Non-mean-field Vicsek-type models for collective behaviour

TL;DR

This paper investigates non-mean-field Vicsek-type models with local and global interaction scaling, comparing particle and PDE dynamics, revealing differences in pattern formation and stability of equilibria.

Contribution

It introduces and analyzes non-mean-field Vicsek models with local and global scaling, highlighting their distinct behaviors and stability properties at the PDE level.

Findings

Both models exhibit pattern formation in particle systems.

Globally scaled PDEs have unstable equilibria leading to traveling waves.

Locally scaled PDEs have stable equilibria, preventing traveling waves.

Abstract

We consider interacting particle dynamics with Vicsek type interactions, and their macroscopic PDE limit, in the non-mean-field regime; that is, we consider the case in which each particle/agent in the system interacts only with a prescribed subset of the particles in the system (for example, those within a certain distance). In this non-mean-field regime the influence between agents (i.e. the interaction term) can be normalised either by the total number of agents in the system (\textit{global scaling}) or by the number of agents with which the particle is effectively interacting (\textit{local scaling}). We compare the behaviour of the globally scaled and the locally scaled systems in many respects, considering for each scaling both the PDE and the corresponding particle model. In particular we observe that both the locally and globally scaled particle system exhibit pattern formation (i.e. formation of travelling-wave-like solutions) within certain parameter regimes, and generally display similar dynamics. The same is not true of the corresponding PDE models. Indeed, while both PDE models have multiple stationary states, for the globally scaled PDE such (space-homogeneous) equilibria are unstable for certain parameter regimes, with the instability leading to travelling wave solutions, while they are always stable for the locally scaled one, which never produces travelling waves. This observation is based on a careful numerical study of the model, supported by further analysis.