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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 PublicationIEEE Transactions on Neural Networks
ISSN10459227
Volume22Issue: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.

KeywordAdaptive Control Neural Networks Nonlinear Multi-input-multi-output Discrete-time Systems Output Feedback Control
DOI10.1109/TNN.2011.2146788
URLView the original
Language英語English
WOS IDWOS:000293442800014
The Source to ArticleScopus
Scopus ID2-s2.0-79960150696
Fulltext Access
Citation statistics
Document TypeJournal article
CollectionDEPARTMENT 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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