Adaptive neural control for a class of perturbed strict-feedback nonlinear time-delay systems

被引:217
|
作者
Wang, Min [1 ]
Chen, Bing [1 ]
Shi, Peng [2 ]
机构
[1] Qingdao Univ, Inst Complex Sci, Qingdao 266071, Peoples R China
[2] Univ Glamorgan, Sch Technol, Pontypridd CF37 1DL, M Glam, Wales
来源
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS | 2008年 / 38卷 / 03期
基金
中国国家自然科学基金;
关键词
adaptive control; backstepping; neural control; nonlinear time-delay systems;
D O I
10.1109/TSMCB.2008.918568
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a novel adaptive neural control scheme for a class of perturbed strict-feedback nonlinear time-delay systems with unknown virtual control coefficients. Based on the radial basis function neural network online approximation capability, an adaptive neural controller is presented by combining the backstepping approach and Lyapunov-Krasovskii functionals. The proposed controller guarantees the semiglobal boundedness of all the signals in the closed-loop system and contains minimal learning parameters. Finally, three simulation examples are given to demonstrate the effectiveness and applicability of the proposed scheme.
引用
收藏
页码:721 / 730
页数:10
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