English

Cluster Formation in Diffusive Systems

Numerical Analysis 2025-10-30 v1 Numerical Analysis Mathematical Physics Analysis of PDEs math.MP Probability

Abstract

In this paper, we study the formation of clusters for stochastic interacting particle systems (SIPS) that interact through short-range attractive potentials in a periodic domain. We consider kinetic (underdamped) Langevin dynamics and focus on the low-friction regime. Employing a linear stability analysis for the kinetic McKean-Vlasov equation, we show that, at sufficiently low temperatures, and for sufficiently short-ranged interactions, the particles form clusters that correspond to metastable states of the mean-field dynamics. We derive the friction and particle-count dependent cluster-formation time and numerically measure the friction-dependent times to reach a stationary state (given by a state in which all particles are bound in a single cluster). By providing both theory and numerical methods in the inertial stochastic setting, this work acts as a bridge between cluster formation studies in overdamped Langevin dynamics and the Hamiltonian (microcanonical) limit.

Keywords

Cite

@article{arxiv.2510.25034,
  title  = {Cluster Formation in Diffusive Systems},
  author = {Benedict Leimkuhler and René Lohmann and Grigorios A. Pavliotis and Peter A. Whalley},
  journal= {arXiv preprint arXiv:2510.25034},
  year   = {2025}
}

Comments

51 pages, 29 Figures

R2 v1 2026-07-01T07:10:47.188Z