Modeling, analysis, and neural network control of an EV electrical differential

IEEE Transactions on Industrial Electronics

Volumn 55, Issue 6, 2008, Pages 2286-2294

  Haddoun, Abdelhakim ^a,b   Benbouzid, Mohamed El Hachemi ^a   Diallo, Demba ^c   Abdessemed, Rachid ^d   Ghouili, Jamel ^e   Srairi, Kamel ^f  

^a UNIVERSITÉ DE BRETAGNE OCCIDENTALE   (France)

^b UNIVERSITY OF OUM EL BOUAGHI   (Algeria)

^c UNIV PARIS SUD   (France)

^d UNIVERSITY OF BATNA   (Algeria)

^e UNIVERSITÉ DE MONCTON   (Canada)

^f UNIVERSITY OF BISKRA   (Algeria)

Author keywords

Electric vehicle (EV); Induction motor; Neural networks; Speed estimation; Traction control

Indexed keywords

CONTROL SYSTEMS; ELECTRIC DRIVES; ELECTRIC TRACTION; ELECTRIC VEHICLES; INDUCTION MOTORS; NEURAL NETWORKS; SPEED; TRACTION (FRICTION); TRACTION CONTROL; TRACTION MOTORS; VEHICLE WHEELS;

ANALYSIS AND SIMULATION; CONTROL APPROACH; CONTROL LEVEL; DIFFERENTIAL GEARS; GENERALIZED NEURAL NETWORK; NEURAL NETWORK CONTROL; SPEED ESTIMATION; SYSTEM MODELING;

ELECTRIC MACHINE CONTROL;

EID: 65249149379     PISSN: 02780046     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIE.2008.918392     Document Type: Article

References (31)

1. C. C. Chan et al., "Electric vehicles charge forward," IEEE Power Energy Mag., vol. 2, no. 6, pp. 24-33, Nov./Dec. 2004.
2. C. C. Chan, "The state of the art of electric and hybrid vehicles," Proc. IEEE, vol. 90, no. 2, pp. 247-275, Feb. 2002.
3. M. E. H. Benbouzid et al., "Advanced fault-tolerant control of induction-motor drives for EV/HEV traction applications: From conventional to modern and intelligent control techniques," IEEE Trans. Veh. Technol., vol. 56, no. 2, pp. 519-528, Mar. 2007.
4. N. Mutoh et al., "Electric braking control methods for electric vehicles with independently driven front and rear wheels," IEEE Trans. Ind. Electron., vol. 54, no. 2, pp. 1168-1176, Apr. 2007.
5. N. Mutoh et al., "Driving characteristics of an electric vehicle system with independently driven front and rear wheels," IEEE Trans. Ind. Electron., vol. 53, no. 3, pp. 803-813, Jun. 2006.
6. K. M. Rahman et al., "Application of direct-drive wheel motor for fuel cell electric and hybrid electric vehicle propulsion system," IEEE Trans. Ind. Appl., vol. 42, no. 5, pp. 1185-1192, Sep./Oct. 2006.
7. A. Haddoun et al., "Sliding mode control of EV electric differential system," in Proc. ICEM, Chania, Greece, Sep. 2006.
8. S. Gair et al., "Electronic differential with sliding mode controller for a direct wheel drive electric vehicle," in Proc. IEEE ICM, Istanbul, Turkey, Jun. 2004, pp. 98-103.
9. Y. Hori, "Future vehicle driven by electricity and control-research on four-wheel-motored 'UOT electric march II'," IEEE Trans. Ind. Electron., vol. 51, no. 5, pp. 954-962, Oct. 2004.
10. G. Tao et al., "A novel driving and control system for direct-wheel-driven electric vehicle," IEEE Trans. Magn., vol. 41, no. 1, pp. 497-500, Jan. 2005.
11. R. X. Chen et al., "System design consideration for digital wheelchair controller," IEEE Trans. Ind. Electron., vol. 47, no. 4, pp. 898-907, Aug. 2000.
12. L. Ju-Sang et al., "A neural network model of electric differential system for electric vehicle," in Proc. IEEE IECON, Oct. 2000, vol. 1, pp. 83-88.
13. A. Haddoun et al., "Analysis, modeling and neural network traction control of an electric vehicle without differential gears," in Proc. IEEE IEMDC, Antalya, Turkey, May 2007, pp. 854-859.
14. B. K. Bose, "Neural network applications in power electronics and motor drives - An introduction and perspective," IEEE Trans. Ind. Electron., vol. 54, no. 1, pp. 14-33, Feb. 2007.
15. M. Cirrincione et al., "Control of induction machines by a new neural algorithm: The TLS EXIN neuron," IEEE Trans. Ind. Electron. vol. 54, no. 1, pp. 127-149, Feb. 2007.
16. M. Cirrincione et al., "Sensorless control of induction motors by reduced order observer with MCA EXIN + based adaptive speed estimation," IEEE Trans. Ind. Electron., vol. 54, no. 1, pp. 150-166, Feb. 2007.
17. B. Karanayil et al., "Online stator and rotor resistance estimation scheme using artificial neural networks for vector controlled speed sensorless inductionmotor drive," IEEE Trans. Ind. Electron. vol. 54, no. 1, pp. 167-176, Feb. 2007.
18. T. Pajchrowski et al., "Application of artificial neural network to robust speed control of servodrive," IEEE Trans. Ind. Electron. vol. 54, no. 1, pp. 200-207, Feb. 2007.
19. A. Rubaai et al., "Implementation of artificial neural network-based tracking controller for high-performance stepper motor drives," IEEE Trans. Ind. Electron., vol. 54, no. 1, pp. 218-227, Feb. 2007.
20. S. Jung et al., "Hardware implementation of a real-time neural network controller with a DSP and an FPGA for nonlinear systems," IEEE Trans. Ind. Electron., vol. 54, no. 1, pp. 265-271, Feb. 2007.
21. F. J. Lin et al., "Recurrent-fuzzy-neural-network-controlled linear induction motor servo drive using genetic algorithms," IEEE Trans. Ind. Electron., vol. 54, no. 3, pp. 1449-1461, Jun. 2007.
22. C. M. Lin et al., "Recurrent-neural-network-based adaptive backstepping control for induction servomotors," IEEE Trans. Ind. Electron., vol. 52, no. 6, pp. 1677-1684, Dec. 2005.
23. M. Wlas et al., "Artificial-neural-network-based sensorless nonlinear control of induction motors," IEEE Trans. Energy Convers. vol. 20, no. 3, pp. 520-528, Sep. 2005.
24. Z. Zhu et al., "Electrical machines and drives for electric, hybrid, and fuel cell vehicles," Proc. IEEE, vol. 95, no. 4, pp. 764-765, Apr. 2007.
25. M. Zeraoulia et al., "Electric motor drive selection issues for HEV propulsion systems: A comparative study," IEEE Trans. Veh. Technol., vol. 55, no. 6, pp. 1756-1764, Nov. 2006.
26. F. Khoucha et al., "A minimization of speed ripple of sensorless DTC for controlled induction motors used in electric vehicles," in Proc. IEEE IECON, Paris, France, Nov. 2006, pp. 1339-1344.
27. A. Haddoun et al., "A loss-minimization DTC scheme for EV induction motors," IEEE Trans. Veh. Technol., vol. 56, no. 1, pp. 81-88, Jan. 2007.
28. A. B. Proca et al., "Sliding-mode flux observer with online rotor parameter estimation for induction motors," IEEE Trans. Ind. Electron., vol. 54, no. 2, pp. 716-723, Apr. 2007.
29. R. E. Colyer et al., "Comparison of steering geometries for multi-wheeled vehicles by modelling and simulation," in Proc. IEEE CDC, Dec. 1998, vol. 3, pp. 3131-3133.
30. M. André et al., in Proc. Driving Cycles Emissions Meas. Under Eur. Conditions, 1995, pp. 193-205. SAE Paper No. 950926.
31. A. Cordeiro et al., "Sensorless speed control system for an electric vehicle without mechanical differential gear," in Proc. IEEE MELECON, Malaga, Spain, May 2006, pp. 1174-1177.