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
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
Journal title :
Expert Systems with Applications