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Published on: April 15, 2015
Chimera-like States in Modular Neural Networks.
Johanne Hizanidis1,2, Nikos E Kouvaris3, Gorka Zamora-López
1Crete Center for Quantum Complexity and Nanotechnology, Physics Department, University of Crete, 71003 Heraklion, Greece.
Chimera states, the mix of coherent and incoherent behavior, were found in a C. elegans-inspired neural network. This modular network study reveals how different synapse types create these complex dynamics.
Area of Science:
- Neuroscience
- Complex Systems
- Computational Biology
Background:
- Chimera states, characterized by coexisting coherent and incoherent dynamics, have been studied in complex networks.
- Their occurrence in modular networks, however, remains less explored.
Purpose of the Study:
- To investigate the emergence of chimera states in a modular neural network inspired by the C. elegans connectome.
- To analyze the role of electrical and chemical synapses in shaping network dynamics.
Main Methods:
- Simulated a modular neural network with six interconnected communities, each exhibiting chaotic bursting dynamics.
- Employed electrical synapses for within-community connections and chemical synapses for cross-community connections.
- Utilized the Kuramoto order parameter (ρ), chimera-like (χ), and metastability (λ) indices to quantify synchronization.
Main Results:
- Demonstrated that the interplay of electrical and chemical synapses can induce chimera-like states in the modular network.
- Observed that synchronized neurons tend to belong to larger communities, while desynchronized neurons are found in smaller ones.
- Confirmed similar findings in networks with features analogous to the C. elegans neural network.
Conclusions:
- Chimera-like states are prominent phenomena in modular networks under specific conditions.
- The findings offer insights into the behavior of complex modular systems, including biological neural networks.
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