Existence and Uniqueness of Traveling Fronts in Lateral Inhibition Neural Fields with Sigmoidal Firing Rates
We rigorously prove the existence of traveling fronts in neural field models with lateral inhibition coupling types and smooth sigmoidal firing rates. With Heaviside firing rates as our base point (where unique traveling fronts exist), we repeatedly apply the implicit function theorem in Banach spac...
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Veröffentlicht in: | SIAM journal on applied dynamical systems 2020-01, Vol.19 (3), p.2194-2231 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | We rigorously prove the existence of traveling fronts in neural field models with lateral inhibition coupling types and smooth sigmoidal firing rates. With Heaviside firing rates as our base point (where unique traveling fronts exist), we repeatedly apply the implicit function theorem in Banach spaces to provide a nonmonotone version of the homotopy approach originally proposed by Ermentrout and McLeod [Proc. Roy. Soc. Edinburgh Sect. A, 123 (1993), pp. 461-478] in their seminal study of monotone fronts in purely excitatory models. By comparing smooth and Heaviside firing rates, we develop global wave speed and profile comparisons that guide our analysis, leading to uniqueness (modulo translation) in the perturbative case. Moreover, we establish a meaningful a priori existence result; we prove existence holds for a range of firing rates, independent of continuation path. |
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ISSN: | 1536-0040 1536-0040 |
DOI: | 10.1137/20M1311697 |