메뉴 건너뛰기




Volumn 46, Issue 2, 2014, Pages 373-388

Sparse representation based latent components analysis for machinery weak fault detection

Author keywords

Dictionary learning; Gear; Latent components; Rolling element bearing; Sparse representation; Weak fault detection

Indexed keywords

ACCELERATED LIFETIME TESTS; BASIS PURSUIT DE-NOISING (BPDN); CONVEX OPTIMIZATION PROBLEMS; DICTIONARY LEARNING; L1-REGULARIZED LEAST SQUARES; LATENT COMPONENTS; ROLLING ELEMENT BEARING; SPARSE REPRESENTATION;

EID: 84898081265     PISSN: 08883270     EISSN: 10961216     Source Type: Journal    
DOI: 10.1016/j.ymssp.2014.01.011     Document Type: Article
Times cited : (112)

References (36)
  • 2
    • 0029735184 scopus 로고    scopus 로고
    • A comparison of autoregressive modeling techniques for fault diagnosis of rolling element bearings
    • D.C. Baillie, and J. Mathew A comparison of autoregressive modeling techniques for fault diagnosis of rolling element bearings Mech. Syst. Signal Process. 10 1 1996 1 17
    • (1996) Mech. Syst. Signal Process. , vol.10 , Issue.1 , pp. 1-17
    • Baillie, D.C.1    Mathew, J.2
  • 3
    • 0343240948 scopus 로고
    • Early detection of gear failure by vibration analysis i. Calculation of the time-frequency distribution
    • W.J. Wang, and P.D. McFadden Early detection of gear failure by vibration analysis i. calculation of the time-frequency distribution Mech. Syst. Signal Process. 7 3 1993 193 203
    • (1993) Mech. Syst. Signal Process. , vol.7 , Issue.3 , pp. 193-203
    • Wang, W.J.1    McFadden, P.D.2
  • 4
    • 33646940030 scopus 로고
    • Rotating machinery fault diagnosis using Wigner distribution
    • Q. Meng, and L. Qu Rotating machinery fault diagnosis using Wigner distribution Mech. Syst. Signal Process. 5 3 1991 155 166
    • (1991) Mech. Syst. Signal Process. , vol.5 , Issue.3 , pp. 155-166
    • Meng, Q.1    Qu, L.2
  • 5
    • 33646519024 scopus 로고    scopus 로고
    • A roller bearing fault diagnosis method based on EMD energy entropy and ANN
    • Y. Yu, D. Yu, and J. Cheng A roller bearing fault diagnosis method based on EMD energy entropy and ANN J. Sound Vibr. 294 1-2 2006 269 277
    • (2006) J. Sound Vibr. , vol.294 , Issue.12 , pp. 269-277
    • Yu, Y.1    Yu, D.2    Cheng, J.3
  • 6
    • 43949150575 scopus 로고
    • Application of the wavelet transform to fault detection in a spur gear
    • W.J. Staszewski, and G.R. Tomlinson Application of the wavelet transform to fault detection in a spur gear Mech. Syst. Signal Process. 8 3 1994 289 307
    • (1994) Mech. Syst. Signal Process. , vol.8 , Issue.3 , pp. 289-307
    • Staszewski, W.J.1    Tomlinson, G.R.2
  • 7
    • 0030145048 scopus 로고    scopus 로고
    • Application of wavelets to gearbox vibration signals for fault detection
    • W.J. Wang, and P.D. McFadden Application of wavelets to gearbox vibration signals for fault detection J. Sound.Vibr. 192 5 1996 927 939
    • (1996) J. Sound.Vibr. , vol.192 , Issue.5 , pp. 927-939
    • Wang, W.J.1    McFadden, P.D.2
  • 8
    • 67349163012 scopus 로고    scopus 로고
    • Bearing fault detection based on optimal wavelet filter and sparse code shrinkage
    • W. He, Z. Jiang, and K. Feng Bearing fault detection based on optimal wavelet filter and sparse code shrinkage Measurement 42 7 2009 1092 1102
    • (2009) Measurement , vol.42 , Issue.7 , pp. 1092-1102
    • He, W.1    Jiang, Z.2    Feng, K.3
  • 9
    • 0035273597 scopus 로고    scopus 로고
    • Application of the envelope and wavelet transform analyses for the diagnosis of incipient faults in ball bearings
    • R. Rubini, and U. Meneghetti Application of the envelope and wavelet transform analyses for the diagnosis of incipient faults in ball bearings Mech. Syst. Signal Process. 15 2 2001 287 302
    • (2001) Mech. Syst. Signal Process. , vol.15 , Issue.2 , pp. 287-302
    • Rubini, R.1    Meneghetti, U.2
  • 10
    • 0029307534 scopus 로고
    • De-noising by soft-thresholding
    • D.L. Donoho De-noising by soft-thresholding IEEE Trans. Inf. Theory 41 3 1995 613 627
    • (1995) IEEE Trans. Inf. Theory , vol.41 , Issue.3 , pp. 613-627
    • Donoho, D.L.1
  • 11
    • 34249733154 scopus 로고    scopus 로고
    • The enhancement of fault detection and diagnosis in rolling element bearings using minimum entropy deconvolution combined with spectral kurtosis
    • N. Sawalhi, R.B. Randall, and H. Endo The enhancement of fault detection and diagnosis in rolling element bearings using minimum entropy deconvolution combined with spectral kurtosis Mech. Syst. Signal Process. 21 6 2007 2616 2633
    • (2007) Mech. Syst. Signal Process. , vol.21 , Issue.6 , pp. 2616-2633
    • Sawalhi, N.1    Randall, R.B.2    Endo, H.3
  • 12
    • 34248525072 scopus 로고    scopus 로고
    • Cyclic spectral analysis of rolling-element bearing signals: Facts and fictions
    • J. Antoni Cyclic spectral analysis of rolling-element bearing signals: facts and fictions J. Sound.Vibr. 304 3-5 2007 497 529
    • (2007) J. Sound.Vibr. , vol.304 , Issue.35 , pp. 497-529
    • Antoni, J.1
  • 13
    • 27744553270 scopus 로고    scopus 로고
    • The spectral kurtosis: Application to the vibratory surveillance and diagnostics of rotating machines
    • J. Antoni, and R.B. Randall The spectral kurtosis: application to the vibratory surveillance and diagnostics of rotating machines Mech. Syst. Signal Process. 20 2 2006 308 331
    • (2006) Mech. Syst. Signal Process. , vol.20 , Issue.2 , pp. 308-331
    • Antoni, J.1    Randall, R.B.2
  • 16
    • 36849088522 scopus 로고    scopus 로고
    • The application of compressed sensing for rapid MR imaging
    • M. Lustig, D.L. Donoho, J.M. Pauly, and MRI Sparse the application of compressed sensing for rapid MR imaging Magn. Reson. Med. 58 6 2007 1182 1195
    • (2007) Magn. Reson. Med. , vol.58 , Issue.6 , pp. 1182-1195
    • Lustig, M.1    Donoho, D.L.2    Pauly, J.M.3    Sparse, M.R.I.4
  • 17
    • 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 E Int. 35 4 2002 255 262
    • (2002) NDT e Int. , vol.35 , Issue.4 , pp. 255-262
    • Liu, B.1    Ling, S.F.2    Gribonval, R.3
  • 18
    • 33846784838 scopus 로고    scopus 로고
    • Application of atomic decomposition to gear damage detection
    • Z.P. Feng, and F.L. Chu Application of atomic decomposition to gear damage detection J. Sound Vibr. 302 1-2 2007 138 151
    • (2007) J. Sound Vibr. , vol.302 , Issue.12 , pp. 138-151
    • Feng, Z.P.1    Chu, F.L.2
  • 19
    • 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 Mech. Syst. Signal Process. 19 2 2005 341 356
    • (2005) Mech. Syst. Signal Process. , vol.19 , Issue.2 , pp. 341-356
    • Yang, H.1    Mathew, J.2    Ma, L.3
  • 20
    • 33750383209 scopus 로고    scopus 로고
    • K-SVD: An algorithm for designing over complete dictionaries for sparse representation
    • M. Aharon, M. Elad, and A. Bruckstein K-SVD: an algorithm for designing over complete dictionaries for sparse representation IEEE Trans. Signal Process. 54 11 2006 4311 4322
    • (2006) IEEE Trans. Signal Process. , vol.54 , Issue.11 , pp. 4311-4322
    • Aharon, M.1    Elad, M.2    Bruckstein, A.3
  • 21
    • 33751379736 scopus 로고    scopus 로고
    • Image denoising via sparse and redundant representations over learned dictionaries
    • M. Elad Image denoising via sparse and redundant representations over learned dictionaries IEEE Trans. Image Process. 15 12 2006 3736 3745
    • (2006) IEEE Trans. Image Process. , vol.15 , Issue.12 , pp. 3736-3745
    • Elad, M.1
  • 24
    • 78649634282 scopus 로고    scopus 로고
    • Adaptive feature extraction using sparse coding for machinery fault diagnosis
    • H.N. Liu, C.L. Liu, and Y.X. Huang Adaptive feature extraction using sparse coding for machinery fault diagnosis Mech. Syst. Signal Process. 25 2 2011 558 574
    • (2011) Mech. Syst. Signal Process. , vol.25 , Issue.2 , pp. 558-574
    • Liu, H.N.1    Liu, C.L.2    Huang, Y.X.3
  • 25
    • 0035504028 scopus 로고    scopus 로고
    • Uncertainty principles and ideal atomic decompositions
    • D.L. Donoho, and X. Huo Uncertainty principles and ideal atomic decompositions IEEE Trans. Inf. Theory 47 7 2001 2845 2862
    • (2001) IEEE Trans. Inf. Theory , vol.47 , Issue.7 , pp. 2845-2862
    • Donoho, D.L.1    Huo, X.2
  • 26
    • 0027842081 scopus 로고
    • Matching pursuits with time-frequency dictionaries
    • S. Mallat, and Z. Zhang Matching pursuits with time-frequency dictionaries IEEE Trans. Signal Process. 41 12 1993 3397 3415
    • (1993) IEEE Trans. Signal Process. , vol.41 , Issue.12 , pp. 3397-3415
    • Mallat, S.1    Zhang, Z.2
  • 28
    • 33646365077 scopus 로고    scopus 로고
    • For most large underdetermined systems of linear equations the minimal l1-norm solution is also the sparsest solution
    • D.L. Donoho For most large underdetermined systems of linear equations the minimal l1-norm solution is also the sparsest solution Pure Appl. Math. 59 6 2006 797 829
    • (2006) Pure Appl. Math. , vol.59 , Issue.6 , pp. 797-829
    • Donoho, D.L.1
  • 32
    • 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 Process. 80 10 2000 2121 2140
    • (2000) Signal Process. , vol.80 , Issue.10 , pp. 2121-2140
    • Engan, K.1    Aase, S.O.2    Husøy, J.H.3
  • 33
    • 84937035392 scopus 로고
    • Estimating and interpreting the instantaneous frequency of a signal - Part 1: Fundamentals
    • B. Boashash, Estimating and interpreting the instantaneous frequency of a signal - part 1: fundamentals, Proceedings of the IEEE 80 (4), 1992 pp. 520-538.
    • (1992) Proceedings of the IEEE , vol.80 , Issue.4 , pp. 520-538
    • Boashash, B.1
  • 34
    • 0021758020 scopus 로고
    • Model for the vibration produced by a single point defect in a rolling element bearing
    • P.D. McFadden, and J.D. Smith Model for the vibration produced by a single point defect in a rolling element bearing J. Sound Vibr. 96 1 1984 69 82
    • (1984) J. Sound Vibr. , vol.96 , Issue.1 , pp. 69-82
    • McFadden, P.D.1    Smith, J.D.2
  • 35
    • 0021841455 scopus 로고
    • The vibration produced by multiple point defects in a rolling element bearing
    • P.D. McFadden, and J.D. Smith The vibration produced by multiple point defects in a rolling element bearing J. Sound Vibr. 98 2 1985 263 273
    • (1985) J. Sound Vibr. , vol.98 , Issue.2 , pp. 263-273
    • McFadden, P.D.1    Smith, J.D.2
  • 36
    • 13444250257 scopus 로고    scopus 로고
    • Bearing diagnostics and self-adaptive noise cancellation
    • University of New South Wales, Sydney, Australia
    • D. Ho Bearing diagnostics and self-adaptive noise cancellation (Ph.D. thesis) 1999 University of New South Wales, Sydney, Australia
    • (1999) (Ph.D. Thesis)
    • Ho, D.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.