• DocumentCode
    3157086
  • Title

    Active disturbance-rejection control of voice coil motor based on RBF neural network

  • Author

    Gao, Ying

  • Author_Institution
    Sch. of Basic Sci., East China Jiaotong Univ., Nanchang, China
  • fYear
    2011
  • fDate
    16-18 April 2011
  • Firstpage
    3895
  • Lastpage
    3898
  • Abstract
    Voice coil motor (VCM) is one of the linear electric machine which has faster transient response, higher accuracy. It is widely used in the field of high performance direct drive servo valve. The mathematic model of voice coil motor was analyzed and the position control system of direct driver valve that based on voice coil motor was designed. Against the disturbance in the system, a new position control strategy that RBF neural network composed with PID controller w as put forward, it inherits the excellent dynamic characteristics of NN technique and the high speed stability of PID at the same time, it can also realize the online update. The emulated results prove the control strategy is very meaningful t o improve the system performance, and can obtain better result and robustness.
  • Keywords
    linear motors; machine control; neurocontrollers; position control; radial basis function networks; servomechanisms; stability; three-term control; transient analysis; PID controller; RBF neural network; active disturbance rejection control; faster transient response; high performance direct drive servo valve; high speed stability; linear electric machine; position control system; voice coil motor; Artificial neural networks; Coils; Control systems; Force; Load modeling; Simulation; Valves; ADRC (active-disturbance rejection control); RBF; Voice Coil Motor(VCM);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Consumer Electronics, Communications and Networks (CECNet), 2011 International Conference on
  • Conference_Location
    XianNing
  • Print_ISBN
    978-1-61284-458-9
  • Type

    conf

  • DOI
    10.1109/CECNET.2011.5768678
  • Filename
    5768678