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We study the kinetic mean field Langevin dynamics under the functional convexity assumption of the mean field energy functional. Using hypocoercivity, we first establish the exponential convergence of the mean field dynamics and then show…

概率论 · 数学 2024-02-09 Fan Chen , Yiqing Lin , Zhenjie Ren , Songbo Wang

We consider a system of $N$ Brownian particles, with or without inertia, interacting in the mean-field regime via a weak, smooth, long-range potential, and starting initially from an arbitrary exchangeable $N$-particle distribution. In this…

概率论 · 数学 2025-05-13 Armand Bernou , Mitia Duerinckx , Matthieu Ménard

We investigate the nonequilibrium dynamics of spherical active Brownian particles in three spatial dimensions that interact via a pair potential. The investigation is based on a predictive local field theory that is derived by a rigorous…

软凝聚态物质 · 物理学 2020-08-19 Jens Bickmann , Raphael Wittkowski

We study the mean field Langevin dynamics and the associated particle system. By assuming the functional convexity of the energy, we obtain the $L^p$-convergence of the marginal distributions towards the unique invariant measure for the…

概率论 · 数学 2025-11-06 Fan Chen , Zhenjie Ren , Songbo Wang

We study the propagation of chaos and relaxation to Gibbs equilibrium for a system of $N$ classical Brownian particles with weak mean-field interactions. It is well known that propagation of chaos holds uniformly in time with rate…

偏微分方程分析 · 数学 2025-10-14 Armand Bernou , Mitia Duerinckx

We study the Langevin dynamics of diffusive particles with regular pairwise interactions under mean-field scaling. By approximating empirical distributions with conditional distributions, we establish coercive and contractive properties for…

概率论 · 数学 2026-05-28 Songbo Wang

The trend to equilibrium in large time is studied for a large particle system associated to a Vlasov-Fokker-Planck equation in the presence of a convex external potential, without smallness restriction on the interaction. From this are…

概率论 · 数学 2017-09-11 Pierre Monmarché

Combining the results of [14] and [10], the trend to equilibrium in large time is studied for a large particle system associated to a Vlasov-Fokker-Planck equation. Under some conditions (that allow non-convex confining potentials) the…

概率论 · 数学 2021-11-17 Arnaud Guillin , Pierre Monmarché

As an example of the nonlinear Fokker-Planck equation, the mean field Langevin dynamics recently attracts attention due to its connection to (noisy) gradient descent on infinitely wide neural networks in the mean field regime, and hence the…

偏微分方程分析 · 数学 2025-09-04 Mohamed Alfaki Aboubacrine Assadek

The dynamics of a Brownian particle in a constant magnetic field and time-dependent electric field is studied in the limit of white noise, using a Langevin approach for the classical problem and the path-integral Feynman-Vernon and…

统计力学 · 物理学 2022-06-20 Marco Patriarca , Pasquale Sodano

We look at the equilibrium of a Brownian particle in an inhomogeneous space following the alternative approach proposed in ref.[1]. We consider a coordinate dependent damping that makes the stochastic dynamics the one with multiplicative…

统计力学 · 物理学 2014-10-07 Avik Biswas , A. Bhattacharyay

We consider a system of classical particles, interacting via a smooth, long-range potential, in the mean-field regime, and we optimally analyze the propagation of chaos in form of sharp estimates on many-particle correlation functions.…

偏微分方程分析 · 数学 2021-12-01 Mitia Duerinckx

Brownian dynamics algorithms integrate numerically Langevin equations and allow to probe long time scales in simulations. A common requirement for such algorithms is that interactions in the system should vary little during an integration…

统计力学 · 物理学 2015-06-25 A. Scala , Th. Voigtmann , C. De Michele

We consider a model of Non-Brownian self-propelled particles with anti-alignment interactions where particles try to avoid each other by attempting to turn into opposite directions. The particles undergo apparent Brownian motion, even…

统计力学 · 物理学 2023-03-07 Thomas Ihle , Rüdiger Kürsten , Benjamin Lindner

The Smoluchowsky equation for a system of interacting Brownian particles in a temperature gradient is derived from the Kramers equation by means of a multiple time-scale method. The interparticle interactions are assumed to be represented…

统计力学 · 物理学 2009-11-11 Cristobal Lopez , Umberto Marini Bettolo Marconi

Based on a coupling approach, we prove uniform in time propagation of chaos for weakly interacting mean-field particle systems with possibly non-convex confinement and interaction potentials. The approach is based on a combination of…

概率论 · 数学 2018-05-30 Alain Durmus , Andreas Eberle , Arnaud Guillin , Raphael Zimmer

Standard algorithms for the numerical integration of the Langevin equation require that interactions are slowly varying during to the integration timestep. This in not the case for hard-body systems, where there is no clearcut between the…

软凝聚态物质 · 物理学 2013-02-07 Antonio Scala

The problem of mass diffusion in layered systems has relevance to applications in different scientific disciplines, e.g., chemistry, material science, soil science, and biomedical engineering. The mathematical challenge in these type of…

统计力学 · 物理学 2020-10-28 Oded Farago

We study systems of Brownian particles on the real line, which interact by splitting the local times of collisions among themselves in an asymmetric manner. We prove the strong existence and uniqueness of such processes and identify them…

概率论 · 数学 2012-10-02 Ioannis Karatzas , Soumik Pal , Mykhaylo Shkolnikov

We consider a finite or countable collection of one-dimensional Brownian particles whose dynamics at any point in time is determined by their rank in the entire particle system. Using Transportation Cost Inequalities for stochastic…

概率论 · 数学 2010-11-11 Soumik Pal , Mykhaylo Shkolnikov
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