Mean-square asymptotical synchronization control and robust analysis of discrete-time neural networks with time-varying delay

Autor: De-hui Lin, Jun Wu, Yang Zhu, Jian-ping Cai, Jian-ning Li
Jazyk: angličtina
Rok vydání: 2018
Předmět:
Zdroj: Automatika, Vol 59, Iss 3-4, Pp 382-390 (2018)
Druh dokumentu: article
ISSN: 0005-1144
1848-3380
00051144
DOI: 10.1080/00051144.2018.1552651
Popis: This paper investigates the controller design problem for mean-square asymptotical synchronization of discrete-time neural networks with time-varying delay. We proposed the design method of synchronization controller, which considered the nonlinearity of controller input. Based on the designed controller, a delay-dependent synchronization criterion is proposed and formulated in the form of linear matrix inequalities (LMIs) by applying the Lyapunov function method. The result is extended to the delayed discrete-time neural network with uncertainty. Two numerical examples are presented to illustrate the effectiveness of the proposed method.
Databáze: Directory of Open Access Journals