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[formula omitted] master–slave synchronization for delayed impulsive implicit hybrid neural networks based on memory-state feedback control.

Authors :
Wang, Zekun
Zhuang, Guangming
Xie, Xiangpeng
Xia, Jianwei
Source :
Neural Networks. Aug2023, Vol. 165, p540-552. 13p.
Publication Year :
2023

Abstract

This paper investigates the H ∞ master–slave synchronization problem for delayed impulsive implicit hybrid neural networks based on memory-state feedback control. By developing a more holistic stochastic impulse-time-dependent Lyapunov–Krasovskii functional and dealing with the nonlinear neuron activation function, the stochastic admissibility and prescribed H ∞ performance index for the synchronization error closed-loop system are achieved. In addition, the desired mode-dependent memory-state feedback synchronization controller is acquired in the form of linear matrix inequalities. The free-weighting matrix technique is adopted to remove the inherent limitation of time-varying delay derivative for the implicit delayed systems, and the derivative of time-varying delay is relaxed enough to be greater than 1. The simulation of genetic regulatory network in bio-economic system is given to verify validity of the derived results. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
08936080
Volume :
165
Database :
Academic Search Index
Journal :
Neural Networks
Publication Type :
Academic Journal
Accession number :
169815637
Full Text :
https://doi.org/10.1016/j.neunet.2023.06.016