English

From biophysical to integrate-and-fire modelling

Neurons and Cognition 2020-09-29 v2

Abstract

This paper proposes a methodology to extract a low-dimensional integrate-and-fire model from an arbitrarily detailed single-compartment biophysical model. The method aims at relating the modulation of maximal conductance parameters in the biophysical model to the modulation of parameters in the proposed integrate-and-fire model. The approach is illustrated on two well-documented examples of cellular neuromodulation: the transition between Type I and Type II excitability and the transition between spiking and bursting.

Keywords

Cite

@article{arxiv.2006.10113,
  title  = {From biophysical to integrate-and-fire modelling},
  author = {Tomas Van Pottelbergh and Guillaume Drion and Rodolphe Sepulchre},
  journal= {arXiv preprint arXiv:2006.10113},
  year   = {2020}
}

Comments

This is the authors' final version. The article has been accepted for publication in Neural Computation

R2 v1 2026-06-23T16:24:53.390Z