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Dynamical Effects of Electromagnetic Flux on Chialvo Neuron Map: Nodal and Network Behaviors

Sishu Shankar Muni, Hammed Olawale Fatoyinbo, Indranil Ghosh

2022International Journal of Bifurcation and Chaos73 citationsDOI

Abstract

We consider the dynamical effects of electromagnetic flux on the discrete Chialvo neuron model. It is shown that the model can exhibit rich dynamical behaviors such as multistability, firing patterns, antimonotonicity, closed invariant curves, various routes to chaos, and fingered chaotic attractors. The system enters a chaos regime via period-doubling cascades, reverse period-doubling route, antimonotonicity, and via a closed invariant curve to chaos. The results were confirmed using the techniques of bifurcation diagrams, Lyapunov exponent diagram, phase portraits, basins of attraction, and numerical continuation of bifurcations. Different global bifurcations are also shown to exist via numerical continuation. After understanding a single neuron model, a network of Chialvo neurons is explored. A ring-star network of Chialvo neurons is considered and different dynamical regimes such as synchronous, asynchronous, and chimera states are revealed. Different continuous and piecewise continuous wavy patterns were also found during the simulations for negative coupling strengths.

Topics & Concepts

MultistabilityPhase portraitAttractorLyapunov exponentBiological neuron modelBifurcationChaoticPhysicsStatistical physicsInvariant (physics)Period-doubling bifurcationBifurcation diagramDynamical systems theoryMathematical analysisMathematicsNonlinear systemArtificial neural networkComputer scienceMathematical physicsQuantum mechanicsMachine learningArtificial intelligencestochastic dynamics and bifurcationNonlinear Dynamics and Pattern FormationNeural dynamics and brain function
Dynamical Effects of Electromagnetic Flux on Chialvo Neuron Map: Nodal and Network Behaviors | Litcius