Robust passivity and stability analysis of uncertain complex-valued impulsive neural networks with time-varying delays

G Rajchakit, R Sriraman - Neural Processing Letters, 2021 - Springer
In this article, we investigate the robust passivity and stability analysis of uncertain complex-
valued impulsive neural network (UCVINN) models with time-varying delays. Many practical …

Robust stability of complex-valued stochastic neural networks with time-varying delays and parameter uncertainties

P Chanthorn, G Rajchakit, J Thipcha, C Emharuethai… - Mathematics, 2020 - mdpi.com
In practical applications, stochastic effects are normally viewed as the major sources that
lead to the system's unwilling behaviours when modelling real neural systems. As such, the …

Global asymptotic synchronization of impulsive fractional-order complex-valued memristor-based neural networks with time varying delays

MS Ali, M Hymavathi, S Senan, V Shekher… - … in Nonlinear Science and …, 2019 - Elsevier
This paper investigates the global synchronization of impulsive fractional-order complex-
valued memristor-based neural networks with time varying delays. Based on the Riemann …

Global asymptotic stability of fractional-order complex-valued neural networks with probabilistic time-varying delays

S Chen, Q Song, Z Zhao, Y Liu, FE Alsaadi - Neurocomputing, 2021 - Elsevier
The stability of fractional-order complex-valued neural networks (FOCVNNs) with
probabilistic time-varying delays is investigated in this paper. By constructing suitable …

Leakage delay-dependent stability analysis for complex-valued neural networks with discrete and distributed time-varying delays

R Samidurai, R Sriraman, S Zhu - Neurocomputing, 2019 - Elsevier
This paper investigates the leakage delay-dependent global asymptotic stability problem for
a class of complex-valued neural networks (CVNNs) with discrete and distributed time …

Global asymptotic stability of stochastic complex-valued neural networks with probabilistic time-varying delays

R Sriraman, Y Cao, R Samidurai - Mathematics and Computers in …, 2020 - Elsevier
This paper studies the global asymptotic stability problem for a class of stochastic complex-
valued neural networks (SCVNNs) with probabilistic time-varying delays as well as …

Global exponential convergence for impulsive inertial complex-valued neural networks with time-varying delays

Q Tang, J Jian - Mathematics and Computers in Simulation, 2019 - Elsevier
This paper focuses on the exponential convergence of impulsive inertial complex-valued
neural networks with time-varying delays. The system can be expressed as a first order …

Robust dissipativity analysis of hopfield-type complex-valued neural networks with time-varying delays and linear fractional uncertainties

P Chanthorn, G Rajchakit, S Ramalingam, CP Lim… - Mathematics, 2020 - mdpi.com
We study the robust dissipativity issue with respect to the Hopfield-type of complex-valued
neural network (HTCVNN) models incorporated with time-varying delays and linear …

Synchronization of Markovian jump neural networks for sampled data control systems with additive delay components: Analysis of image encryption technique

M Tamil Thendral, TR Ganesh Babu… - … methods in the …, 2022 - Wiley Online Library
In an modern world, image encryption played an vital role to prevent our data from illegal
abuser entrée. Based on this, in this paper, the Markovian jump neural networks for …

Global exponential stability of octonion-valued neural networks with leakage delay and mixed delays

CA Popa - Neural Networks, 2018 - Elsevier
This paper discusses octonion-valued neural networks (OVNNs) with leakage delay, time-
varying delays, and distributed delays, for which the states, weights, and activation functions …