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A contraction argument for two-dimensional spiking neuron models. (English) Zbl 1243.37065

This paper considers two-dimensional model neurons of the form \( v' = F(v)-w+I\), \( w' = a(bv-w)\) for appropriate functions \(F\), with the rule that once \(v\) reaches a threshold it is reset to a lower value, and \(w\) is instantaneously incremented by a constant amount. The authors analytically determine conditions under which such a system possesses a globally stable periodic orbit. They demonstrate their results using three previously published neuron models.

MSC:

37N25 Dynamical systems in biology
92C20 Neural biology
34C15 Nonlinear oscillations and coupled oscillators for ordinary differential equations
34A37 Ordinary differential equations with impulses
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