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We propose a neuronal network model which undergoes a saddle-node bifurcation on an invariant circle as the mechanism of the transition from the interictal to the ictal (seizure) state. In the vicinity of this transition, the model captures…

神经元与认知 · 定量生物学 2017-12-27 Marinho A. Lopes , KyoungEun Lee , Alexander V. Goltsev

We focus on variational inference in dynamical systems where the discrete time transition function (or evolution rule) is modelled by a Gaussian process. The dominant approach so far has been to use a factorised posterior distribution,…

The main subject of the paper is an escape from a multi-well metastable potential on a time-scale of a formation of the quasi-equilibrium between the wells. The main attention is devoted to such ranges of friction in which an external…

统计力学 · 物理学 2015-06-25 S. M. Soskin

The emergence of transition phenomena between metastable states induced by noise plays a fundamental role in a broad range of nonlinear systems. The computation of the most probable paths is a key issue to understand the mechanism of…

动力系统 · 数学 2021-01-27 Yang Li , Jinqiao Duan , Xianbin Liu

We show that peculiar collective dynamics called slow switching arises in a population of leaky integrate-and-fire oscillators with delayed, all-to-all pulse-couplings. By considering the stability of cluster states and symmetry possessed…

无序系统与神经网络 · 物理学 2009-11-10 Hiroshi Kori

Quasistationary states are long-lived nonequilibrium states, observed in some systems with long-range interactions under deterministic Hamiltonian evolution. These intriguing non-Boltzmann states relax to equilibrium over times which…

统计力学 · 物理学 2015-03-17 Shamik Gupta , David Mukamel

Rate-induced tipping occurs when a ramp parameter changes rapidly enough to cause the system to tip between co-existing, attracting states. We show that the addition of noise to the system can cause it to tip well below the critical rate at…

动力系统 · 数学 2023-01-25 Katherine Slyman , Christopher K. Jones

Slowing down phenomena occur in both deterministic and stochastic dynamical systems at the vicinity of phase transitions or bifurcations. An example is found in systems exhibiting a saddle-node bifurcation, which undergo a dramatic time…

动力系统 · 数学 2022-02-25 J. Tomás Lázaro , Tomás Alarcón , Carlos Peña , Josep Sardanyés

Metastable transitions in Langevin dynamics can exhibit rich behaviors that are markedly different from its overdamped limit. In addition to local alterations of the transition path geometry, more fundamental global changes may exist. For…

计算物理 · 物理学 2018-05-28 Andre Souza , Molei Tao

In this paper we fully describe the trajectory of gradient flow over diagonal linear networks in the limit of vanishing initialisation. We show that the limiting flow successively jumps from a saddle of the training loss to another until…

机器学习 · 计算机科学 2023-10-26 Scott Pesme , Nicolas Flammarion

This work is devoted to the investigation of the most probable transition time between metastable states for stochastic dynamical systems. Such a system is modeled by a stochastic differential equation with non-vanishing Brownian noise, and…

数学物理 · 物理学 2021-08-11 Yuanfei Huang , Ying Chao , Wei Wei , Jinqiao Duan

A Langevin equation whose deterministic part undergoes a saddle-node bifurcation is investigated theoretically. It is found that statistical properties of relaxation trajectories in this system exhibit divergent behaviors near a saddle-node…

统计力学 · 物理学 2015-05-18 Mami Iwata , Shin-ichi Sasa

Path integrals play a crucial role in describing the dynamics of physical systems subject to classical or quantum noise. In fact, when correctly normalized, they express the probability of transition between two states of the system. In…

统计力学 · 物理学 2020-09-02 Giulio Corazza , Matteo Fadel

Additive noise in Partial Differential equations, in particular those of fluid mechanics, has relatively natural motivations. The aim of this work is showing that suitable multiscale arguments lead rigorously, from a model of fluid with…

概率论 · 数学 2022-05-12 Franco Flandoli , Umberto Pappalettera

We consider escape from a metastable state of a nonlinear oscillator driven close to triple its eigenfrequency. The oscillator can have three stable states of period-3 vibrations and a zero-amplitude state. Because of the symmetry of…

统计力学 · 物理学 2020-03-03 Yukihiro Tadokoro , Hiroya Tanaka , M. I. Dykman

We study noise induced switching in systems far from equilibrium by using an underdamped micromechanical torsional oscillator driven into the nonlinear regime. Within a certain range of driving frequencies, the oscillator possesses two…

介观与纳米尺度物理 · 物理学 2016-08-31 C. Stambaugh , H. B. Chan

Critical transitions in multistable systems have been discussed as models for a variety of phenomena ranging from the extinctions of species to socio-economic changes and climate transitions between ice-ages and warm-ages. From bifurcation…

数据分析、统计与概率 · 物理学 2018-12-24 Xiaozhu Zhang , Christian Kuehn , Sarah Hallerberg

Cell state determination is the outcome of intrinsically stochastic biochemical reactions. Tran- sitions between such states are studied as noise-driven escape problems in the chemical species space. Escape can occur via multiple possible…

Two classes of methods have been proposed for escaping from saddle points with one using the second-order information carried by the Hessian and the other adding the noise into the first-order information. The existing analysis for…

最优化与控制 · 数学 2018-03-05 Yi Xu , Rong Jin , Tianbao Yang

Noise is usually regarded as adversarial to extract the effective dynamics from time series, such that the conventional data-driven approaches usually aim at learning the dynamics by mitigating the noisy effect. However, noise can have a…

适应与自组织系统 · 物理学 2023-09-12 Zequn Lin , Zhaofan Lu , Zengru Di , Ying Tang