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IEEE Trans Neural Netw Learn Syst ; 33(1): 406-415, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-33055041

RESUMO

This article deals with the problem of sampled-data-based synchronization of neural networks with and without considering time delay. A novel looped functional is introduced in the construction of Lyapunov functional, which adequately utilizes the state information of e(tk) , e(t) , e(tk+1) , e(tk-τc) , e(t-τc) , and e(tk+1-τc) . Then, by using this functional and employing a generalized free-matrix-based integral inequality (GFMBII), several sufficient conditions are derived to ensure that the slave system is synchronous with the master system. Also, the sampled-data controller can be obtained by using the linear matrix inequality (LMI) technique. Finally, two numerical examples are illustrated to show the validity and advantages of the proposed method.

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