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Analysis, Modeling and Neural Network Traction Control of an Electric Vehicle without Differential Gears
- Source :
- Proceedings of IEEE International Electric Machines and Drives Conference, IEEE IEMDC'07, IEEE IEMDC'07, May 2007, Antalya, Turkey. pp.854-859
- Publication Year :
- 2007
- Publisher :
- HAL CCSD, 2007.
-
Abstract
- International audience; This paper presents system analysis, modeling and simulation of an EV with two independent rear wheel drives. The traction control system is designed to guarantee the EV dynamics and stability in case of no differential gears. Using two electrics in-wheel motors give the possibility to have a torque and speed control in each wheel. This control level improves the EV stability and the safety. The proposed traction control system uses the vehicle speed, which is different from wheels speed characterized by slip in the driving mode, an input. In this case, a generalized neural network algorithm is proposed to estimate the vehicle speed. In terms of the analysis and the simulations carried out, the conclusion can be drawn that the proposed system is feasible. Simulation results on a test vehicle propelled by two 37-kW induction motors showed that the proposed control approach operates satisfactorily.
- Subjects :
- Electric motor
Engineering
Electronic speed control
business.product_category
Traction control system
02 engineering and technology
Electric vehicle
7. Clean energy
Automotive engineering
speed estimation
Traction motor
Vehicle dynamics
0203 mechanical engineering
Control theory
0202 electrical engineering, electronic engineering, information engineering
Slip (vehicle dynamics)
business.industry
[SPI.NRJ]Engineering Sciences [physics]/Electric power
020302 automobile design & engineering
neural networks
electric motor
020201 artificial intelligence & image processing
traction control
business
Induction motor
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Proceedings of IEEE International Electric Machines and Drives Conference, IEEE IEMDC'07, IEEE IEMDC'07, May 2007, Antalya, Turkey. pp.854-859
- Accession number :
- edsair.doi.dedup.....c18ee10e65eb0e2e35423f1201346ce1