Mean-field limit for the stochastic Vicsek model
Fran\c{c}ois Bolley, Jos\'e A. Ca\~nizo, Jos\'e A. Carrillo

TL;DR
This paper rigorously derives the mean-field PDE for the stochastic Vicsek model with noise, demonstrating convergence of particle laws to the PDE solution on a surface, and establishing existence and uniqueness results.
Contribution
It provides the first rigorous derivation of the kinetic mean-field PDE for the Vicsek model with noise on a surface, including convergence and well-posedness analysis.
Findings
Convergence of particle law to the PDE solution as N tends to infinity
Existence and uniqueness of solutions for both the particle system and PDE
Extension of coupling methods to surface-based models
Abstract
We consider the continuous version of the Vicsek model with noise, proposed as a model for collective behavior of individuals with a fixed speed. We rigorously derive the kinetic mean-field partial differential equation satisfied when the number N of particles tends to infinity, quantifying the convergence of the law of one particle to the solution of the PDE. For this we adapt a classical coupling argument to the present case in which both the particle system and the PDE are defined on a surface rather than on the whole space. As part of the study we give existence and uniqueness results for both the particle system and the PDE.
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Taxonomy
TopicsOpinion Dynamics and Social Influence · stochastic dynamics and bifurcation · Advanced Thermodynamics and Statistical Mechanics
