Transient motor current signature analysis via modulus of the continuous complex wavelet: A pattern approach

Energy Conversion and Management

Volumn 73, Issue , 2013, Pages 26-36

  Pineda Sanchez, M ^a   Riera Guasp, M ^a   Perez Cruz, J ^a   Puche Panadero, R ^a  

^a UNIVERSITAT POLITÈCNICA DE VALÈNCIA   (Spain)

Author keywords

Fault diagnosis; Induction motors; Signal analysis; Wavelet transforms

Indexed keywords

COMPLEX WAVELET TRANSFORMS; EVOLUTION PATTERNS; HIGH RESOLUTION GRAPHICS; MOTOR CURRENT SIGNATURE ANALYSIS; NONSTATIONARY SIGNALS; SQUIRREL CAGE INDUCTION MOTOR; TIME FREQUENCY DOMAIN; TIME-FREQUENCY PLANES;

AC MOTORS; FAILURE ANALYSIS; HARMONIC ANALYSIS; INDUCTION MOTORS; SIGNAL ANALYSIS; SQUIRREL CAGE MOTORS; WAVELET TRANSFORMS;

POWER QUALITY;

EID: 84877753557     PISSN: 01968904     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.enconman.2013.04.002     Document Type: Article

References (56)

1. H. Madadi Kojabadi, M. Abarzadeh, and S. Aghaei Farouji Robust stator resistance identification of an im drive using model reference adaptive system Energy Convers Manage 65 2013 507 517
2. A.M. Knight, and S.P. Bertani Mechanical fault detection in a medium-sized induction motor using stator current monitoring IEEE Trans Energy Convers 20 4 2005 753 760 (Pubitemid 41830051)
3. B. Ebrahimi, M. Etemadrezaei, and J. Faiz Dynamic eccentricity fault diagnosis in round rotor synchronous motors Energy Convers Manage 52 5 2011 2092 2097
4. J. Faiz, I. Tabatabaei, and E. Sharifi-Ghazvini A precise electromagnetic modeling and performance analysis of a three-phase squirrel-cage induction motor under mixed eccentricity condition Electromagnetics 24 6 2004 471 489
5. I. Aydin, M. Karakose, and E. Akin A new method for early fault detection and diagnosis of broken rotor bars Energy Convers Manage 52 4 2011 1790 1799
6. A. Bellini, A. Yazidi, F. Filippetti, C. Rossi, and G.A. Capolino High frequency resolution techniques for rotor fault detection of induction machines IEEE Trans Ind Electron 55 12 2008 4200 4209
7. H. Calis, and A. Cakir Experimental study for sensorless broken bar detection in induction motors Energy Convers Manage 49 4 2008 854 862 (Pubitemid 351625372)
8. D.F. Pires, V.F. Pires, J.F. Martins, and A.J. Pires Rotor cage fault diagnosis in three-phase induction motors based on a current and virtual flux approach Energy Convers Manage 50 4 2009 1026 1032
9. V.F. Pires, J.F. Martins, and A.J. Pires Eigenvector/eigenvalue analysis of a 3D current referential fault detection and diagnosis of an induction motor Energy Convers Manage 51 5 2010 901 907
10. J. Faiz, B. Mahdi, H.A. Toliyat, and W.S. Abu-elhaija Mixed-fault diagnosis in induction motors considering varying load and broken bars location Energy Convers Manage 51 7 2010 1432 1441
11. A. Bellini, F. Filippetti, C. Tassoni, and G.A. Capolino Advances in diagnostic techniques for induction machines IEEE Trans Ind Electron 55 12 2008 4109 4126
12. A. Abouhnik, and A. Albarbar Wind turbine blades condition assessment based on vibration measurements and the level of an empirically decomposed feature Energy Convers Manage 64 2012 606 613
13. M.C. Ian, and R. Wendell Using current signature analysis technology to reliably detect cage winding defects in squirrel-cage induction motors IEEE Trans Ind Appl 43 2 2007 422 428
14. F. Filippetti, G. Franceschini, C. Tassoni, and P. Vas AI techniques in induction machines diagnosis including the speed ripple effect IEEE Trans Ind Appl 34 1 1998 98 108 (Pubitemid 128739701)
15. S. Rajagopalan, J.A. Restrepo, J.M. Aller, T.G. Habetler, and R.G. Harley Nonstationary motor fault detection using recent quadratic time-frequency representations IEEE Trans Ind Appl 44 3 2008 735 744 (Pubitemid 351796120)
16. S. Radhika, G.R. Sabareesh, G. Jagadanand, and V. Sugumaran Precise wavelet for current signature in 3[phi] IM Expert Syst Appl 37 1 2010 450 455
17. M. Akar Detection of a static eccentricity fault in a closed loop driven induction motor by using the angular domain order tracking analysis method Mech Syst Signal Process 34 1-2 2013 173 182
18. S. Grubic, J.M. Aller, B. Lu, and T.G. Habetler A survey on testing and monitoring methods for stator insulation systems of low-voltage induction machines focusing on turn insulation problems IEEE Trans Ind Electron 55 12 2008 4127 4136
19. M.A.S.K. Khan, T.S. Radwan, and M.A. Rahman Real-time implementation of wavelet packet transform-based diagnosis and protection of three-phase induction motors IEEE Trans Energy Convers 22 3 2007 647 655 (Pubitemid 47323580)
20. R. Yan, and R.X. Gao Harmonic wavelet-based data filtering for enhanced machine defect identification J Sound Vib 329 15 2010 3203 3217
21. L. Liao, and J. Lee Design of a reconfigurable prognostics platform for machine tools Expert Syst Appl 37 1 2010 240 252
22. M. Blodt, P. Granjon, B. Raison, and G. Rostaing Models for bearing damage detection in induction motors using stator current monitoring IEEE Trans Ind Electron 55 4 2008 1813 1822 (Pubitemid 351585994)
23. A. Lebaroud, and G. Clerc Classification of induction machine faults by optimal time-frequency representations IEEE Trans Ind Electron 55 12 2008 4290 4298
24. A. Subasi, A.S. Yilmaz, and K. Tufan Detection of generated and measured transient power quality events using Teager energy operator Energy Convers Manage 52 4 2011 1959 1967
25. F. Briz, M.W. Degner, P. Garcia, and D. Bragado Broken rotor bar detection in line-fed induction machines using complex wavelet analysis of startup transients IEEE Trans Ind Appl 44 3 2008 760 768 (Pubitemid 351796122)
26. J. Antonino-Daviu, P.J. Rodriguez, M. Riera-Guasp, A. Arkkio, J. Roger-Folch, and R.B. Pérez Transient detection of eccentricity-related components in induction motors through the Hilbert-Huang transform Energy Convers Manage 50 7 2009 1810 1820
27. M. Riera-Guasp, J.A. Antonino-Daviu, M. Pineda-Sanchez, R. Puche-Panadero, and J. Perez-Cruz A general approach for the transient detection of slip-dependent fault components based on the discrete wavelet transform IEEE Trans Ind Electron 55 12 2008 4167 4180
28. Z. Zhengping, R. Zhen, and H. Wenying A novel detection method of motor broken rotor bars based on wavelet ridge IEEE Trans Energy Convers 18 3 2003 417 423
29. I.P. Tsoumas, G. Georgoulas, E.D. Mitronikas, and A.N. Safacas Asynchronous machine rotor fault diagnosis technique using complex wavelets IEEE Trans Energy Convers 23 2 2008 444 459 (Pubitemid 351728785)
30. R. Zhou, W. Bao, N. Li, X. Huang, and D. Yu Mechanical equipment fault diagnosis based on redundant second generation wavelet packet transform Digital Signal Process 20 1 2010 276 288
31. J. Cusido, L. Romeral, J.A. Ortega, J.A. Rosero, and A. Garcia Espinosa Fault detection in induction machines using power spectral density in wavelet decomposition IEEE Trans Ind Electron 55 2 2008 633 643 (Pubitemid 351344237)
32. A.S. Yilmaz, A. Subasi, M. Bayrak, V.M. Karsli, and E. Ercelebi Application of lifting based wavelet transforms to characterize power quality events Energy Convers Manage 48 1 2007 112 123 (Pubitemid 44556931)
33. S. Wang, W. Huang, and Z.K. Zhu Transient modeling and parameter identification based on wavelet and correlation filtering for rotating machine fault diagnosis Mech Syst Signal Process 25 4 2011 1299 1320
34. Supangat R, Grieger J, Ertugrul N, Soong WL, Gray DA, Hansen C. Detection of broken rotor bar faults and effects of loading in induction motors during rundown. In: Proc IEEE international electric machines and drives conference (IEMDC07). Antalya; 2007. p. 196-201. (Pubitemid 47553869)
35. S. Jazebi, B. Vahidi, and M. Jannati A novel application of wavelet based SVM to transient phenomena identification of power transformers Energy Convers Manage 52 2 2011 1354 1363
36. P. Konar, and P. Chattopadhyay Bearing fault detection of induction motor using wavelet and support vector machines (SVMs) Appl Soft Comput 11 6 2011 4203 4211
37. H. Douglas, P. Pillay, and A.K. Ziarani Broken rotor bar detection in induction machines with transient operating speeds IEEE Trans Energy Convers 20 1 2005 135 141 (Pubitemid 40377533)
38. J. Antonino-Daviu, P. Jover, M. Riera, A. Arkkio, and J. Roger-Folch DWT analysis of numerical and experimental data for the diagnosis of dynamic eccentricities in induction motors Mech Syst Signal Process 21 6 2007 2575 2589 (Pubitemid 46829764)
39. M. Riera-Guasp, J.A. Antonino-Daviu, J. Roger-Folch, and M.P. Molina Palomares The use of the wavelet approximation signal as a tool for the diagnosis of rotor bar failures IEEE Trans Ind Appl 44 3 2008 716 726 (Pubitemid 351796118)
40. J. Antonino-Daviu, M. Riera-Guasp, J. Roger-Folch, F. MartÍnez-Giménez, and A. Peris Application and optimization of the discrete wavelet transform for the detection of broken rotor bars in induction machines Appl Comput Harmon Anal 21 2 2006 268 279 (Pubitemid 44321976)
41. R. Supangat, N. Ertugrul, W.L. Soong, D.A. Gray, C. Hansen, and J. Grieger Detection of broken rotor bars in induction motor using starting-current analysis and effects of loading IEE Proc Electr Power Appl 153 6 2006 848 855 (Pubitemid 44598222)
42. A.H. Zamanian, and A. Ohadi Gear fault diagnosis based on Gaussian correlation of vibrations signals and wavelet coefficients Appl Soft Comput 11 8 2011 4807 4819
43. C. Torrence, and G.P. Compo A practical guide to wavelet analysis Bull Am Meteor Soc 79 1 1998 61 78 (Pubitemid 128494959)
44. N. Ahuja, S. Lertrattanapanich, and N.K. Bose Properties determining choice of mother wavelet IEE Proc Vis Image Signal Process 152 5 2005 659 664 (Pubitemid 41498673)
45. M. Farge Wavelet transforms and their applications to turbulence Ann Rev of Fluid Mech 24 1 1992 395 458
46. I. De Moortel, S.A. Munday, and A.W. Hood Wavelet analysis: the effect of varying basic wavelet parameters Solar Phys 222 2 2004 203 228
47. J. Rafiee, P.W. Tse, A. Harifi, and M.H. Sadeghi A novel technique for selecting mother wavelet function using an intelligent fault diagnosis system Expert Syst Appl 36 3, Part 1 2009 4862 4875
48. S. Mallat A wavelet tour of signal processing 2nd ed. 1999 Academic Press San Diego
49. J.S. Walker A primer on wavelets and their scientific applications 1999 CRC Press
50. C.S. Burrus, R.A. Gopinath, and H. Guo Introduction to wavelets and wavelet transforms: a primer vol. 23 1998 Prentice hall Upper Saddle River (NJ)
51. J.A. Antonino-Daviu, M. Riera-Guasp, J.R. Folch, and M. Pilar Molina Palomares Validation of a new method for the diagnosis of rotor bar failures via wavelet transform in industrial induction machines IEEE Trans Ind Appl 42 4 2006 990 996 (Pubitemid 44111477)
52. A. Cohen, and J. Kovacevic Wavelets: the mathematical background Proc IEEE 84 4 1996 514 522 (Pubitemid 126752548)
53. G. Jahedi, and M. Ardehali Wavelet based artificial neural network applied for energy efficiency enhancement of decoupled HVAC system Energy Convers Manage 54 1 2012 47 56
54. P.S. Addison, J.N. Watson, and T. Feng Low-oscillation complex wavelets J Sound Vib 254 4 2002 733 762 (Pubitemid 35275016)
55. A. Bellini, F. Filippetti, G. Franceschini, C. Tassoni, and G.B. Kliman Quantitative evaluation of induction motor broken bars by means of electrical signature analysis IEEE Trans Ind Appl 37 5 2001 1248 1255 (Pubitemid 32992792)
56. L.A. Garcia-Escudero, O. Duque-Perez, D. Morinigo-Sotelo, and M. Perez-Alonso Robust condition monitoring for early detection of broken rotor bars in induction motors Expert Syst Appl 38 3 2011 2653 2660