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In recent years, the study of coupled excitable oscillators has largely benefited from a new analytical technique developed by Ott and Antonsen. This technique allows to express the dynamics of certain macroscopic observable in the ensemble…

适应与自组织系统 · 物理学 2019-02-19 Gonzalo Uribarri , Gabriel B. Mindlin

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

A rigorous bridge between spiking-level and macroscopic quantities is an on-going and well-developed story for asynchronously firing neurons, but focus has shifted to include neural populations exhibiting varying synchronous dynamics.…

神经元与认知 · 定量生物学 2018-08-16 Youngmin Park , G. Bard Ermentrout

We analyze the dynamics of two coupled identical populations of quadratic integrate-and-fire neurons, which represent the canonical model for class I neurons near the spiking threshold. The populations are heterogeneous; they include both…

斑图形成与孤子 · 物理学 2017-10-25 Irmantas Ratas , Kestutis Pyragas

Electrical stimulation of neural systems is a key tool for understanding neural dynamics and ultimately for developing clinical treatments. Many applications of electrical stimulation affect large populations of neurons. However,…

神经元与认知 · 定量生物学 2020-11-18 Caglar Cakan , Klaus Obermayer

We study the dynamics of excitable integrate-and-fire neurons in a small-world network. At low densities $p$ of directed random connections, a localized transient stimulus results in either self-sustained persistent activity or in a brief…

斑图形成与孤子 · 物理学 2009-11-10 Alex Roxin , Hermann Riecke , Sara A. Solla

An exact low-dimensional system of mean-field equations for an infinite-size network of pulse coupled integrate-and-fire neurons with a bimodal distribution of an excitability parameter is derived. Bifurcation analysis of these equations…

混沌动力学 · 物理学 2021-10-04 Viktoras Pyragas , Kestutis Pyragas

We develop an extension of the Ott-Antonsen method that allows obtaining the mean activity (spiking rate) of a population of excitable units. By means of the Ott-Antonsen method, equations for the dynamics of the order parameters of coupled…

神经元与认知 · 定量生物学 2016-09-21 Javier Roulet , Bernardo Gabriel Mindlin

By controlling the state of neuronal populations, neuromodulators ultimately affect behaviour. A key neuromodulation mechanism is the alteration of neuronal excitability via the modulation of ion channel expression. This type of…

神经元与认知 · 定量生物学 2020-09-29 Tomas Van Pottelbergh , Guillaume Drion , Rodolphe Sepulchre

The presence of correlated noise, arising from a mixture of independent fluctuations and a common noisy input shared across the neural population, is a ubiquitous feature of neural circuits, yet its impact on collective network dynamics…

神经元与认知 · 定量生物学 2026-01-16 Hui Wang , Chunming Zheng

We study the collective dynamics in a network of excitable units (neurons) adaptively interacting with a pool of resources. The resource pool is influenced by the average activity of the network, whereas the feedback from the resources to…

适应与自组织系统 · 物理学 2021-12-23 Igor Franović , Sebastian Eydam , Serhiy Yanchuk , Rico Berner

We study a pulse-coupled dynamics of excitable elements in uncorrelated scale-free networks. Regimes of self-sustained activity are found for homogeneous and inhomogeneous couplings, in which the system displays a wide variety of behaviors,…

神经元与认知 · 定量生物学 2017-03-10 P. Piedrahita , J. J. Mazo , L. M. Floría , Y. Moreno

We investigate spontaneous critical dynamics of excitatory and inhibitory (EI) sparsely connected populations of spiking leaky integrate-and-fire neurons with conductance-based synapses. We use a bottom-up approach to derive a single neuron…

生物物理 · 物理学 2022-04-05 Masud Ehsani , Jürgen Jost

Novel experimental techniques reveal the simultaneous activity of larger and larger numbers of neurons. As a result there is increasing interest in the structure of cooperative -- or correlated -- activity in neural populations, and in the…

神经元与认知 · 定量生物学 2015-05-30 James Trousdale , Yu Hu , Eric Shea-Brown , Krešimir Josić

We introduce a two-phase quadratic integrate-and-fire (QIF) neuron whose membrane potential evolves according to two alternating Riccati equations within finite bounds. This simple extension removes the unphysical voltage divergence of the…

神经元与认知 · 定量生物学 2026-03-05 Rok Cestnik

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

Neuronal excitability is the phenomena that describes action potential generation due to a stimulus input. Commonly, neuronal excitability is divided into two classes: Type I and Type II, both having different properties that affect…

神经元与认知 · 定量生物学 2020-11-03 Jantine A. C. Broek , Guillaume Drion

Chemical and electrical synapses shape the dynamics of neuronal networks. Numerous theoretical studies have investigated how each of these types of synapses contributes to the generation of neuronal oscillations, but their combined effect…

适应与自组织系统 · 物理学 2019-10-30 Bastian Pietras , Federico Devalle , Alex Roxin , Andreas Daffertshofer , Ernest Montbrió

Advances in neural recording methods enable sampling from populations of thousands of neurons during the performance of behavioral tasks, raising the question of how recorded activity relates to the theoretical models of computations…

神经元与认知 · 定量生物学 2020-07-01 Audrey J. Sederberg , Ilya Nemenman

The collective dynamics of neural populations are often characterized in terms of correlations in the spike activity of different neurons. Open questions surround the basic nature of these correlations. In particular, what leads to…

神经元与认知 · 定量生物学 2013-06-25 David Leen , Eric Shea-Brown
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