electronics , vol.47 , Issue.3 , pp. 650-667
    • Yen, G.G.1    Lin, K.-C.2
  • 8
    • 0032676070 scopus 로고    scopus 로고
    • On the selection of informative wavelets for machinery diagnosis
    • B. Liu, and S.F. Ling On the selection of informative wavelets for machinery diagnosis Mechanical Systems and Signal Processing 13 1 1999 145 162
    • (1999) Mechanical Systems and Signal Processing , vol.13 , Issue.1 , pp. 145-162
    • Liu, B.1    Ling, S.F.2
  • 10
    • 0346306460 scopus 로고    scopus 로고
    • Application of the wavelet transform in machine condition monitoring and fault diagnostics: A review with bibliography
    • Z.K. Peng, and F.L. Chu Application of the wavelet transform in machine condition monitoring and fault diagnostics: a review with bibliography Mechanical Systems and Signal Processing 18 2 2004 199 221
    • (2004) Mechanical Systems and Signal Processing , vol.18 , Issue.2 , pp. 199-221
    • Peng, Z.K.1    Chu, F.L.2
  • 11
    • 34047275789 scopus 로고    scopus 로고
    • Intelligent fault diagnosis of rolling element bearing based on SVMs and fractal dimension
    • DOI 10.1016/j.ymssp.2006.10.005, PII S0888327006002251
    • J. Yang, Y. Zhang, and Y. Zhu Intelligent fault diagnosis of rolling element bearing based on svms and fractal dimension Mechanical Systems and Signal Processing 21 5 2007 2012 2024 (Pubitemid 46550771)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.5 , pp. 2012-2024
    • Yang, J.1    Zhang, Y.2    Zhu, Y.3
  • 12
    • 27744580640 scopus 로고    scopus 로고
    • A fault diagnosis approach for roller bearings based on emd method and ar model
    • C. Junsheng, Y. Dejie, and Y. Yu A fault diagnosis approach for roller bearings based on emd method and ar model Mechanical Systems and Signal Processing 20 2 2006 350 362
    • (2006) Mechanical Systems and Signal Processing , vol.20 , Issue.2 , pp. 350-362
    • Junsheng, C.1    Dejie, Y.2    Yu, Y.3
  • 13
    • 67651008249 scopus 로고    scopus 로고
    • An enhanced feature extraction model using lifting-based wavelet packet transform scheme and sampling-importance-resampling analysis
    • Y. Huang, C. Liu, X.F. Zha, and Y. Li An enhanced feature extraction model using lifting-based wavelet packet transform scheme and sampling-importance-resampling analysis Mechanical Systems and Signal Processing 23 8 2009 2470 2487
    • (2009) Mechanical Systems and Signal Processing , vol.23 , Issue.8 , pp. 2470-2487
    • Huang, Y.1    Liu, C.2    Zha, X.F.3    Li, Y.4
  • 14
    • 36048939640 scopus 로고    scopus 로고
    • New clustering algorithm-based fault diagnosis using compensation distance evaluation technique
    • Y. Lei, Z. He, Y. Zi, and X. Chen New clustering algorithm-based fault diagnosis using compensation distance evaluation technique Mechanical Systems and Signal Processing 22 2 2008 419 435
    • (2008) Mechanical Systems and Signal Processing , vol.22 , Issue.2 , pp. 419-435
    • Lei, Y.1    He, Z.2    Zi, Y.3    Chen, X.4
  • 15
    • 48749115318 scopus 로고    scopus 로고
    • A new approach to intelligent fault diagnosis of rotating machinery
    • Y. Lei, Z. He, and Y. Zi A new approach to intelligent fault diagnosis of rotating machinery Expert Systems with Applications 35 4 2008 1593 1600
    • (2008) Expert Systems with Applications , vol.35 , Issue.4 , pp. 1593-1600
    • Lei, Y.1    He, Z.2    Zi, Y.3
  • 16
    • 33750481498 scopus 로고    scopus 로고
    • Combination of independent component analysis and support vector machines for intelligent faults diagnosis of induction motors
    • A. Widodo, B.S. Yang, and T. Han Combination of independent component analysis and support vector machines for intelligent faults diagnosis of induction motors Expert Systems with Applications 32 2 2007 299 312
    • (2007) Expert Systems with Applications , vol.32 , Issue.2 , pp. 299-312
    • Widodo, A.1    Yang, B.S.2    Han, T.3
  • 17
    • 33845623677 scopus 로고    scopus 로고
    • Application of nonlinear feature extraction and support vector machines for fault diagnosis of induction motors
    • DOI 10.1016/j.eswa.2006.04.020, PII S0957417406001382
    • A. Widodo, and B.S. Yang Application of nonlinear feature extraction and support vector machines for fault diagnosis of induction motors Expert Systems with Applications 33 1 2007 241 250 (Pubitemid 44959934)
    • (2007) Expert Systems with Applications , vol.33 , Issue.1 , pp. 241-250
    • Widodo, A.1    Yang, B.-S.2
  • 18
    • 0036604711 scopus 로고    scopus 로고
    • Bearing failure detection using matching pursuit
    • B. Liu, S.F. Ling, and R. Gribonval Bearing failure detection using matching pursuit NDT and E International 35 4 2002 255 262
    • (2002) NDT and e International , vol.35 , Issue.4 , pp. 255-262
    • Liu, B.1    Ling, S.F.2    Gribonval, R.3
  • 19
    • 67651071674 scopus 로고    scopus 로고
    • Application of matching pursuit in fault diagnosis of gear
    • F. Zhao, J. Chen, and G. Dong Application of matching pursuit in fault diagnosis of gear Journal of Shanghai Jiaotong University 43 6 2009 910 913
    • (2009) Journal of Shanghai Jiaotong University , vol.43 , Issue.6 , pp. 910-913
    • Zhao, F.1    Chen, J.2    Dong, G.3
  • 20
    • 4344678288 scopus 로고    scopus 로고
    • Fault diagnosis of rolling element bearings using basis pursuit
    • H. Yang, J. Mathew, and L. Ma Fault diagnosis of rolling element bearings using basis pursuit Mechanical Systems and Signal Processing 19 2 2005 341 356
    • (2005) Mechanical Systems and Signal Processing , vol.19 , Issue.2 , pp. 341-356
    • Yang, H.1    Mathew, J.2    Ma, L.3
  • 21
    • 33846784838 scopus 로고    scopus 로고
    • Application of atomic decomposition to gear damage detection
    • Z. Feng, and F. Chu Application of atomic decomposition to gear damage detection Journal of Sound and Vibration 302 12 2007 138 151
    • (2007) Journal of Sound and Vibration , vol.302 , Issue.12 , pp. 138-151
    • Feng, Z.1    Chu, F.2
  • 22
    • 0034133184 scopus 로고    scopus 로고
    • Learning overcomplete representations
    • M.S. Lewicki, and T.J. Sejnowski Learning overcomplete representations Neural Computation 12 2 2000 337 365
    • (2000) Neural Computation , vol.12 , Issue.2 , pp. 337-365
    • Lewicki, M.S.1    Sejnowski, T.J.2
  • 25
    • 33750383209 scopus 로고    scopus 로고
    • K-svd: An algorithm for designing overcomplete dictionaries for sparse representation
    • M. Aharon, M. Elad, and A. Bruckstein K-svd: an algorithm for designing overcomplete dictionaries for sparse representation IEEE Transactions on Signal Processing 54 11 2006 4311 4322
    • (2006) IEEE Transactions on Signal Processing , vol.54 , Issue.11 , pp. 4311-4322
    • Aharon, M.1    Elad, M.2    Bruckstein, A.3
  • 29
    • 0027842081 scopus 로고
    • Matching pursuits with timefrequency dictionaries
    • S.G. Mallat, and Z. Zhang Matching pursuits with timefrequency dictionaries IEEE Transactions on Signal Processing 41 12 1993 3397 3415
    • (1993) IEEE Transactions on Signal Processing , vol.41 , Issue.12 , pp. 3397-3415
    • Mallat, S.G.1    Zhang, Z.2
  • 32
    • 0035273106 scopus 로고    scopus 로고
    • Atomic decomposition by basis pursuit
    • S.S. Chen, D.L. Donoho, and M.A. Saunders Atomic decomposition by basis pursuit SIAM Review 43 1 2001 129 159
    • (2001) SIAM Review , vol.43 , Issue.1 , pp. 129-159
    • Chen, S.S.1    Donoho, D.L.2    Saunders, M.A.3
  • 33
    • 0031102203 scopus 로고    scopus 로고
    • Sparse signal reconstruction from limited data using focus: A re-weighted minimum norm algorithm
    • I.F. Gorodnitsky, and B.D. Rao Sparse signal reconstruction from limited data using focus: a re-weighted minimum norm algorithm IEEE Transactions on Signal Processing 45 3 1997 600 616
    • (1997) IEEE Transactions on Signal Processing , vol.45 , Issue.3 , pp. 600-616
    • Gorodnitsky, I.F.1    Rao, B.D.2
  • 37
    • 0030779611 scopus 로고    scopus 로고
    • Sparse coding with an overcomplete basis set: A strategy employed by v1?
    • B.A. Olshausen, and D.J. Field Sparse coding with an overcomplete basis set: a strategy employed by v1? Vision Research 37 23 1997 3311 3325
    • (1997) Vision Research , vol.37 , Issue.23 , pp. 3311-3325
    • Olshausen, B.A.1    Field, D.J.2
  • 38
    • 0034299822 scopus 로고    scopus 로고
    • Multi-frame compression: Theory and design
    • K. Engan, S.O. Aase, and J.H. Husøy Multi-frame compression: theory and design Signal Processing 80 10 2000 2121 2140
    • (2000) Signal Processing , vol.80 , Issue.10 , pp. 2121-2140
    • Engan, K.1    Aase, S.O.2    Husøy, J.H.3
  • 44
    • 33750503791 scopus 로고    scopus 로고
    • Fault diagnosis of rotating machinery based on improved wavelet package transform and SVMs ensemble
    • Q. Hu, Z. He, Z. Zhang, and Y. Zi Fault diagnosis of rotating machinery based on improved wavelet package transform and SVMs ensemble Mechanical Systems and Signal Processing 21 2 2007 688 705
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.2 , pp. 688-705
    • Hu, Q.1    He, Z.2    Zhang, Z.3    Zi, Y.4
  • 45
    • 73249127792 scopus 로고    scopus 로고
    • A lean model for performance assessment of machinery using second generation wavelet packet transform and fisher criterion
    • Y. Huang, C. Liu, X.F. Zha, and Y. Li A lean model for performance assessment of machinery using second generation wavelet packet transform and fisher criterion Expert Systems with Applications 37 5 2010 3815 3822
    • (2010) Expert Systems with Applications , vol.37 , Issue.5 , pp. 3815-3822
    • Huang, Y.1    Liu, C.2    Zha, X.F.3    Li, Y.4
  • 46
    • 0032594959 scopus 로고    scopus 로고
    • An overview of statistical learning theory
    • V.N. Vapnik An overview of statistical learning theory IEEE Transactions on Neural Networks 10 5 1999 988 999
    • (1999) IEEE Transactions on Neural Networks , vol.10 , Issue.5 , pp. 988-999
    • Vapnik, V.N.1
  • 47
    • 70350074760 scopus 로고    scopus 로고
    • Matching-pursuits dissimilarity measure for shape-based comparison and classification of high-dimensional data
    • R. Mazhar, P.D. Gader, and J.N. Wilson Matching-pursuits dissimilarity measure for shape-based comparison and classification of high-dimensional data IEEE Transactions on Fuzzy Systems 17 5 2009 1175 1188
    • (2009) IEEE Transactions on Fuzzy Systems , vol.17 , Issue.5 , pp. 1175-1188
    • Mazhar, R.1    Gader, P.D.2    Wilson, J.N.3
  • 50
    • 85028383678 scopus 로고    scopus 로고
    • Learning redundant dictionaries with translation invariance property: The MoTIF algorithm
    • P. Jost, P. Vandergheynst, S. Lesage, and R. Gribonval Learning redundant dictionaries with translation invariance property: the MoTIF algorithm SPARS'05 2005
    • (2005) SPARS'05
    • Jost, P.1    Vandergheynst, P.2    Lesage, S.3    Gribonval, R.4


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