Fault diagnosis of the asynchronous machines through magnetic signature analysis using finite-element method and neural networks

IEEE Transactions on Energy Conversion

Volumn 28, Issue 4, 2013, Pages 1064-1071

  Barzegaran, Mohammadreza ^a   Mazloomzadeh, Ali ^a   Mohammed, Osama A ^a  

^a Florida International University   (United States)

Author keywords

Fault diagnosis; finite element analysis; frequency domain; induction motor; magnetic signature; neural network

Indexed keywords

ELECTRIC WINDINGS; FAILURE ANALYSIS; FAULT DETECTION; FINITE ELEMENT METHOD; FREQUENCY RESPONSE; INDUCTION MOTORS; MAGNETIC FIELDS; NEURAL NETWORKS; WINDING;

3-D FINITE ELEMENTS; ASYNCHRONOUS MACHINE; FAILURE IDENTIFICATION; FINITE ELEMENT SIMULATIONS; FREQUENCY DOMAINS; MAGNETIC SIGNATURES; SHORT-CIRCUIT CONDITIONS; UNBALANCED CURRENTS;

ELECTRIC MACHINE THEORY;

EID: 84889019008     PISSN: 08858969     EISSN: None     Source Type: Journal    
DOI: 10.1109/TEC.2013.2281325     Document Type: Article

References (27)

1. S. Nandi and H. A. Toliyat, Condition monitoring and fault diagnosis of electrical machines-A review, in Proc. Ind. Appl. Soc., 1999, vol. 1, pp. 197-204
2. P. Vas, Parameter Estimation, Condition Monitoring, and Diagnosis of Electrical Machines. Oxford, U.K.: Clarendon Press, 1993
3. Motor Reliability Working Group, Report of large motor reliability survey of industrial and commercial installations-Part I and II, IEEE Trans. Ind. Appl., vol. IA-21, no. 4, pp. 853-872, Jul./Aug. 1985
4. J. R. Cameron, W. T. Thomson, and A. B. Dow, Vibration and current monitoring for detecting air gap eccentricity in large induction motors, in Proc. Inst. Elect. Eng. B, May 1986, vol. 133, no. 3, pp. 155-163
5. R. K. Singal, K. Williams, and S. P. Verma, Vibration behavior of stators of electrical machines-Part II: Experimental study, J. Sound Vib., vol. 115, pp. 13-23, 1987
6. A. B. Sasi, B. Payne, A. York, F. Gu, and A. Ball, Condition monitoring of electric motors using instantaneous angular speed. presented at Maintenance Reliability Conf. (MARCON), Knoxville, TN, USA, May 6-9, 2001
7. Y.-S. Lee, J. K. Nelson, H. A. Scarton, D. Teng, and S. A. Ghannad, An acoustic diagnostic techniques for use with electric machine insulation, IEEE Trans. Dielectr. Electr. Insul., vol. 1, no. 6, pp. 1186-1193, Dec. 1994
8. J. S. Hsu, Monitoring of defects in induction motors through air-gap torque observation, IEEE Trans. Ind. Appl., vol. 31, no. 5, pp. 1016-1021, Sep./Oct. 1995
9. W. T. Thomson and M. Fenger, Current signature analysis to detect induction motor faults, IEEE Ind. Appl. Mag., vol. 7, no. 4, pp. 26-34, Jul./Aug. 2001
10. M. A. Cash, T. G. Habetler, and G. B. Kliman, Insulation failure prediction in inductionmachines using line-neutral voltages, in Proc. IEEE Ind. Appl. Soc. Annu. Meeting, Oct. 1997, vol. 1, pp. 208-212
11. G. C. Stone, H. G. Sedding, and M. J. Costello, Application of partial discharge testing to motor and generator stator winding maintenance, IEEE Trans. Ind. Appl., vol. 32, no. 2, pp. 459-464, Mar./Apr. 1996
12. S. Arfat, G. S. Yadava, and B. Singh, A review of stator fault monitoring techniques of induction motors, IEEE Trans. Energy Convers., vol. 20, no. 1, pp. 106-1141, Mar. 2005
13. C. S. Kumar, A. V. R. S. Sarma, and R. Somanatham, Application of active power filter for compensating unbalanced load currents using symmetrical component theory, in Proc. Inform. Commun. Technol. Electr. Sci. Int. Conf. IET-UK, Dec. 20-22, 2007, pp. 496-502
14. D. Mirabbasi, G. Seifossadat, andM. Heidari, Effect of unbalanced voltage on operation of induction motors and its detection, in Proc. Electr. Electron. Eng., Int. Conf., Nov. 5-8, 2009, pp. I-189-I-192
15. S. I. Nabeta, A. Foggia, J.-L. Coulomb, and G. Reyne, Finite element simulations of unbalanced faults in a synchronous machine, IEEE Trans. Mag., vol. 32, no. 3, pp. 1561-1564, May 1996
16. X. Hailiang, H. Jiabing, and H. Yikang, Integrated modeling and enhanced control of DFIG under unbalanced and distorted grid voltage conditions, IEEE Trans. Energy Convers., vol. 27, no. 3, pp. 725-736, Sep. 2012
17. R. Romary, R. Corton, D. Thailly, and J. F. Brudny, Induction machine fault diagnosis using an external radial flux sensor, Eur. Phys. J. Appl. Phys., vol. 32, no. 2, pp. 125-132, 2005
18. O. Chadebec, V. P. Bui, P. Granjon, L.-L. Rouve, N. Le Bihan, and J.-L. Coulomb, Rotor fault detection of electrical machines by low frequency magnetic stray field analysis, in Proc. 5th IEEE Int. Symp. Diagnostics Elect. Machines, Power Electron. Drives, 2005, pp. 1-6
19. R. Romary, S. Jelassi, and J. F. Brudny, Stator-interlaminar-fault detection using an external-flux-density sensor, IEEE Trans. Ind. Electron., vol. 57, no. 1, pp. 237-243, Jan. 2010
20. G. Didier et al., A new approach to detect broken rotor bars in induction machines by current spectrum analysis, Mech. Syst. Signal Process., vol. 21, no. 2, pp. 1127-1142, 2007
21. A. Ceban, R. Pusca, and R. Romary, Eccentricity and broken rotor bars faults-Effects on the external axial field, in Proc. 19th Int. Conf. Electr. Mach., Sep. 6-8, 2010, pp. 1-6
22. R. Romary, S. Jelassi, J. F. Brudny, and M. Mimouni, Detection of short circuits between stator laminations of electrical machine by analysis of external magnetic field, in Proc. 18th Int. Conf. Electr. Mach., Sep. 6-9, 2008, pp. 1-5
23. A. Sarikhani and O. A. Mohammed, Inter-Turn fault detection in PM synchronous machines by physics-based EMF estimation, in Proc. IEEE Energy Convers. Congr. Expo., Sep. 15-20, 2012, pp. 1254-1261
24. J. Policarpo, G. de Abreu, and A. E. Emanuel, Induction motor thermal aging caused by voltage distortion and imbalance: Loss of useful life and its estimated cost, in Proc. IEEE Annu. Meeting. Ind. Commercial Power Syst. Tech. Conf. Rec.. Papers, 2001, pp. 105-114
25. N. N. Rao, Elements of Engineering Electromagnetics, 6th ed. Englewood Cliffs, NJ, USA: Prentice-Hall, 2004, p. 637
26. J. Stoer and R. Bulirsch, Introduction to Numerical Analysis, 3rd ed. New York, NY, USA: Springer, 2002
27. T. Tanaka, N. Koshio, H. Akagi, and A. Nabae, Reducing supply current harmonics, IEEE Ind. Appl. Mag., vol. 4, no. 5, pp. 31-37, Sept./Oct. 1998