Entropy decrease and emergence of order in collective dynamics
Eitan Tadmor

TL;DR
This paper investigates the hydrodynamic behavior of collective dynamics driven by velocity alignment, demonstrating entropy decrease and global regularity for a broad class of initial conditions across multiple dimensions.
Contribution
It establishes the global regularity of Euler alignment systems with entropy considerations and proves existence beyond two dimensions under a critical threshold.
Findings
Entropy decreases over time leading to mono-kinetic states
Global regularity persists for large classes of initial conditions
Results apply in any number of spatial dimensions
Abstract
We study the hydrodynamic description of collective dynamics driven by velocity {\it alignment}. It is known that such Euler alignment systems must flock towards a limiting ``flocking'' velocity, provided their solutions remain globally smooth. To address this question of global existence we proceed in two steps. (i) Entropy and closure. The system lacks a closure, reflecting lack of detailed energy balance in collective dynamics. We discuss the decrease of entropy and the asymptotic behavior towards a mono-kinetic closure; and (ii) Mono-kinetic closure. We prove that global regularity persists for all time for a large class of initial conditions satisfying a critical threshold condition, which is intimately linked to the decrease of entropy. The result applies in any number of spatial dimensions, thus addressing the open question of existence beyond two dimensions.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
