• DocumentCode
    3737695
  • Title

    A design method of initial value for adaptive feed-forward control using support vector machine

  • Author

    Shota Yabui;Takenori Atsumi

  • Author_Institution
    Servo Development, HGST Japan, Ltd. 1, Kirihara, Fujisawa, Kanagawa 252-8588, Japan
  • fYear
    2015
  • Firstpage
    4283
  • Lastpage
    4288
  • Abstract
    This paper presents design method of initial value in adaptive feed-forward control by using support vector machine. The adaptive feed-forward control are implemented to compensate for disturbances induced position error signals in positioning control systems. Although the effectiveness was verified in previous studies, experimental results show that the adaptive control have mainly two problems. The adaptive algorithm requires time to converge the adaptive parameters and the performance may vary in experiments. To overcome the problems, we have developed an improvement method of convergence for adaptive feed-forward control by setting initial values. The experimental results in hard disk drives show that the proposed method can improve the convergence time and the performance variation.
  • Keywords
    "Convergence","Vibrations","Adaptive control","Support vector machines","Design methodology","Control systems"
  • Publisher
    ieee
  • Conference_Titel
    Industrial Electronics Society, IECON 2015 - 41st Annual Conference of the IEEE
  • Type

    conf

  • DOI
    10.1109/IECON.2015.7392768
  • Filename
    7392768