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Adaptive neural output feedback controller design with reduced-order observer for a class of uncertain nonlinear SISO Systems
Liu Y.-J.; Tong S.-C.; Wang D.; Li T.-S.; Chen C.L.P.
2011
Source PublicationIEEE Transactions on Neural Networks
ISSN10459227
Volume22Issue:8Pages:1328
Abstract

An adaptive output feedback control is studied for uncertain nonlinear single-input-single-output systems with partial unmeasured states. In the scheme, a reduced-order observer (ROO) is designed to estimate those unmeasured states. By employing radial basis function neural networks and incorporating the ROO into a new backstepping design, an adaptive output feedback controller is constructively developed. A prominent advantage is its ability to balance the control action between the state feedback and the output feedback. In addition, the scheme can be still implemented when all the states are not available. The stability of the closed-loop system is guaranteed in the sense that all the signals are semiglobal uniformly ultimately bounded and the system output tracks the reference signal to a bounded compact set. A simulation example is given to validate the effectiveness of the proposed scheme. © 2011 IEEE.

KeywordAdaptive Neural Control Nonlinear Systems Output Feedback Control Reduced-order Observer
DOI10.1109/TNN.2011.2159865
URLView the original
Language英語English
WOS IDWOS:000293749500014
The Source to ArticleScopus
Scopus ID2-s2.0-80051549096
Fulltext Access
Citation statistics
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Recommended Citation
GB/T 7714
Liu Y.-J.,Tong S.-C.,Wang D.,et al. Adaptive neural output feedback controller design with reduced-order observer for a class of uncertain nonlinear SISO Systems[J]. IEEE Transactions on Neural Networks, 2011, 22(8), 1328.
APA Liu Y.-J.., Tong S.-C.., Wang D.., Li T.-S.., & Chen C.L.P. (2011). Adaptive neural output feedback controller design with reduced-order observer for a class of uncertain nonlinear SISO Systems. IEEE Transactions on Neural Networks, 22(8), 1328.
MLA Liu Y.-J.,et al."Adaptive neural output feedback controller design with reduced-order observer for a class of uncertain nonlinear SISO Systems".IEEE Transactions on Neural Networks 22.8(2011):1328.
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