메뉴 건너뛰기




Volumn 64-65, Issue , 2015, Pages 188-216

A time-frequency analysis approach for condition monitoring of a wind turbine gearbox under varying load conditions

Author keywords

Condition monitoring; Empirical mode decomposition; Hilbert transform; Teager Kaiser energy operator; Time varying loads; Wind turbine gearboxes

Indexed keywords

MATHEMATICAL TRANSFORMATIONS; SIGNAL PROCESSING; WIND TURBINES;

EID: 84937973020     PISSN: 08883270     EISSN: 10961216     Source Type: Journal    
DOI: 10.1016/j.ymssp.2015.03.003     Document Type: Article
Times cited : (124)

References (49)
  • 1
    • 84864711488 scopus 로고    scopus 로고
    • Wind turbine data summary table 2
    • Wind turbine data summary table 2. WindStats Newsletter 1 (2007) 20.
    • (2007) WindStats Newsletter , vol.1 , pp. 20
  • 3
    • 27744587461 scopus 로고    scopus 로고
    • The spectral kurtosis: a useful tool for characterising non-stationary signals
    • J. Antoni The spectral kurtosis: a useful tool for characterising non-stationary signals Mech. Syst. Signal Process. 20 2006 282 307
    • (2006) Mech. Syst. Signal Process. , vol.20 , pp. 282-307
    • Antoni, J.1
  • 4
    • 67349273975 scopus 로고    scopus 로고
    • A theoretical and experimental investigation of modulation sidebands of planetary gear sets
    • M. Inalpolat, and A. Kahraman A theoretical and experimental investigation of modulation sidebands of planetary gear sets J. Sound Vib. 323 3-5 2009 677 696
    • (2009) J. Sound Vib. , vol.323 , Issue.3-5 , pp. 677-696
    • Inalpolat, M.1    Kahraman, A.2
  • 5
    • 71849114668 scopus 로고    scopus 로고
    • A dynamic model to predict modulation sidebands of a planetary gear set having manufacturing errors
    • M. Inalpolat, and A. Kahraman A dynamic model to predict modulation sidebands of a planetary gear set having manufacturing errors J. Sound Vib. 329 4 2010 371 393
    • (2010) J. Sound Vib. , vol.329 , Issue.4 , pp. 371-393
    • Inalpolat, M.1    Kahraman, A.2
  • 6
    • 2942558589 scopus 로고    scopus 로고
    • New applications of the real cepstrum to gear signals, including definition of a robust fault indicator
    • M.E. Badaoui, F. Guillet, and J. Daniére New applications of the real cepstrum to gear signals, including definition of a robust fault indicator Mech. Syst. Signal Process. 18 5 2004 1031 1046
    • (2004) Mech. Syst. Signal Process. , vol.18 , Issue.5 , pp. 1031-1046
    • Badaoui, M.E.1    Guillet, F.2    Daniére, J.3
  • 7
    • 0031234350 scopus 로고    scopus 로고
    • Time-frequency analysis in gearbox fault detection using the Wigner-Ville distribution and pattern recognition
    • W.J. Staszewski, K. Worden, and G.R. Tomlinson Time-frequency analysis in gearbox fault detection using the Wigner-Ville distribution and pattern recognition Mech. Syst. Signal Process. 11 5 1997 673 692
    • (1997) Mech. Syst. Signal Process. , vol.11 , Issue.5 , pp. 673-692
    • Staszewski, W.J.1    Worden, K.2    Tomlinson, G.R.3
  • 8
    • 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
  • 9
    • 0036554724 scopus 로고    scopus 로고
    • Differential diagnosis of gear and bearing faults
    • J. Antoni, and R.B. Randall Differential diagnosis of gear and bearing faults J. Vib. Acoust. 124 2 2009 165 171
    • (2009) J. Vib. Acoust. , vol.124 , Issue.2 , pp. 165-171
    • Antoni, J.1    Randall, R.B.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 Mech. Syst. Signal Process. 18 2 2004 199 221
    • (2004) Mech. Syst. Signal Process. , vol.18 , Issue.2 , pp. 199-221
    • Peng, Z.K.1    Chu, F.L.2
  • 11
    • 5444236478 scopus 로고    scopus 로고
    • The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis
    • N.E. Huang, Z. Shen, S.R. Long, M.C. Wu, H.H. Shih, Q. Zheng, and et al. The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis Proc. R. Soc. Lond. Ser. A: Math. Phys. Eng. Sci. 454 1971 1998 903 995
    • (1998) Proc. R. Soc. Lond. Ser. A: Math. Phys. Eng. Sci. , vol.454 , Issue.1971 , pp. 903-995
    • Huang, N.E.1    Shen, Z.2    Long, S.R.3    Wu, M.C.4    Shih, H.H.5    Zheng, Q.6
  • 12
    • 79951580715 scopus 로고    scopus 로고
    • Diagnostics of gear faults based on EMD and automatic selection of intrinsic mode functions
    • R. Ricci, and P. Pennacchi Diagnostics of gear faults based on EMD and automatic selection of intrinsic mode functions Mech. Syst. Signal Process. 25 3 2011 821 838
    • (2011) Mech. Syst. Signal Process. , vol.25 , Issue.3 , pp. 821-838
    • Ricci, R.1    Pennacchi, P.2
  • 13
    • 33747604849 scopus 로고    scopus 로고
    • Dynamic modelling of spur gear pair and application of empirical mode decomposition-based statistical analysis for early detection of localized tooth defect
    • A. Parey, M.E. Badaoui, F. Guillet, and N. Tandon Dynamic modelling of spur gear pair and application of empirical mode decomposition-based statistical analysis for early detection of localized tooth defect J. Sound Vib. 294 3 2006 547 561
    • (2006) J. Sound Vib. , vol.294 , Issue.3 , pp. 547-561
    • Parey, A.1    Badaoui, M.E.2    Guillet, F.3    Tandon, N.4
  • 14
    • 0005506875 scopus 로고
    • A phenomenological model for vowel production in the vocal tract
    • College-Hill Press, San Diego, CA, (Chapter 3)
    • H.M. Teager, S.M. Teager, A phenomenological model for vowel production in the vocal tract, in: Speech Science: Recent Advances, College-Hill Press, San Diego, CA, 1985, pp. 73-109 (Chapter 3).
    • (1985) Speech Science: Recent Advances , pp. 73-109
    • Teager, H.M.1    Teager, S.M.2
  • 15
    • 0003236089 scopus 로고
    • Evidence for nonlinear sound production mechanisms in the vocal tract
    • Kluwer Academic Publications, France, (Chapter 55)
    • H.M. Teager, S.M. Teager, Evidence for nonlinear sound production mechanisms in the vocal tract, in: International Conference on Acoustics, Speech, and Signal Processing, vol. D, Kluwer Academic Publications, France, 1990, pp. 241-261 (Chapter 55).
    • (1990) International Conference on Acoustics, Speech, and Signal Processing , vol.D , pp. 241-261
    • Teager, H.M.1    Teager, S.M.2
  • 17
    • 0345940399 scopus 로고
    • On Teager's energy algorithm and its generalization to continuous signals
    • New Paltz, NY
    • J.F. Kaiser, On Teager's energy algorithm and its generalization to continuous signals, in: Proceedings of IEEE DSP Workshop, New Paltz, NY, 1990.
    • (1990) Proceedings of IEEE DSP Workshop
    • Kaiser, J.F.1
  • 18
    • 33750499513 scopus 로고    scopus 로고
    • The application of energy operator demodulation approach based on EMD in machinery fault diagnosis
    • C. Junsheng, Y. Dejie, and Y. Yu The application of energy operator demodulation approach based on EMD in machinery fault diagnosis Mech. Syst. Signal Process. 21 2 2007 668 677
    • (2007) Mech. Syst. Signal Process. , vol.21 , Issue.2 , pp. 668-677
    • Junsheng, C.1    Dejie, Y.2    Yu, Y.3
  • 20
    • 84860824316 scopus 로고    scopus 로고
    • Fault diagnosis for wind turbine planetary gearboxes via demodulation analysis based on ensemble empirical mode decomposition and energy separation
    • Z. Feng, M. Liang, Y. Zhang, and S. Hou Fault diagnosis for wind turbine planetary gearboxes via demodulation analysis based on ensemble empirical mode decomposition and energy separation Renew. Energy 47 2012 112 126
    • (2012) Renew. Energy , vol.47 , pp. 112-126
    • Feng, Z.1    Liang, M.2    Zhang, Y.3    Hou, S.4
  • 21
    • 77955332446 scopus 로고    scopus 로고
    • Modelling of gearbox dynamics under time-varying nonstationary load for distributed fault detection and diagnosis
    • W. Bartelmus, F. Chaari, R. Zimroz, and M. Haddar Modelling of gearbox dynamics under time-varying nonstationary load for distributed fault detection and diagnosis Eur. J. Mech. - A/Solids 29 4 2010 637 646
    • (2010) Eur. J. Mech. - A/Solids , vol.29 , Issue.4 , pp. 637-646
    • Bartelmus, W.1    Chaari, F.2    Zimroz, R.3    Haddar, M.4
  • 22
    • 53849123982 scopus 로고    scopus 로고
    • Vibration condition monitoring of planetary gearbox under varying external load
    • W. Bartelmus, and R. Zimroz Vibration condition monitoring of planetary gearbox under varying external load Mech. Syst. Signal Process. 23 1 2009 246 257
    • (2009) Mech. Syst. Signal Process. , vol.23 , Issue.1 , pp. 246-257
    • Bartelmus, W.1    Zimroz, R.2
  • 23
    • 17644391738 scopus 로고    scopus 로고
    • Instantaneous angular speed monitoring of gearboxes under non-cyclic stationary load conditions
    • P. Stander, and C. Heyns Instantaneous angular speed monitoring of gearboxes under non-cyclic stationary load conditions Mech. Syst. Signal Process. 19 4 2005 817 835
    • (2005) Mech. Syst. Signal Process. , vol.19 , Issue.4 , pp. 817-835
    • Stander, P.1    Heyns, C.2
  • 24
    • 0036867392 scopus 로고    scopus 로고
    • Using vibration monitoring for local fault detection on gears operating under fluctuating load conditions
    • C. Stander, P. Heyns, and W. Schoombie Using vibration monitoring for local fault detection on gears operating under fluctuating load conditions Mech. Syst. Signal Process. 16 6 2002 1005 1024
    • (2002) Mech. Syst. Signal Process. , vol.16 , Issue.6 , pp. 1005-1024
    • Stander, C.1    Heyns, P.2    Schoombie, W.3
  • 25
    • 0001972105 scopus 로고
    • Non-linear dynamics of a spur gear pair
    • A. Kahraman, and R. Singh Non-linear dynamics of a spur gear pair J. Sound Vib. 142 1 1990 49 75
    • (1990) J. Sound Vib. , vol.142 , Issue.1 , pp. 49-75
    • Kahraman, A.1    Singh, R.2
  • 26
    • 0026419473 scopus 로고
    • Non-linear dynamics of a geared rotor-bearing system with multiple clearances
    • A. Kahraman, and R. Singh Non-linear dynamics of a geared rotor-bearing system with multiple clearances J. Sound Vib. 144 3 1991 469 506
    • (1991) J. Sound Vib. , vol.144 , Issue.3 , pp. 469-506
    • Kahraman, A.1    Singh, R.2
  • 27
    • 0026419565 scopus 로고
    • Interactions between time-varying mesh stiffness and clearance non-linearities in a geared system
    • A. Kahraman, and R. Singh Interactions between time-varying mesh stiffness and clearance non-linearities in a geared system J. Sound Vib. 146 1 1991 135 156
    • (1991) J. Sound Vib. , vol.146 , Issue.1 , pp. 135-156
    • Kahraman, A.1    Singh, R.2
  • 28
    • 0034293765 scopus 로고    scopus 로고
    • Non-linear dynamic response of a spur gear pair: modelling and experimental comparisons
    • R. Parker, S. Vijayakar, and T. Imajo Non-linear dynamic response of a spur gear pair: modelling and experimental comparisons J. Sound Vib. 237 3 2000 435 455
    • (2000) J. Sound Vib. , vol.237 , Issue.3 , pp. 435-455
    • Parker, R.1    Vijayakar, S.2    Imajo, T.3
  • 29
    • 0033743537 scopus 로고    scopus 로고
    • Non-linear dynamics of gear-pair systems with periodic stiffness and backlash
    • S. Theodossiades, and S. Natsiavas Non-linear dynamics of gear-pair systems with periodic stiffness and backlash J. Sound Vib. 229 2 2000 287 310
    • (2000) J. Sound Vib. , vol.229 , Issue.2 , pp. 287-310
    • Theodossiades, S.1    Natsiavas, S.2
  • 30
    • 0035480471 scopus 로고    scopus 로고
    • Periodic and chaotic dynamics of motor-driven gear-pair systems with backlash
    • S. Theodossiades, and S. Natsiavas Periodic and chaotic dynamics of motor-driven gear-pair systems with backlash Chaos Solitons Fractals 12 13 2001 2427 2440
    • (2001) Chaos Solitons Fractals , vol.12 , Issue.13 , pp. 2427-2440
    • Theodossiades, S.1    Natsiavas, S.2
  • 31
    • 0035821885 scopus 로고    scopus 로고
    • Analysis of periodically varying gear mesh systems with coulomb friction using Floquet theory
    • M. Vaishya, and R. Singh Analysis of periodically varying gear mesh systems with coulomb friction using Floquet theory J. Sound Vib. 243 3 2001 525 545
    • (2001) J. Sound Vib. , vol.243 , Issue.3 , pp. 525-545
    • Vaishya, M.1    Singh, R.2
  • 32
    • 0026258719 scopus 로고
    • Vibration transmission through rolling element bearings. Part iii: geared rotor system studies
    • T. Lim, and R. Singh Vibration transmission through rolling element bearings. Part iii: geared rotor system studies J. Sound Vib. 151 1 1991 31 54
    • (1991) J. Sound Vib. , vol.151 , Issue.1 , pp. 31-54
    • Lim, T.1    Singh, R.2
  • 33
    • 0023981561 scopus 로고
    • Mathematical models used in gear dynamics - a review
    • H.N. Ozguven, and D. Houser Mathematical models used in gear dynamics - a review J. Sound Vib. 121 3 1988 383 411
    • (1988) J. Sound Vib. , vol.121 , Issue.3 , pp. 383-411
    • Ozguven, H.N.1    Houser, D.2
  • 34
    • 13444282426 scopus 로고    scopus 로고
    • Survey of nonlinear vibration of gear transmission systems
    • J. Wang, R. Li, and X. Peng Survey of nonlinear vibration of gear transmission systems Appl. Mech. Rev. 56 3 2003 309 329
    • (2003) Appl. Mech. Rev. , vol.56 , Issue.3 , pp. 309-329
    • Wang, J.1    Li, R.2    Peng, X.3
  • 35
    • 0242551645 scopus 로고    scopus 로고
    • Spur gear dynamic models including defects: a review
    • A. Parey, and N. Tandon Spur gear dynamic models including defects: a review Shock Vib. Dig. 35 2003 465 478
    • (2003) Shock Vib. Dig. , vol.35 , pp. 465-478
    • Parey, A.1    Tandon, N.2
  • 38
    • 58049157531 scopus 로고    scopus 로고
    • Differential diagnosis of spall vs. cracks in the gear tooth fillet region: experimental validation
    • H. Endo, R.B. Randall, and C. Gosselin Differential diagnosis of spall vs. cracks in the gear tooth fillet region: experimental validation Mech. Syst. Signal Process. 23 3 2009 636 651
    • (2009) Mech. Syst. Signal Process. , vol.23 , Issue.3 , pp. 636-651
    • Endo, H.1    Randall, R.B.2    Gosselin, C.3
  • 39
    • 0035456308 scopus 로고    scopus 로고
    • The dynamic modelling of a spur gear in mesh including friction and a crack
    • I. Howard, S. Jia, and J. Wang The dynamic modelling of a spur gear in mesh including friction and a crack Mech. Syst. Signal Process. 15 5 2001 831 853
    • (2001) Mech. Syst. Signal Process. , vol.15 , Issue.5 , pp. 831-853
    • Howard, I.1    Jia, S.2    Wang, J.3
  • 40
    • 44449153549 scopus 로고    scopus 로고
    • Effect of spalling or tooth breakage on gearmesh stiffness and dynamic response of a one-stage spur gear transmission
    • F. Chaari, W. Baccar, M.S. Abbes, and M. Haddar Effect of spalling or tooth breakage on gearmesh stiffness and dynamic response of a one-stage spur gear transmission Eur. J. Mech. - A/Solids 27 4 2008 691 705
    • (2008) Eur. J. Mech. - A/Solids , vol.27 , Issue.4 , pp. 691-705
    • Chaari, F.1    Baccar, W.2    Abbes, M.S.3    Haddar, M.4
  • 43
    • 80052078099 scopus 로고    scopus 로고
    • Ensemble empirical mode decomposition: a noise-assisted data analysis method
    • Z. Wu, and N.E. Huang Ensemble empirical mode decomposition: a noise-assisted data analysis method Adv. Adapt. Data Anal. 1 2009 1 49
    • (2009) Adv. Adapt. Data Anal. , vol.1 , pp. 1-49
    • Wu, Z.1    Huang, N.E.2
  • 46
    • 0000293183 scopus 로고
    • Theory of communication
    • D. Gabor Theory of communication J. Inst. Electr. Eng. Lond. 93 3 1946 429 457
    • (1946) J. Inst. Electr. Eng. Lond. , vol.93 , Issue.3 , pp. 429-457
    • Gabor, D.1
  • 47
    • 0027676955 scopus 로고
    • Energy separation in signal modulations with application to speech analysis
    • P. Maragos, J.F. Kaiser, and T.F. Quatieri Energy separation in signal modulations with application to speech analysis IEEE Trans. Signal Process. 41 10 1993 3024 3051
    • (1993) IEEE Trans. Signal Process. , vol.41 , Issue.10 , pp. 3024-3051
    • Maragos, P.1    Kaiser, J.F.2    Quatieri, T.F.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.