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相关论文: Bumps and Oscillons in Networks of Spiking Neurons

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We study nonlinear excitations described by DNLS-type equations with so-called competing nonlinearities. These are the nonlinearities that consist of two power terms with coefficients of different sign. A key feature of these models is the…

斑图形成与孤子 · 物理学 2025-07-23 G. L. Alfimov , P. A. Korchagin , F. K. Abdullaev

We investigated the dynamical behaviors of bimodular continuous attractor neural networks, each processing a modality of sensory input and interacting with each other. We found that when bumps coexist in both modules, the position of each…

神经元与认知 · 定量生物学 2023-07-18 Min Yan , Wen-Hao Zhang , He Wang , K. Y. Michael Wong

Mean-field systems have been recently derived that adequately predict the behaviors of large networks of coupled integrate-and-fire neurons [14]. The mean-field system for a network of neurons with spike frequency adaptation is typically a…

动力系统 · 数学 2014-08-21 Wilten Nicola , Sue Ann Campbell

To gain insight into the neural events responsible for visual perception of static and dynamic optical patterns, we study how neural activation spreads in arrays of inhibition-stabilized neural networks with nearest-neighbor coupling. The…

神经元与认知 · 定量生物学 2016-09-02 Sergey Savel'ev , Sergei Gepshtein

Currently we routinely develop a complex neuronal network to explain observed but often paradoxical phenomena based upon biological recordings. Here we present a general approach to demonstrate how to mathematically tackle such a complex…

定量方法 · 定量生物学 2015-06-03 Yu Wu , Wenlian Lu , Wei Lin , Gareth Leng , Jianfeng Feng

In this paper, we introduce a three-component Gierer-Meinhardt model in the semi-strong interaction regime, characterized by an asymptotically large diffusivity ratio. A key feature of this model is that the interior spike can undergo Hopf…

偏微分方程分析 · 数学 2025-10-03 Chunyi Gai , Fahad Al Saadi

Self-sustained subthreshold oscillations in a discrete-time model of neuronal behavior are considered. We discuss bifurcation scenarios explaining the birth of these oscillations and their transformation into tonic spikes. Specific features…

细胞行为 · 定量生物学 2009-11-10 Andrey L. Shilnikov , Nikolai F. Rulkov

Stability arguments are often used to prevent learning algorithms from having ever increasing activity and weights that hinder generalization. However, stability conditions can clash with the sparsity required to augment the energy…

神经与进化计算 · 计算机科学 2024-01-08 Luca Herranz-Celotti , Jean Rouat

We adapt a previous model and analysis method (the {\it master stability function}), extensively used for studying the stability of the synchronous state of networks of identical chaotic oscillators, to the case of oscillators that are…

混沌动力学 · 物理学 2009-11-10 Juan G. Restrepo , Edward Ott , Brian R. Hunt

Over the last decade, next-generation neural mass models have become increasingly prominent in mathematical neuroscience. These models link microscopic dynamics with low-dimensional systems of so-called firing rate equations that exactly…

神经元与认知 · 定量生物学 2024-09-30 Bastian Pietras , Ernest Montbrió

Fully localised patterns involving cellular hexagons or squares have been found experimentally and numerically in various continuum models. However, there is currently no mathematical theory for the emergence of these localised cellular…

动力系统 · 数学 2024-03-06 Dan J. Hill , Jason J. Bramburger , David J. B. Lloyd

The existence and characterisation of noise-driven bifurcations from the spatially homogeneous stationary states of a nonlinear, non-local Fokker--Planck type partial differential equation describing stochastic neural fields is established.…

偏微分方程分析 · 数学 2023-04-26 José A. Carrillo , Pierre Roux , Susanne Solem

We present an analytical framework that allows the quantitative study of statistical dynamic properties of networks with adaptive nodes that have memory and is used to examine the emergence of oscillations in networks with response…

神经元与认知 · 定量生物学 2017-07-18 Amir Goldental , Herut Uzan , Shira Sardi , Ido Kanter

We consider two neuronal networks coupled by long-range excitatory interactions. Oscillations in the gamma frequency band are generated within each network by local inhibition. When long-range excitation is weak, these oscillations…

神经元与认知 · 定量生物学 2009-11-13 Demian Battaglia , Nicolas Brunel , David Hansel

We investigate the phase transitions of a nonlinear, parallel version of the Ising model, characterized by an antiferromagnetic linear coupling and ferromagnetic nonlinear one. This model arises in problems of opinion formation. The…

统计力学 · 物理学 2016-11-09 Franco Bagnoli , Raul Rechtman

Nonlinear phenomena including multiple equilibria and spontaneous oscillations are common in fluid networks containing either multiple phases or constituent flows. In many systems, such behavior might be attributed to the complicated…

动力系统 · 数学 2013-06-26 Nathaniel J. Karst , Brian D. Storey , John B. Geddes

We investigate a large ensemble of Quadratic Integrate-and-Fire (QIF) neurons with heterogeneous input currents and adaptation variables. Our analysis reveals that for a specific class of adaptation, termed quadratic spike-frequency…

神经元与认知 · 定量生物学 2026-03-19 Bastian Pietras , Pau Clusella , Ernest Montbrió

Recent years have seen significant progress in developing spiking neural networks (SNNs) as a potential solution to the energy challenges posed by conventional artificial neural networks (ANNs). However, our theoretical understanding of…

机器学习 · 计算机科学 2025-06-16 Duc Anh Nguyen , Ernesto Araya , Adalbert Fono , Gitta Kutyniok

This paper presents a stability analysis of simple neuromodules displaying fold bifurcations (leading to hysteresis), flip bifurcations (period doubling and undoubling to and from chaos) and Neimark-Sacker bifurcations (quasiperiodic and…

动力系统 · 数学 2016-09-20 Stephen Lynch , Jon Borresen

In many applied settings, the chemical Langevin equation and linear noise approximation are used in the simulation and data analysis of stochastic reaction networks. With the goal of exploring the sensitivities of reaction network paths to…

动力系统 · 数学 2024-12-24 Frederick Truman-Williams