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 …

Global anti-synchronization of complex-valued memristive neural networks with time delays

D Liu, S Zhu, K Sun - IEEE transactions on cybernetics, 2018 - ieeexplore.ieee.org
This paper formulates a class of complex-valued memristive neural networks as well as
investigates the problem of anti-synchronization for complex-valued memristive neural …

Finite-time synchronization of complex-valued memristive-based neural networks via hybrid control

T Yu, J Cao, L Rutkowski, YP Luo - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The finite-time synchronization problem is investigated for the master–slave complex-valued
memristive neural networks in this article. A novel Lyapunov-function based finite-time …

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 …

Passive filter design for fractional-order quaternion-valued neural networks with neutral delays and external disturbance

Q Song, S Chen, Z Zhao, Y Liu, FE Alsaadi - Neural Networks, 2021 - Elsevier
The problem on passive filter design for fractional-order quaternion-valued neural networks
(FOQVNNs) with neutral delays and external disturbance is considered in this paper …

Unknown input observer based distributed fault detection for nonlinear multi-agent systems with probabilistic time delay

S Zhao, J Yu, Z Wang, D Gao - Journal of the Franklin Institute, 2023 - Elsevier
This paper focuses on the fault detection (FD) problem for nonlinear continuous-time multi-
agent systems (MASs) with external disturbances and random time-varying delay. The …

A delay-dividing approach to robust stability of uncertain stochastic complex-valued hopfield delayed neural networks

P Chanthorn, G Rajchakit, U Humphries, P Kaewmesri… - Symmetry, 2020 - mdpi.com
In scientific disciplines and other engineering applications, most of the systems refer to
uncertainties, because when modeling physical systems the uncertain parameters are …

Discrete-time stochastic quaternion-valued neural networks with time delays: an asymptotic stability analysis

R Sriraman, G Rajchakit, CP Lim, P Chanthorn… - Symmetry, 2020 - mdpi.com
Stochastic disturbances often cause undesirable characteristics in real-world system
modeling. As a result, investigations on stochastic disturbances in neural network (NN) …

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 …