A neural network model of electric differential system for electric vehicle

This paper describes a neural network model for an electrical differential system for electric vehicle. When a vehicle drives along curved road lane, the speed of the inner wheel has to be different from that of the outer wheel in order to prevent the vehicle vibrating and traveling an unsteady path. Because each wheel of this electrical vehicle has an independent driving force, an electrical differential system is required to replace a gear differential system. However, it is difficult to analysis the nonlinear behavior of the differential system in relation to the vehicle speed and steering angle, as well as vehicle structure. Therefore, a neural network is used to learn the relationships. To realize the neural network model, the speed data was acquired for the inner wheel and outer wheel, using an experimental electric vehicle at various speeds and steering angles. With this information, the differential system can be controlled using a neural network model of the nonlinear relationships.

[1]  Yoichi Hori,et al.  Traction control of electric vehicle: basic experimental results using the test EV "UOT electric march" , 1998 .

[2]  F. Crescimbini,et al.  Axial flux electromagnetic differential induction motor , 1995 .

[3]  Y. Hori,et al.  Road condition estimation for traction control in electric vehicle , 1999, ISIE '99. Proceedings of the IEEE International Symposium on Industrial Electronics (Cat. No.99TH8465).

[4]  C.C. Chan,et al.  Axial-Field Electrical Machines - Design and Applications , 1987, IEEE Transactions on Energy Conversion.

[5]  Tae-Woong Kim,et al.  Analysis of anti-directional-twin-rotary motor drive characteristics for electric vehicles , 1997, IEEE Trans. Ind. Electron..

[6]  Tadahiko Takiguchi,et al.  Improvement of Vehicle Dynamics by Vehicle-Speed-Sensing Four-Wheel Steering System , 1986 .

[7]  R. D. Lorenz,et al.  Control methodology for single stator, dual-rotor induction motor drives for electric vehicles , 1995, Proceedings of PESC '95 - Power Electronics Specialist Conference.

[8]  Seung-Ki Sul,et al.  Torque steering control of 4-wheel drive electric vehicle , 1996, Power Electronics in Transportation.

[9]  Giampiero Mastinu,et al.  Traction Control for Front-Wheel-Drive Vehicles , 1994 .

[10]  J. M. Kauffmann,et al.  Study of an electrical differential motor for electrical car , 1993 .

[11]  Robert D. Lorenz,et al.  Control methodology for single inverter, parallel connected dual induction motor drives for electric vehicles , 1994, Proceedings of 1994 Power Electronics Specialist Conference - PESC'94.

[12]  M Nagai,et al.  Theoretical study on active four wheel steering system by virtual vehicle model following control , 2014 .

[13]  Zheng Zhang,et al.  Axial flux machines drives: a new viable solution for electric cars , 1997, IEEE Trans. Ind. Electron..

[14]  John C. Whitehead Four Wheel Steering: Maneuverability and High Speed Stabilization , 1988 .

[15]  Shuji Shiraishi,et al.  Four Wheel Steering System with Rear Wheel Steer Angle Controlled as a Function of Steering Wheel Angle , 1986 .

[16]  Atsuo Kawamura,et al.  Anti-directional-twin-rotary motor drive for electric vehicles , 1994, Proceedings of 1994 IEEE Industry Applications Society Annual Meeting.