• DocumentCode
    2525992
  • Title

    SVPWM control of permanent magnet synchronous motor based onneural network dynamic tuning

  • Author

    Jiayan, Zhang ; Jiahong, Lang ; Xugang, Feng

  • Author_Institution
    Anhui Univ. of Technol., Ma anshan, China
  • fYear
    2011
  • fDate
    23-25 May 2011
  • Firstpage
    4317
  • Lastpage
    4321
  • Abstract
    To sovle high torque ripple at low speed, high frequence noise and slow response caused by torque ripple for conventional control systems of permanent magnet synchronous motor(PMSM), the scheme of Digonal Recurrent Neural Network(DRNN) Dynamic speed Controller for space vector PWM(SVPWM) control of a permanent magnet synchronous motor(PMSM) is presented. The structure of dynamic PID speed Controller based on digonal recurrent neural network(DRNN-PID), and an dynamic learning algorithm are analyzed. The results of simulation are provided to demonstrate system superior characteristics with low torque ripple, few harmonics and the effectiveness of the proposed DRNN dynamic speed Controller under the occurrence of parameter variations and external disturbance.
  • Keywords
    learning systems; machine control; permanent magnet motors; recurrent neural nets; synchronous motors; three-term control; torque control; velocity control; DRNN dynamic speed controller; DRNN-PID; SVPWM control; digonal recurrent neural network; dynamic PID speed controller; dynamic learning algorithm; dynamic speed controller; high torque ripple; neural network dynamic tuning; permanent magnet synchronous motor; space vector PWM control; Artificial neural networks; Permanent magnet motors; Space vector pulse width modulation; Switches; Synchronous motors; Torque; Neural Network Dynamic tuning; PMSM; SVPWM;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control and Decision Conference (CCDC), 2011 Chinese
  • Conference_Location
    Mianyang
  • Print_ISBN
    978-1-4244-8737-0
  • Type

    conf

  • DOI
    10.1109/CCDC.2011.5968985
  • Filename
    5968985