Neural integrated control for a free-floating space robot with suddenly changing parameters

被引:11
|
作者
Zhang WenHui [1 ,2 ]
Qi NaiMing [2 ]
Ma Jing [1 ,3 ]
Xiao AYang [2 ]
机构
[1] Xuzhou Normal Univ, Sch Electromech Engn, Xuzhou 221116, Peoples R China
[2] Harbin Inst Technol, Sch Aerosp, Harbin 150001, Peoples R China
[3] NE Agr Univ, Dept Engn, Harbin 150001, Peoples R China
关键词
neural network; variable structure; adaptive control; global asymptotical stability; FEEDBACK-CONTROL;
D O I
10.1007/s11432-011-4420-7
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Because the state of a free-floating space robot model is uncertain and sudden changes in the model parameters might undermine the stability of the system, this paper proposes a control strategy based on a variable structure neural integrated controller. This scheme does not need a precise space robot model, making use of the radial basis function neural network ability approach to learn about an uncertain model. The network weights are adjusted online in real-time. During the early period of the control phase and parameter changes, the variable structure controller compensates for the uncertain model which the neural network could not learn well. It also creates global asymptotic stability for the whole closed-loop system. Simulation results show that the controller can handle bad changeable conditions and has important application value for defense, aerospace and other major security fields.
引用
收藏
页码:2091 / 2099
页数:9
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