Improved approaches to stability criteria for neural networks with time-varying delays

OM Kwon, MJ Park, JH Park, SM Lee, EJ Cha - Journal of the Franklin …, 2013 - Elsevier
In this paper, the problem of stability analysis for neural networks with time-varying delays is
considered. By the use of a newly augmented Lyapunov functional and some novel …

Multiple μ-stability of neural networks with unbounded time-varying delays

L Wang, T Chen - Neural Networks, 2014 - Elsevier
In this paper, we are concerned with a class of recurrent neural networks with unbounded
time-varying delays. Based on the geometrical configuration of activation functions, the …

Enhanced stability criteria of neural networks with time-varying delays via a generalized free-weighting matrix integral inequality

MJ Park, SH Lee, OM Kwon, JH Ryu - Journal of the Franklin Institute, 2018 - Elsevier
This paper deals with the problem of delay-dependent stability analysis for neural networks
with time-varying delays. First, by constructing an augmented Lyapunov–Krasovskii …

Improved stability criterion for recurrent neural networks with time-varying delays

JJ Xiong, G Zhang - IEEE Transactions on Neural Networks and …, 2018 - ieeexplore.ieee.org
In this brief, the problem of delay-dependent stability of recurrent neural networks with time-
varying delays is studied. A newly augmented Lyapunov-Krasovskii functional (LKF) that …

Lp stability analysis of neural networks with multiple time-varying delays

X Liang, X Wang, X Zhang, C Liu - Journal of the Franklin Institute, 2023 - Elsevier
This paper studies the problem of L p stability analysis of neural networks (NNs) with
multiple time-varying delays. The delays can be bounded or unbounded. Firstly, a new …

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 …

Global µ-stability of neutral-type impulsive complex-valued BAM neural networks with leakage delay and unbounded time-varying delays

CA Popa - Neurocomputing, 2020 - Elsevier
This paper investigates the existence and uniqueness of the equilibrium point and its global
µ-stability for neutral-type impulsive complex-valued bidirectional associative memory …

LMI conditions for global robust stability of delayed neural networks with discontinuous neuron activations

Z Guo, L Huang - Applied Mathematics and Computation, 2009 - Elsevier
Without assuming that the neuron activations are bounded, some delay-independent criteria
for interval delayed neural networks with discontinuous neuron activations are derived to …

[PDF][PDF] LMI conditions for global asymptotic stability of neural networks with discrete and distributed delays

L Xia, M Xia, L Liu - ICIC Express Letters, 2008 - Citeseer
In recently years, the stability of Cellular Neural networks has attracted many researchers,
and many different types of neural networks have been widely investigated. In this paper …

A combined reciprocal convexity approach for stability analysis of static neural networks with interval time-varying delays

WI Lee, SY Lee, PG Park - Neurocomputing, 2017 - Elsevier
This paper proposes a novel approach called a combined reciprocal convexity approach for
the stability analysis of static neural networks with interval time-varying delays. The …