Discontinuity-induced dynamics in the Conductance-Based Adaptive Exponential Integrate-and-Fire Model
- Others:
- Mathématiques pour les Neurosciences (MATHNEURO) ; Inria Sophia Antipolis - Méditerranée (CRISAM) ; Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)
- Mathematical Institute [Wroclaw] ; University of Wrocław [Poland] (UWr)
- Basque Center for Applied Mathematics (BCAM) ; Basque Center for Applied Mathematics
- Ikerbasque - Basque Foundation for Science
Description
In this article, we present a computational study of the Conductance-Based Adaptive Exponential (CAdEx) integrate-and-fire neuronal model, focusing on its multiple timescale nature, and on how it shapes its main dynamical regimes. In particular, we show that the spiking and so-called delayed bursting regimes of the model are triggered by discontinuity-induced bifurcations that are directly related to the multiple-timescale aspect of the model, and are mediated by canard solutions. By means of a numerical bifurcation analysis of the model, using the software package coco, we can precisely describe the mechanisms behind these dynamical scenarios. Spike-increment transitions are revealed. These transitions are accompanied by a fold and a period-doubling bifurcation, and are organised in parameter space along an isola periodic solutions with resets. Finally, we also unveil the presence of a homoclinic bifurcation terminating a canard explosion which, together with the presence of resets, organises the delayed bursting regime of the model.
Additional details
- URL
- https://inria.hal.science/hal-04665937
- URN
- urn:oai:HAL:hal-04665937v1
- Origin repository
- UNICA