Stability analysis for neural networks with time-varying delay based on quadratic convex combination

H Zhang, F Yang, X Liu, Q Zhang - IEEE transactions on neural …, 2013 - ieeexplore.ieee.org
In this paper, a novel method is developed for the stability problem of a class of neural
networks with time-varying delay. New delay-dependent stability criteria in terms of linear …

Existence and global exponential stability of pseudo almost periodic solution for neutral delay BAM neural networks with time-varying delay in leakage terms

C Aouiti, IB Gharbia, J Cao, MS M'hamdi… - Chaos, Solitons & …, 2018 - Elsevier
In this paper, bidirectional associative memory (BAM) neural networks with time-varying
delays in leakage terms are investigated. A set of sufficient conditions are obtained for the …

Selective positive–negative feedback produces the winner-take-all competition in recurrent neural networks

S Li, B Liu, Y Li - IEEE transactions on neural networks and …, 2012 - ieeexplore.ieee.org
The winner-take-all (WTA) competition is widely observed in both inanimate and biological
media and society. Many mathematical models are proposed to describe the phenomena …

Stability analysis of pseudo almost periodic solutions for octonion-valued recurrent neural networks with proportional delay

J Gao, L Dai, H Jiang - Chaos, Solitons & Fractals, 2023 - Elsevier
Considering the effect of the proportional delay, this paper deals with a class of octonion-
valued recurrent neural networks with proportional delay. We do not need to decompose the …

Pseudo almost automorphic solutions of recurrent neural networks with time-varying coefficients and mixed delays

C Aouiti, MS M'hamdi, A Touati - Neural Processing Letters, 2017 - Springer
In this paper, existence, uniqueness and global exponential stability of pseudo almost
automorphic solutions for a class of recurrent neural networks with time-varying coefficients …

Stability of Hopfield neural network with resistive and magnetic coupling

F Wu, T Kang, Y Shao, Q Wang - Chaos, Solitons & Fractals, 2023 - Elsevier
Inspired by the interplay between both electrical and chemical synapses, we propose an
analog electronic synapse-like model to characterize biological synaptic properties. By …

Neutral impulsive shunting inhibitory cellular neural networks with time-varying coefficients and leakage delays

C Aouiti - Cognitive neurodynamics, 2016 - Springer
In this article, we consider a class of neutral impulsive shunting inhibitory cellular neural
networks with time varying coefficients and leakage delays. We study the existence and the …

Dynamics and oscillations of generalized high-order Hopfield neural networks with mixed delays

AM Alimi, C Aouiti, F Chérif, F Dridi, MS M'hamdi - Neurocomputing, 2018 - Elsevier
Existence and uniqueness of pseudo almost automorphic solutions for a class of high-order
Hopfield neural networks are established by employing a suitable fixed point theorem and …

New results on impulsive Cohen–Grossberg neural networks

C Aouiti, F Dridi - Neural Processing Letters, 2019 - Springer
This paper is concerned with an impulsive Cohen–Grossberg neural networks with mixed
delays. Under proper conditions, we studied the existence, the uniqueness and the global …

Finite time boundedness of neutral high-order Hopfield neural networks with time delay in the leakage term and mixed time delays

C Aouiti, P Coirault, F Miaadi, E Moulay - Neurocomputing, 2017 - Elsevier
This article deals with the finite time boundedness (FTB) and FTB-stabilization problem for a
general class of neutral high-order Hopfield neural networks (NHOHNNs) with time delay in …