JOURNAL ARTICLE

Lag Synchronization of Noisy and Nonnoisy Multiple Neurobiological Coupled FitzHugh–Nagumo Networks with and without Delayed Coupling

Malik Muhammad IbrahimShazia IramMuhammad Ahmad KamranMalik Muhammad Naeem MannanMuhammad Umair AliIl Hyo JungSangil Kim

Year: 2022 Journal:   Computational Intelligence and Neuroscience Vol: 2022 Pages: 1-23   Publisher: Hindawi Publishing Corporation

Abstract

This paper presents a methodology for synchronizing noisy and nonnoisy multiple coupled neurobiological FitzHugh–Nagumo (FHN) drive and slave neural networks with and without delayed coupling, under external electrical stimulation (EES), external disturbance, and variable parameters for each state of both FHN networks. Each network of neurons was configured by considering all aspects of real neurons communications in the brain, i.e., synapse and gap junctions. Novel adaptive control laws were developed and proposed that guarantee the synchronization of FHN neural networks in different configurations. The Lyapunov stability theory was utilized to analytically derive the sufficient conditions that ensure the synchronization of the FHN networks. The effectiveness and robustness of the proposed control laws were shown through different numerical simulations.

Keywords:
Synchronizing Synchronization (alternating current) Robustness (evolution) Control theory (sociology) Computer science Coupling (piping) Lyapunov stability Artificial neural network Lag Topology (electrical circuits) Control (management) Mathematics Artificial intelligence Telecommunications Engineering

Metrics

2
Cited By
1.03
FWCI (Field Weighted Citation Impact)
75
Refs
0.48
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

stochastic dynamics and bifurcation
Physical Sciences →  Physics and Astronomy →  Statistical and Nonlinear Physics
Nonlinear Dynamics and Pattern Formation
Physical Sciences →  Computer Science →  Computer Networks and Communications
Neural Networks Stability and Synchronization
Physical Sciences →  Computer Science →  Computer Networks and Communications
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