• DocumentCode
    1901844
  • Title

    Design of Neural Network PID Controller Based on Brushless DC Motor

  • Author

    Ji, Hua ; Li, Zhiyong

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Shandong Univ. of Technol., Zibo, China
  • Volume
    3
  • fYear
    2009
  • fDate
    10-11 Oct. 2009
  • Firstpage
    46
  • Lastpage
    49
  • Abstract
    For the performance and accuracy requirements of brushless DC motor speed control system, this paper integrates organically neural network and the traditional PID to constitute brushless DC motor speed control system based on BP neural network self-tuning parameters PID control. The traditional PID controller is used in the beginning several seconds, and then another parameter self-tuning PID controller based on BP neural network is converted to after training for seconds. Simulation model was established in Matlab/Simulink. The simulation results indicate that the neutral network PID controller can improve the robustness of the system and has better adaptabilities to the model and environments compared with the traditional PID controller.
  • Keywords
    adaptive control; angular velocity control; backpropagation; brushless DC motors; control system synthesis; machine control; neurocontrollers; self-adjusting systems; three-term control; BP neural network; DC motor speed control system; Matlab; Simulink; brushless DC motor; neural network PID controller design; self-tuning parameters; Brushless DC motors; Control systems; Equations; Mathematical model; Neural networks; Nonlinear control systems; Robust control; Stator windings; Three-term control; Velocity control; BP neural network; PID controller; brushless DC motor;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Computation Technology and Automation, 2009. ICICTA '09. Second International Conference on
  • Conference_Location
    Changsha, Hunan
  • Print_ISBN
    978-0-7695-3804-4
  • Type

    conf

  • DOI
    10.1109/ICICTA.2009.479
  • Filename
    5287890