From Biophysical to Integrate-and-Fire Modeling
Author(s) -
Tomas Van Pottelbergh,
Guillaume Drion,
Rodolphe Sepulchre
Publication year - 2021
Publication title -
neural computation
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.235
H-Index - 169
eISSN - 1530-888X
pISSN - 0899-7667
DOI - 10.1162/neco_a_01353
Subject(s) - bursting , neuromodulation , computer science , modulation (music) , biological system , neuroscience , physics , biology , stimulation , acoustics
This article 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.
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