Existence and Stability of Traveling Pulses in a Neural Field Equation with Synaptic Depression

被引:21
作者
Faye, Gregory [1 ]
机构
[1] Univ Minnesota, Sch Math, Minneapolis, MN 55455 USA
基金
美国国家科学基金会;
关键词
neural field equations; traveling pulse; geometric singular perturbation theory; spectral stability; Evans function; NEURONAL NETWORKS; EVANS FUNCTIONS; WAVES; PROPAGATION; DYNAMICS; FRONTS; BUMPS;
D O I
10.1137/130913092
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We examine the existence and stability of traveling pulse solutions in a continuum neural network with synaptic depression and smooth firing rate function. The existence proof relies on geometric singular perturbation theory and blow-up techniques, as one needs to track the solution near a point on the slow manifold that is not normally hyperbolic. The stability of the pulse is then investigated by computing the zeros of the corresponding Evans function. This study predicts that synaptic depression leads to the formation of stable traveling pulses with algebraic decay along their back. This characteristic feature differs from the exponential decay of traveling pulses of neural field models with linear adaptation.
引用
收藏
页码:2032 / 2067
页数:36
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