Intelligent backstepping control for wheeled inverted pendulum

被引:22
|
作者
Chiu, Chih-Hui [1 ,3 ]
Peng, Ya-Fu [2 ]
Lin, You-Wei [1 ]
机构
[1] Yuan Ze Univ, Dept Elect Engn, Tao Yuan 320, Taiwan
[2] Ching Yun Univ, Dept Elect Engn, Tao Yuan 320, Taiwan
[3] Natl Taipei Univ Technol, Dept Elect Engn, Taipei 10608, Taiwan
关键词
Wheeled inverted pendulum; Backstepping tracking control; Compensated control; Output recurrent cerebellar model articulation control; NEURAL-NETWORK CONTROL; DYNAMIC-SYSTEMS; DESIGN; DRIVE;
D O I
10.1016/j.eswa.2010.08.121
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The adaptive output recurrent cerebellar model articulation control (AORCMAC) is an adaptive system with simple computation, good generalization capability and fast learning property. The proposed AORCMAC has superior capability to the conventional cerebellar model articulation controller (CMAC) in efficient learning mechanism and dynamic response. In this study, an intelligent backstepping tracking control system is proposed for wheeled inverted pendulums (WIPs) with unknown system dynamics and external disturbance. In this control system, an ABORCMAC is used to copy an ideal backstepping control (IBC), and a compensated controller is designed to compensate for difference between the IBC law and AORCMAC. Moreover, all adaptation laws of the proposed system are derived based on the Lyapunov stability analysis, the Taylor linearization technique, so that the stability of the closed-loop system can be guaranteed. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:3364 / 3371
页数:8
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