Residential College | false |
Status | 已發表Published |
Adaptive neural output feedback tracking control for a class of uncertain discrete-time nonlinear systems | |
Liu Y.-J.; Chen C.L.P.; Wen G.-X.; Tong S. | |
2011 | |
Source Publication | IEEE Transactions on Neural Networks |
ISSN | 10459227 |
Volume | 22Issue:7Pages:1162 |
Abstract | This brief studies an adaptive neural output feedback tracking control of uncertain nonlinear multi-input-multi-output (MIMO) systems in the discrete-time form. The considered MIMO systems are composed of n subsystems with the couplings of inputs and states among subsystems. In order to solve the noncausal problem and decouple the couplings, it needs to transform the systems into a predictor form. The higher order neural networks are utilized to approximate the desired controllers. By using Lyapunov analysis, it is proven that all the signals in the closed-loop system is the semi-globally uniformly ultimately bounded and the output errors converge to a compact set. In contrast to the existing results, the advantage of the scheme is that the number of the adjustable parameters is highly reduced. The effectiveness of the scheme is verified by a simulation example. © 2011 IEEE. |
Keyword | Adaptive Control Neural Networks Nonlinear Multi-input-multi-output Discrete-time Systems Output Feedback Control |
DOI | 10.1109/TNN.2011.2146788 |
URL | View the original |
Language | 英語English |
WOS ID | WOS:000293442800014 |
The Source to Article | Scopus |
Scopus ID | 2-s2.0-79960150696 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE |
Recommended Citation GB/T 7714 | Liu Y.-J.,Chen C.L.P.,Wen G.-X.,et al. Adaptive neural output feedback tracking control for a class of uncertain discrete-time nonlinear systems[J]. IEEE Transactions on Neural Networks, 2011, 22(7), 1162. |
APA | Liu Y.-J.., Chen C.L.P.., Wen G.-X.., & Tong S. (2011). Adaptive neural output feedback tracking control for a class of uncertain discrete-time nonlinear systems. IEEE Transactions on Neural Networks, 22(7), 1162. |
MLA | Liu Y.-J.,et al."Adaptive neural output feedback tracking control for a class of uncertain discrete-time nonlinear systems".IEEE Transactions on Neural Networks 22.7(2011):1162. |
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