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Canonical models for torus canards in elliptic bursters
E Baspinar1, D Avitabile1, M Desroches1
1MathNeuro Team, Inria Sophia Antipolis Méditerranée, 06902 Sophia Antipolis, France.
Chaos (Woodbury, N.Y.)
|July 9, 2021
Summary
This study reveals that torus canards, specifically classical and mixed-type, emerge during transitions to and from elliptic bursting dynamics. A new model, the Leidenator, is introduced to support these transitions via torus canards.
Area of Science:
- Computational Neuroscience
- Dynamical Systems Theory
- Mathematical Biology
Background:
- Elliptic bursting is a complex neuronal firing pattern.
- Torus canards are a class of solutions in dynamical systems that can mediate transitions between different behaviors.
- Understanding these transitions is crucial for modeling neuronal activity.
Purpose of the Study:
- To investigate the role of torus canards in the transitions to and from elliptic bursting dynamics.
- To identify the conditions under which classical and mixed-type torus canards appear.
- To develop a model that accurately captures these transition dynamics.
Main Methods:
- Analysis of elliptic bursting models, including Wilson-Cowan and Izhikevich-type models.
- Application of singular perturbation theory (ε=0) to predict dynamics for small ε > 0.
- Construction of singular orbits using slow, fast, and average slow flows.
- Introduction and analysis of a modified model (Leidenator) for elliptic bursting.
Main Results:
- Classical and mixed-type torus canards are identified at the onset and cessation of elliptic bursting.
- The difference between classical and mixed-type torus canards lies in the fast subsystem bifurcation approached (saddle-node of cycles vs. subcritical Hopf).
- A canonical model does not exhibit mixed-type torus canards due to a nongeneric transition; the modified Leidenator model does.
Conclusions:
- Torus canards play a significant role in the transitions associated with elliptic bursting.
- The Leidenator model provides a framework for studying elliptic bursting with both classical and mixed-type torus canards.
- Further research may explore connections between mixed-type torus canards and folded-saddle-node singularities in three-timescale systems.
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