Adaptive intelligent tracking control system for uncertain nonlinear systems using ORCMAC

被引:0
|
作者
Peng, Ya-Fu [1 ]
Huang, Pin-Hsuan [2 ]
Li, Cheng-Han [1 ]
机构
[1] Ching Yun Univ, Dept Elect Engn, Tao Yuan 320, Taiwan
[2] Chi Ying Senior High Sch, Dept Comp Sci, Chungli 320, Taiwan
来源
PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7 | 2008年
关键词
adaptive control; intelligent control; output recurrent cerebellar model articulation controller; H-infinity control technique;
D O I
10.1109/ICMLC.2008.4621068
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an adaptive intelligent tracking control (AITC) system employs an output recurrent cerebellar model articulation controller (ORCMAC) is developed for uncertain nonlinear system. In the AITC design, the Taylor linearization technique is employed to increase the learning ability of ORCMAC and the on-line adaptive laws are derived based on the Lyapunov stability analysis and the H-infinity control technique, so that the stability of the closed-loop system can be guaranteed. Finally, the proposed control system is applied to control an inverted pendulum system and a Genesio chaotic system. Simulation results demonstrate that the proposed control scheme can achieve favorable tracking performances for the uncertain nonlinear systems with unknown dynamic functions and under the occurrence of external disturbance.
引用
收藏
页码:3804 / +
页数:3
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