location: Current position: Home >> Scientific Research >> Paper Publications

A Design Method of LS-SVM Based Stable Adaptive Controller for a Class of Nonlinear Systems

Hits:

Indexed by:会议论文

Date of Publication:2011-01-06

Included Journals:EI、CPCI-S、Scopus

Volume:48-49

Page Number:17-+

Key Words:LS-SVM; Adaptive Control; Nonlinear Systems

Abstract:A design method of LS-SVM based stable adaptive controller is proposed for a class of nonlinear continuous systems with unknown nonlinear function in this paper. Due to the fact that the control law is derived based on the Lyapunov stability theory, the scheme can not only solve the tracking problem of this class of nonlinear systems, but also it can guarantee the asymptotic stability of the closed systems, which is superior to many LS-SVM based control schemes. The effectiveness of the proposed scheme is demonstrated by simulation results.

Pre One:基于蚁群算法的小波降噪双阈值优选方法

Next One:一类非线性系统基于最小二乘支持向量机的自适应H控制