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Published on: October 4, 2018
Dynamics of a two-layer neuronal network with asymmetry in coupling
Sridevi Sriram1, Hayder Natiq2, Karthikeyan Rajagopal3
1Centre for Computational Biology, Chennai Institute of Technology, Chennai 600069, India.
Investigating asymmetric coupling in multi-layer neuronal networks reveals emergent behaviors. Changes in coupling strength significantly impact network dynamics and synchronization, highlighting the importance of balanced connections for brain function.
Area of Science:
- Neuroscience
- Complex Network Theory
- Computational Neuroscience
Background:
- Understanding brain behavior relies on analyzing neuronal connectivity changes.
- Complex network theory and multi-layer networks offer realistic models for brain dynamics.
- Existing models often simplify inter-hemispheric communication.
Purpose of the Study:
- To examine the impact of asymmetric coupling on multi-layer neuronal network behavior.
- To model the communication between the left and right cerebral hemispheres using a two-layer network.
- To analyze how varying coupling strengths affect network dynamics and synchronization.
Main Methods:
- A two-layer neuronal network was constructed, modeling left and right hemispheres.
- The Hindmarsh-Rose chaotic model defined the dynamics of individual neurons.
- Asymmetric coupling strengths between the two layers were systematically varied and analyzed.
Main Results:
- Asymmetric coupling induced the emergence of different attractors, not present in the uncoupled model.
- Bifurcation diagrams illustrated significant variations in node dynamics with altered coupling.
- Network synchronization was achieved only with sufficiently large and symmetric coupling strengths.
Conclusions:
- Coupling asymmetry in multi-layer neuronal networks can lead to novel emergent behaviors.
- Synchronization in this model requires substantial symmetric coupling, indicating sensitivity to connection balance.
- The findings emphasize the critical role of balanced inter-hemispheric communication in brain function.
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