Model-based fault diagnosis in electric drive inverters using artificial neural network

2007 IEEE Power Engineering Society General Meeting, PES

Volumn , Issue , 2007, Pages

  Masrur, M Abul ^a,b   Chen, ZhiHang ^c   Zhang, Baifang ^c   Murphey, Yi Lu ^a,c  

^a IEEE

^b U S ARMY TARDEC   (United States)

^c UNIVERSITY OF MICHIGAN DEARBORN   (United States)

Author keywords

Electric drives; Electric vehicle; Field oriented control; Hybrid vehicle; Inverter; Model based diagnostics; Motor; Neural network; Power electronics

Indexed keywords

ELECTRIC DRIVE INVERTERS; FIELD ORIENTED CONTROL; HYBRID VEHICLES; OPEN LOOP CIRCUITS;

COMPUTER SIMULATION; ELECTRIC VEHICLES; FAILURE ANALYSIS; MATHEMATICAL MODELS; NEURAL NETWORKS; POWER ELECTRONICS; VOLTAGE CONTROL;

ELECTRIC INVERTERS;

EID: 42549088630     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/PES.2007.385655     Document Type: Conference Paper

References (19)

1. C. Chan and K.T. Chau, "Modern electric vehicle technology" (book), Oxford University Press, 2001.
2. D. W. Novotny and T. A. Lipo, "Vector control and dynamics of AC drives", Oxford Sc. Pub., 1996.
3. N. Y. Kao and C. Liu, "Analysis and design of microprocessor-based vector-controlled induction motor drives", IEEE Trans. on Ind. Electronics, Vol 39., No. 1, Feb. 1992, pp. 46-54.
4. M.A. Masrur, X. Xu, and F. Liang, "Fault Isolation in an Induction Motor Control System", U.S. Patent 5469351, Nov 1995.
5. J. Klima, "Analytical investigation of an induction motor drive under inverter fault mode operations", IEE Proc.- Electr. Power Appl., Vol 150, No. 3, May 2003, pp. 255-262.
6. J. Gertler, M. Costin, X. Fang, Z. Kowalczuk, M. Kunwer, R. Monajemy, "Model Based Diagnosis for Automotive Engines-Algorithm Development and Testing on a production Vehicle", IEEE Trans on Control Systems Technology, Vol. 3, No. 1, 1995.
7. M. Nyberg, "Model-based Diagnosis of an Automotive Engine Using Several Types of Fault Models", IEEE Transaction on Control Systems Technology, Vol. 10, No. 5, pp 679-689, 2002.
8. R. Ribeiro, C. B. Jacobina, E. Silva, "Fault Detection of Open-Switch Damage in Voltage-Fed PWM Motor Drive System", IEEE Trans on Power Electronics, Vol. 18, No. 2, March 2003, pp 587-593.
9. ZhiHang Chen, Yi Lu Murphey, Baifang Zhang, Hongbin Jia, M. Abul Masrur, "Robust Fault Diagnosis in Electric Drives Using Machine Learning", IEEE VTS - Vehicular Power & Propulsion Conf., 2004.
10. Christopher M. Bishop, "Neural Networks for Pattern Recognition" (book), Oxford University Press, 1995.
11. Y. LeCun, L. Bottou, and Y. Bengio and P. Haffner, "Gradient-Based Learning Applied to Document Recognition," Proceedings of the IEEE, (86) 11, pp. 2278-2324, 1998.
12. L. A. Feldkamp and G. V. Puskorius, "A Signal Processing Framework Based on Dynamic Neural Networks with Application to Problems in Adaptation, Filtering, and Classification," Proceedings of The IEEE, Vol. 86, No. 11, November, 1998.
13. W. Y. Huang, and R.P. Lippmann, "Neural net and traditional classifiers", in D. Z. Anderson (Ed.), Neural Information Processing Systems, pp. 387-396. New York: American Institute of Physics.
14. E.L. All wein, R.E. Schapire, "Reducing Multiclass to Binary: A Unifying Approach for Margin Classifiers," Journal of Machine Learning Research 1, pp. 113-141, 2000.
15. S. Har-Peled, Roth, and D. Zimak. "Constraint classification: A new approach to multiclass classification", in Proc. 13th International Conf. of Algorithmic Learning Theory, pages 365-397, 2002.
16. Tie Qi Chen, Yi L. Murphey, Robert Karlsen, and Grant Gerhart, "Classification of Objects in Outdoor Scenes," submitted to the Journal of Pattern Recognition, Oct. 2003.
17. Guobing Ou, Yi L. Murphey, Lee F. Feldkamp, "Multiclass Pattern Classification Using Neural Networks", Int. Conf. On Pattern Recognition, Cambridge, UK., 2004.
18. R. Anand and K. Mehrotra, "Efficient Classification for Multiclass Problems Using Modular Neural Networks", IEEE Trans. On Neural Networks, vol. 6, no. 1, Jan 1995, pp. 117-124.
19. E. Gelenbe and K. F. Hussain, "Learning in the Multiple Class Random Neural Network", IEEE Trans. On Neural Networks, vol. 13, no. 6, Nov. 2002, pp. 1257-1267.