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In this paper we focus on a spatially extended FitzHugh-Nagumo model with interactions. In the regime where strong and local interactions dominate, we quantify how the probability density of neurons concentrates into a Dirac distribution.…

偏微分方程分析 · 数学 2022-07-25 Alain Blaustein , Emeric Bouin

We consider a spatially extended mesoscopic FitzHugh-Nagumo model with strong local interactions and prove that its asymptotic limit converges towards the classical nonlocal reaction-diffusion FitzHugh-Nagumo system. As the local…

偏微分方程分析 · 数学 2022-08-31 Alain Blaustein , Francis Filbet

We investigate the dynamics of a limit of interacting FitzHugh-Nagumo neurons in the regime of large interaction coefficients. We consider the dynamics described by a mean-field model given by a nonlinear evolution partial differential…

偏微分方程分析 · 数学 2018-12-03 Cristobal Quiñinao , Jonathan D. Touboul

We introduce a spatially extended transport kinetic FitzHugh-Nagumo model with forced local interactions and prove that its hydrodynamic limit converges towards the classical nonlocal reaction-diffusion FitzHugh-Nagumo system. Our approach…

偏微分方程分析 · 数学 2018-04-12 Joachim Crevat , Grégory Faye , Francis Filbet

In this article, we are interested in the behavior of a fully connected network of $N$ neurons, where $N$ tends to infinity. We assume that the neurons follow the stochastic FitzHugh-Nagumo model, whose specificity is the non-linearity with…

概率论 · 数学 2024-02-14 Laetitia Colombani , Pierre Le Bris

A new mathematical model of memristive neural networks described by the partly diffusive reaction-diffusion equations with weak synaptic coupling is proposed and investigated. Under rather general conditions it is proved that there exists…

偏微分方程分析 · 数学 2023-08-01 Yuncheng You , Junyi Tu

The use of high-frequency currents in neurostimulation has received increased attention in recent years due to its varied effects on tissues and cells. Nonlinear differential equations are commonly used as models for Neurons, and averaging…

偏微分方程分析 · 数学 2025-12-29 Eduardo Cerpa , Matías Courdurier , Esteban Hernández , Leonel E. Medina , Esteban Paduro

We consider a spatially extended mean-field model of a FitzHugh-Nagumo neural network, with a rescaled interaction kernel. Our main purpose is to prove that its asymptotic limit in the regime of strong local interactions converges toward a…

偏微分方程分析 · 数学 2020-03-17 Joachim Crevat

Reduction of a two-component FitzHugh-Nagumo model to a single-component model with long-range connection is considered on general networks. The reduced model describes a single chemical species reacting on the nodes and diffusing across…

斑图形成与孤子 · 物理学 2020-02-19 Timoteo Carletti , Hiroya Nakao

This paper is devoted to the numerical approximation of the spatially-extended FitzHugh-Nagumo transport equation with strong local interactions based on a particle method. In this regime, the time step can be subject to stability…

数值分析 · 数学 2020-09-30 Joachim Crevat , Francis Filbet

We investigate heterogeneous coupling delays in complex networks of excitable elements described by the FitzHugh-Nagumo model. The effects of discrete as well as of uni- and bimodal continuous distributions are studied with a focus on…

适应与自组织系统 · 物理学 2016-08-10 Caglar Cakan , Judith Lehnert , Eckehard Schöll

In this work, we extend the Equilibrium Propagation framework to skew-gradient systems and show an equivalence between deep Energy-Based Models and Hamiltonian neural networks. We focus on networks of diffusively coupled Fitzhugh-Nagumo…

机器学习 · 计算机科学 2026-05-22 Jack Kendall

First time in six decades, uncountable infinite exact solutions of FitzHugh-Nagumo model with diffusion have been found. FitzHugh-Nagumo model is a nonlinear dynamical system applicable to neurosciences, chemical kinetics, cell division,…

动力系统 · 数学 2024-07-24 Shahid Sultan Ali Ramji , Eddy Kwessi , Mujahid Abbas

We consider an interacting system of particles with value in $\mathbb{R}^d \times \mathbb{R}^d$, governed by transport and diffusion on the first component, on that may serve as a representative model for kinetic models with a degenerate…

统计理论 · 数学 2025-01-09 Claudia Fonte Sanchez , Marc Hoffmann

The existence of a random attractor for the stochastic FitzHugh-Nagumo system defined on an unbounded domain is established. The pullback asymptotic compactness of the stochastic system is proved by uniform estimates on solutions for large…

偏微分方程分析 · 数学 2008-06-03 Bixiang Wang

We focus on the long time behavior of complex networks of reaction-diffusion (RD) systems. We prove the existence of the global attractor and a $L^{\infty}$-bound for a network of $n$ RD systems with $d$ variables each. This allows us to…

动力系统 · 数学 2015-07-03 B. Ambrosio , M. A. Aziz-Alaoui , V. L. E. Phan

The Fitzhugh-Nagumo equations have been used as a caricature of the Hodgkin-Huxley equations of neuron firing to better understand the essential dynamics of the interaction of the membrane potential and the restoring force and to capture,…

神经元与认知 · 定量生物学 2007-05-23 F. Berezovskaya , E. Camacho , S. Wirkus , G. Karev

We present a derivation of a multidomain model for the electric potential in bundles of randomly distributed axons with different radii. The FitzHugh-Nagumo dynamics is assumed on the axons' membrane, and the conductivity depends…

偏微分方程分析 · 数学 2025-03-25 Irina Pettersson , Antonina Rybalko , Volodymyr Rybalko

This article aims to provide insights into the qualitative analysis of some nonlinear Reaction-Diffusion (RD) systems arising in Neuroscience. We first introduce a non-homogeneous FitzHugh-Nagumo (nhFHN) featuring excitability and…

动力系统 · 数学 2023-04-05 Benjamin Ambrosio

We investigate a possibility of realization of structurally stable chaotic dynamics in neural systems. The considered model of interacting neurons consists of a pair of coupled FitzHugh-Nagumo systems, with the parameters being periodically…

混沌动力学 · 物理学 2017-03-07 Alexey Yu. Jalnine
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