Phase description of spiking neuron networks with global electric and synaptic coupling

Dipanjan Roy, Anandamohan Ghosh, and Viktor K. Jirsa
Phys. Rev. E 83, 051909 – Published 11 May 2011

Abstract

Phase models are among the simplest neuron models reproducing spiking behavior, excitability, and bifurcations toward periodic firing. However, coupling among neurons has been considered only using generic arguments valid close to the bifurcation point, and the differentiation between electric and synaptic coupling remains an open question. In this work we aim to address this question and derive a mathematical formulation for the various forms of coupling. We construct a mathematical model based on a planar simplification of the Morris-Lecar model. Based on geometric arguments we then derive a phase description of a network of the above oscillators with biologically realistic electric coupling and subsequently with chemical coupling under fast synapse approximation. We demonstrate analytically that electric and synaptic coupling are differently expressed on the level of the network’s phase description with qualitatively different dynamics. Our mathematical analysis shows that a breaking of the translational symmetry in the phase flows is responsible for the different bifurcations paths of electric and synaptic coupling. Our numerical investigations confirm these findings and show excellent correspondence between the dynamics of the full network and the network’s phase description.

    • Received 24 July 2010

    DOI:https://doi.org/10.1103/PhysRevE.83.051909

    ©2011 American Physical Society

    Authors & Affiliations

    Dipanjan Roy*, Anandamohan Ghosh, and Viktor K. Jirsa

    • Theoretical Neuroscience Group, Institut des Sciences du Mouvement, UMR6233 CNRS and Université de la Méditerranée, 163 Avenue de Luminy, F-13288 Marseille, France

    • *dipanjan.roy@etumel.univmed.fr
    • anandamohan.ghosh@univmed.fr
    • viktor.jirsa@univmed.fr

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    Issue

    Vol. 83, Iss. 5 — May 2011

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