Adaptive tracking control for a class of non-affine switched stochastic nonlinear systems with unmodeled dynamics

被引:3
作者
Mao, Jun [1 ]
Huang, Shipei [1 ]
Xiang, Zhengrong [1 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Automat, Nanjing 210094, Jiangsu, Peoples R China
基金
美国国家科学基金会;
关键词
Switched systems; Stochastic systems; Stochastic inverse dynamics; Dynamic surface technique; K-filters; Changing supply function; OUTPUT-FEEDBACK CONTROL; SURFACE CONTROL; STABILIZATION;
D O I
10.1007/s00521-016-2381-x
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes an adaptive tracking control scheme for a class of non-affine switched stochastic nonlinear systems with unmeasured states and stochastic inverse dynamics. K-filters are used to estimate unmeasured states, and a changing supply function is introduced to deal with stochastic inverse dynamics. By using neural networks, dynamic surface technique and common Lyapunov function method, a controller and adaptive laws are designed for the considered system. The proposed control scheme guarantees that all signals of the closed-loop system are bounded in probability. Finally, a simulation example is presented to show the effectiveness of the proposed method.
引用
收藏
页码:S1069 / S1081
页数:13
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