Chaotic Dynamics of a Two-Neuron Memristive Hopfield Neural Network under Electromagnetic Radiation
Asian Journal of Research in Computer Science · pp. 89–107 · Published 11 Dec 2024
10.9734/ajrcos/2024/v17i12531Abstract
Electromagnetic radiation (EMR) is a recognized approach for investigating the behavior of the nervous system. This research explores a Hopfield Neural Network (HNN) with two neurons, examining the interplay between synapses and hyperbolic memristors, along with the effects of EMR. By modifying the interference among the networks and adjusting synaptic weights, we can control neuronal capabilities. The study simulates synaptic interference between the two neurons, incorporating parameters of weight and memory, and analyzes how EMR influences chaotic dynamics, complex behavior, transient disturbances, phase portraits, chaotic phenomena, and branching diagrams within these neural networks. This paper investigates how electromagnetic radiation (EMR) influences chaotic dynamics in a two-neuron-based memristive Hopfield neural network (HNN) with synaptic crosstalk. The dynamic behavior of the HNN can be regulated by altering the EMR input to the affected neuron. The proposed model has been simulated using PSpice. The findings demonstrate that external stimuli, represented by EMR, can both enhance complex dynamic behaviors and suppress chaotic patterns by adjusting parameters. Finally, circuit experiments using PSpice confirm the feasibility of the theoretical model, contributing to the control of chaotic phenomena.
References (24)
- 1 Dynamics on higher-order networks: a review [DOI]
- 2 A new fractional-order chaos system of Hopfield neural network and its application in image encryption [DOI]
- 3 Teamwork Optimization Algorithm: A New Optimization Approach for Function Minimization/Maximization [DOI]
- 4 Influences of electromagnetic radiation distribution on chaotic dynamics of a neural network [DOI]
- 5 Synchronization of memristor-based recurrent neural networks with two delay components based on second-order reciprocally convex approach [DOI]
- 6 Discrete memristor applied to construct neural networks with homogeneous and heterogeneous coexisting attractors [DOI]
- 7 Exponential multistability of memristive Cohen-Grossberg neural networks with stochastic parameter perturbations [DOI]
- 8 Iterative adaptive dynamic programming methods with neural network implementation for multi-player zero-sum games [DOI]
- 9 An image encryption algorithm based on a 3D chaotic Hopfield neural network and random row–column permutation [DOI]
- 10 Finite-time synchronization for fractional-order quaternion-valued coupled neural networks with saturated impulse [DOI]
- 11 INTERLAYER AND INTRALAYER SYNCHRONIZATION IN MULTIPLEX FRACTIONAL-ORDER NEURONAL NETWORKS [DOI]
- 12 Multi-teacher knowledge distillation based on joint Guidance of Probe and Adaptive Corrector [DOI]
- 13 Two-Neuron Based Memristive Hopfield Neural Network with Synaptic Crosstalk [DOI]
- 14 Asymptotic Synchronization of Memristive Cohen-Grossberg Neural Networks with Time-Varying Delays via Event-Triggered Control Scheme [DOI]
- 15 Analysis of basins of attraction of new coupled hidden attractor system [DOI]
- 16 Inpainted Image Reconstruction Using an Extended Hopfield Neural Network Based Machine Learning System [DOI]
- 17 Superiority and stigma in modern psychology and neuroscience [DOI]
- 18 Laboratory prototype of an innovative radial flow packed bed thermal energy storage [DOI]
- 19 Production of Highly Excited States of Fast Ions Emerging from Solid Targets [DOI]
- 20 Relativistic particles on quantum space–time [DOI]
- 21 Unusual Mathematical Approaches Untangle Nervous Dynamics [DOI]
- 22 Fear Memory Relapse: The Importance of Input Associativity [DOI]
- 23 The difference of delay time in monitoring system of facial acupressure learning media using bluetooth, wireless and ethernet [DOI]
- 24 Nonlinear Dynamics and Chaos [DOI]
Cited by 2
Yaser Shahbazi, Mohsen Mokhtari Kashavar, Abbas Ghaffari · Mathematics · 2025
Showing 1 of 2 known citations — external sources report more than can currently be individually listed.
Related research
- Effective Earth Radius Factor Prediction and Mapping for Ondo State, South Western Nigeria — shares topic coverage
- Wavelet LPC with Neural Network for Spoken Arabic Digits Recognition System — shares topic coverage
- Fuzzy Model, Neural Network and Empirical Model for the Estimation of Global Solar Radiation for Port-Harcourt, Nigeria — shares topic coverage
- A Spatial and Temporal Analysis of Atmospherics Parameters Retrieved by a Neuro-varationnal Method off the West African Coast — shares topic coverage
- Efficient Image Registration Using Discrete Orthogonal Stockwell Transform and SIFT — shares topic coverage
Article metrics
Real usage data collected on this platform.
36
Page views
0
PDF downloads
3
Outbound clicks
2
Citations
Views over time
Views by country
Approximate, from request IP at view time — not citizenship or institution. Countries with fewer than 5 views are grouped as "Other".
Traffic sources
Referring site, by host.
Views and downloads exclude known bots/crawlers. Citations combines this platform's own DOI-resolved index with each external source's own reported total — see Cited by above for individually listed citing works. Last refreshed 0 seconds ago.