• DocumentCode
    2995802
  • Title

    Torque coordinated control of independent driving electric vehicles base on BP neural network

  • Author

    Xu, Peng ; Cao, Jianbo ; Guo, Guifang ; Cao, Binggang

  • Author_Institution
    Res. & Dev. Center of Electr. Vehicles, Xi´´an Jiaotong Univ., Xi´´an
  • fYear
    2008
  • fDate
    1-3 Sept. 2008
  • Firstpage
    710
  • Lastpage
    714
  • Abstract
    Based on the analysis the driving system of motors in series, it indicated that the system simplifies the structure and realizes the effective self-action differential when the electric vehicle(EV) runs on the level road without any variety or at low velocity. When the EV runs on the variational road, especially the friction force is variant, the EV is unstable according to the character of the permanent-magnet brushless DC motors (PMBDCMs). In this paper, the structure was improved and a BP neural network PID control strategy was proposed to control the coordinated driving torque. In order to enhance the rapidity of convergence and avoid trapping in local optimization, the control system improved BP algorithm and momentum factor is adapted to effectively solve the problem. A model was built for the 2-wheel independent driving EV and when the friction force of the two power wheel is different, the simulations .. were performed and the positive results were obtained by the proposed concept. The propose system improve the EVpsilas maneuverability and stabilization.
  • Keywords
    DC motors; backpropagation; brushless machines; electric vehicles; friction; machine control; neural nets; optimisation; permanent magnet motors; stability; torque control; BP neural network; PID control strategy; coordinated driving torque; driving system; friction force; independent driving electric vehicles; local optimization; maneuverability; permanent-magnet brushless DC motors; self-action differential; stabilization; torque coordinated control; Brushless DC motors; Control systems; Convergence; DC motors; Electric vehicles; Friction; Neural networks; Roads; Three-term control; Torque control; BP neural network; electric vehicle; independent driving; momentum factor;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Automation and Logistics, 2008. ICAL 2008. IEEE International Conference on
  • Conference_Location
    Qingdao
  • Print_ISBN
    978-1-4244-2502-0
  • Electronic_ISBN
    978-1-4244-2503-7
  • Type

    conf

  • DOI
    10.1109/ICAL.2008.4636241
  • Filename
    4636241