• Title of article

    Implementation of speed controller for rotary hydraulic motor based on LS-SVM

  • Author/Authors

    Khalil، نويسنده , , Hossam Mohammad and El-Bardini، نويسنده , , Mohammad، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2011
  • Pages
    8
  • From page
    14249
  • To page
    14256
  • Abstract
    The performance of a model-based control system depends strongly on the accuracy of the process model used. LS-SVM is a powerful method for modeling nonlinear systems. The main objective of this paper is to implement a conventional controller based on LS-SVM model for hydraulic motor. An off-line model is first identified based on LS-SVM, then via simulation tests the parameters of the discrete PI-Controller and its velocity-form are obtained then the controller parameters are applied experimentally for the hydraulic motor as a speed controller. The system performance has been evaluated; results show good performance over a wide range of operating conditions and load disturbances.
  • Keywords
    Polynomial kernel function , Least squares support vector machines (LS-SVM) , Conventional Proportional-integral-controller and its velocity-form
  • Journal title
    Expert Systems with Applications
  • Serial Year
    2011
  • Journal title
    Expert Systems with Applications
  • Record number

    2350551