English

Flocking under Fast and Large Jumps: Stability, Chaos, and Traveling Waves

Probability 2024-04-23 v1

Abstract

We study a model for flocking given by a nn-particle system under which each particle jumps forward by a random amount, independently sampled from a given distribution θ\theta, with rate given by a non-increasing function ww of its signed distance from the system center of mass. This model was introduced in Bal\'azs et. al. (2014) and some of its properties were studied for the case when ww is bounded. In the current work we are interested in the setting where ww is unbounded, and this feature results in a stochastic dynamical system for interacting particles with fast and large jumps for which little is available in the literature. We characterize the large nn limit (the so-called `fluid limit') of the empirical measure process associated with the system and prove a propagation of chaos result. Next, for the centered nn-particle system, by constructing suitable Lyapunov functions, we establish existence and uniqueness of stationary distributions and study their tail properties. In the special case where ww is an exponential function and θ\theta is an exponential distribution, by establishing that all stationary solutions of the McKean-Vlasov equation must be the unique fixed point of the equation, we prove a propagation of chaos result at t=t=\infty and establish convergence of the particle system, starting from stationarity, in the large nn limit, to a traveling wave solution of the McKean-Vlasov equation. The proof of this result may be of interest for other interacting particle systems where convexity properties or functional inequalities generally used for establishing such a result are not available. Our work answers several open problems posed in Bal\'azs et. al.

Keywords

Cite

@article{arxiv.2404.13117,
  title  = {Flocking under Fast and Large Jumps: Stability, Chaos, and Traveling Waves},
  author = {Sayan Banerjee and Amarjit Budhiraja and Dilshad Imon},
  journal= {arXiv preprint arXiv:2404.13117},
  year   = {2024}
}

Comments

52 pages