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Flocking under Fast and Large Jumps: Stability, Chaos, and Traveling Waves
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Flocking under Fast and Large Jumps: Stability, Chaos, and Traveling Waves
abstract
We study a model for flocking given by a $n$-particle system under which each particle jumps forward by a random amount, independently sampled from a given distribution $\theta$, with rate given by a non-increasing function $w$ 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 $w$ is bounded. In the current work we are interested in the setting where $w$ 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 $n$ 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 $n$-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 $w$ is an exponential function and $\theta$ 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 $t=\infty$ and establish convergence of the particle system, starting from stationarity, in the large $n$ 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.
Forward citations
Cited by 3 Pith papers
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Uniform-in-time Propagation-of-Chaos for Stein Variational Gradient Descent
Uniform-in-time propagation-of-chaos bounds for SVGD are obtained via cutoff for distributional metrics (logarithmic rates) and via finite-dimensional closure plus conjugacy for Gaussian targets (parametric N^{-1/2} rates).
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Flocking with Multiple Types: Competition, Fluid Limits and Traveling Waves
The authors prove mean-field convergence for a two-type flocking model with discontinuous interactions and derive traveling waves as heteroclinic orbits in a reduced ODE system for the regime v+ > v- = 0.
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Flocking with Multiple Types: Competition, Fluid Limits and Traveling Waves
Two-type interacting particles with non-local order-based switching converge in law to a McKean-Vlasov process whose long-time behavior includes traveling waves identified via phase-plane analysis of a reduced ODE sys...
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