A comparison between MLP NN and RBF NN techniques for the detection of stator inter-turn fault of an induction motor

2010 International Conference on Industrial Electronics, Control and Robotics, IECR 2010

Volumn , Issue , 2010, Pages 251-256

  Dash, Rudra Narayan ^a   Subudhi, Bidyadhar ^a   Das, Susmita ^a  

^a NATIONAL INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Fault diagnosis; Induction motor; Interturn short circuit fault; Multilayer perceptron neural network; Radial basis function neural network

Indexed keywords

FAULT DIAGNOSIS; FAULT LOCATION; INDUCTION MACHINES; INTER-TURN FAULT; INTER-TURN SHORT CIRCUIT FAULT; LINE CURRENTS; MULTILAYER PERCEPTRON NEURAL NETWORK; MULTILAYER PERCEPTRON NEURAL NETWORKS; PHASE VOLTAGE; RADIAL BASIS; RADIAL BASIS FUNCTION NEURAL NETWORK; STATOR WINDING;

FAULT DETECTION; INDUCTION MOTORS; INDUSTRIAL ELECTRONICS; MULTILAYERS; RADIAL BASIS FUNCTION NETWORKS; ROBOTICS; STATORS;

NEURAL NETWORKS;

EID: 79952947614     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IECR.2010.5720163     Document Type: Conference Paper

References (16)

1. M. Arkan, D. Kostic-Perovic, P.J. Unsworth "Modelling and simulation of induction motors with inter-turn faults for diagnosis", Electric Power Systems Research, vol. 75, pp. 57-66, 2005. (Pubitemid 40683947)
2. S. Bachir, S. Tnani, J.-C. Trigeassou, and G. Champenois, "Diagnosis by parameter estimation of stator and rotor faults occurring in induction machines," IEEE Trans. Ind. Electron., vol. 53, no. 3, pp. 963-973, Jun.2006. (Pubitemid 43834616)
3. Aderiano M. da Silva, Richard J. Povinelli and Nabeel A. O. Demerdash, "Induction Machine Broken Bar and Stator Short-Circuit Fault Diagnostics Based on Three-Phase Stator Current Envelope," IEEE Trans. Ind. Electron., vol. 55, no. 3, pp. 1310-1318, Mar. 2008. (Pubitemid 351447572)
4. H. Douglas, P. Pillay, and A.K Ziarani, "A New Algorithm for Transient Motor Current Signature Analysis Using Wavelets," IEEE Trans. Ind. Appl., vol. 40, no. 5, pp. 1361-1368, Sep/Oct. 2004,.
5. M. E. H. Benbouzid et al., "Induction motors' detection and localization using stator current advanced signal processing techniques," IEEE Trans. Power Electron., vol. 14, no. 1, pp. 14-22, Jan.1999.
6. T. W. S. Chow and S. Hai, "Induction machine fault diagnostic analysis with wavelet technique," IEEE Trans. Ind. Electron., vol. 51, no. 3, pp. 558-565, Jun. 2004.
7. W. 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. (Pubitemid 32658373)
8. Jover Rodríguez, P., Arkkio, A., "Detection of Stator Winding Fault in Induction Motor Using Fuzzy Logic," Applied Soft Computing, vol. 8, no. 2, pp. 1112-1120, 2008. (Pubitemid 350266505)
9. Rahib Hidayat Abiyev and Okyay Kaynak, "Fuzzy Wavelet Neural Networks for Identification and Control of Dynamic Plants- A Novel Structure and a Comparative Study," IEEE Trans. Ind. Electron., vol. 55, no. 8, pp. 3133-3140, Aug. 2008,.
10. F.Filippetti, G.Franceschini, and C.Tassoni, "A Survay of AI Techniques Approach for induction machines on-line Diagnostics," in Proc.PEMC'96, vol.2, pp. 314-318, 1996,.
11. M. Awadallah and M. Morcos, "Application of AI tools in fault diagnosis of electrical machines and drives-An overview," IEEE Trans. Energy Convers., vol. 18, no. 2, pp. 245-251, Jun. 2003.
12. M. Ben Khader Bouzid, Gérard Champenois, Najiba Mrabet Bellaaj, Laurent Signac, and Khaled Jelassi, "An Effective Neural Approach for the Automatic Location of Stator Interturn Faults in Induction Motor" IEEE Trans. Ind. Electron., vol. 55, no. 12, pp. 4277-4289, Dec. 2008.
13. R.Dash, B.Subudhi, S.Das and A.Mishra, "Neural network and wavelet techniques for detection of interturn short circuit fault in stator winding of an induction motor," international journal on power system optimization and control, vol.1, no. 2, pp. 57-63, jul-dec. 2009.
14. H. Douglas, P. Pillay, and A. Ziarani, "Broken rotor bar detection in induction machines with transient operating speeds," IEEE Trans. Energy Convers.,vol.20, no. 1, pp.135-141, Mar. 2005. (Pubitemid 40377533)
15. A. R. Mohanty and C. Kar, "Fault detection in a multistage gearbox by demodulation of motor current waveform," IEEE Trans. Ind. Electron. vol. 53, no. 4, pp. 1285-1297, Aug. 2006. (Pubitemid 44263739)
16. F. Briz, M. W. Degnert, 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., vol. 44, no. 3, pp. 760- 768, May/Jun. 2008. (Pubitemid 351796122)