How the speed of the potassium current sets the onset of firing: certified codimension-two bifurcations in the Morris–Lecar neuron

The kinetics of the potassium current, which in conductance-based models is scaled by a temperature-like rate factor $\phi$, can change how a neuron starts to fire without moving its resting states. We study this effect in the Morris–Lecar model in the plane of applied current $I$ and rate factor $\phi$, for the two standard parameter sets. Because $\phi$ enters only the trace of the Jacobian, the whole Hopf locus is an explicit curve $\phi=h(V)$, $I=J(V)$ parametrised by the resting voltage, and every question about it reduces to one-dimensional problems that we settle with interval arithmetic. In the class II set we prove that Hopf bifurcations exist exactly for $\phi<\phi^*$, $\phi^*\in[0.3869298972,\,0.3869298973]$; that there are exactly two generalised Hopf (Bautin) points, at $\phi\in[0.3063450317,\,0.3063450318]$ and $\phi\in[0.2538563149,\,0.2538563150]$; and that the onset of firing switches from hard (subcritical) to soft (supercritical) at the first of them. In the class I set we prove two nondegenerate Bogdanov–Takens points, at $\phi\in[0.01181036804,\,0.01181036805]$ on the firing threshold and at $\phi\in[0.39096195618,\,0.39096195619]$, and one Bautin point. Simulations locate the folds of limit cycles and the two saddle-node-loop points that bound the class I window, $0.0162\lesssim\phi\lesssim0.1969$. Speeding up the potassium current therefore turns a bistable integrator-like onset into a gradual one, and class I excitability exists only in a finite window of potassium speeds. Contents of this record: the preprint (PDF, template of Peer Community In / Peer Community Journal) and a ZIP archive with the interval-arithmetic code, the certificates in JSON format, the simulation code, the figures, the scripts that reproduce every number and figure, and the LaTeX source of the article.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-09
DOI
https://doi.org/10.5281/zenodo.24075973
Primary Topic
Advanced Differential Equations and Dynamical Systems
Type
preprint
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preprint

How the speed of the potassium current sets the onset of firing: certified codimension-two bifurcations in the Morris–Lecar neuron

Luca Eliseo Pavesi
Zenodo (CERN European Organization for Nuclear Research)
Advanced Differential Equations and Dynamical Systems
preprint

How the speed of the potassium current sets the onset of firing: certified codimension-two bifurcations in the Morris–Lecar neuron

Luca Eliseo Pavesi
preprint en

Abstract

The kinetics of the potassium current, which in conductance-based models is scaled by a temperature-like rate factor $\phi$, can change how a neuron starts to fire without moving its resting states. We study this effect in the Morris–Lecar model in the plane of applied current $I$ and rate factor $\phi$, for the two standard parameter sets. Because $\phi$ enters only the trace of the Jacobian, the whole Hopf locus is an explicit curve $\phi=h(V)$, $I=J(V)$ parametrised by the resting voltage, and every question about it reduces to one-dimensional problems that we settle with interval arithmetic. In the class II set we prove that Hopf bifurcations exist exactly for $\phi<\phi^*$, $\phi^*\in[0.3869298972,\,0.3869298973]$; that there are exactly two generalised Hopf (Bautin) points, at $\phi\in[0.3063450317,\,0.3063450318]$ and $\phi\in[0.2538563149,\,0.2538563150]$; and that the onset of firing switches from hard (subcritical) to soft (supercritical) at the first of them. In the class I set we prove two nondegenerate Bogdanov–Takens points, at $\phi\in[0.01181036804,\,0.01181036805]$ on the firing threshold and at $\phi\in[0.39096195618,\,0.39096195619]$, and one Bautin point. Simulations locate the folds of limit cycles and the two saddle-node-loop points that bound the class I window, $0.0162\lesssim\phi\lesssim0.1969$. Speeding up the potassium current therefore turns a bistable integrator-like onset into a gradual one, and class I excitability exists only in a finite window of potassium speeds. Contents of this record: the preprint (PDF, template of Peer Community In / Peer Community Journal) and a ZIP archive with the interval-arithmetic code, the certificates in JSON format, the simulation code, the figures, the scripts that reproduce every number and figure, and the LaTeX source of the article.

Zenodo (CERN European Organization for Nuclear Research)
University of Pavia (IT)
Advanced Differential Equations and Dynamical Systems
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