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Multilayer neurocontrol of high‐order uncertain nonlinear systems with active disturbance rejection.

Authors :
Yang, Guichao
Yao, Jianyong
Source :
International Journal of Robust & Nonlinear Control. 3/10/2024, Vol. 34 Issue 4, p2972-2987. 16p.
Publication Year :
2024

Abstract

Multilayer neural networks can approximate endogenous disturbances with relatively high accuracy. However, for multilayer‐neural‐network‐based control methods of high‐order uncertain nonlinear systems, hard to handle large exogenous disturbances especially for mismatched types, complex controller scheme and so on, make them difficult to be practical. Therefore, a novel high‐performance multilayer neurocontroller which can simultaneously reject matched and mismatched disturbances will be proposed in this paper. Specially, strong endogenous and exogenous disturbances will be feedforwardly compensated. Additionally, the proposed controller not only protects from "explosion of complexity," but also owns a simple scheme. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10498923
Volume :
34
Issue :
4
Database :
Academic Search Index
Journal :
International Journal of Robust & Nonlinear Control
Publication Type :
Academic Journal
Accession number :
175230225
Full Text :
https://doi.org/10.1002/rnc.7118