Gradient flows of interacting Laguerre cells as discrete porous media flows
Andrea Natale (RAPSODI, LPP)

TL;DR
This paper investigates how discrete particle systems based on Laguerre tessellations evolve over time and demonstrates their convergence to solutions of nonlinear porous medium PDEs in the high cell number limit.
Contribution
It introduces a novel discrete model based on Laguerre cells and proves its convergence to continuous porous medium equations as the number of cells increases.
Findings
Discrete models converge to porous medium PDE solutions
Use of modulated energy argument for convergence proof
Establishment of high cell limit behavior
Abstract
We study a class of discrete models in which a collection of particles evolves in time following the gradient flow of an energy depending on the cell areas of an associated Laguerre (i.e. a weighted Voronoi) tessellation. We consider the high number of cell limit of such systems and, using a modulated energy argument, we prove convergence towards smooth solutions of nonlinear diffusion PDEs of porous medium type.
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.
Code & Models
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsGeometric Analysis and Curvature Flows · Mathematical Biology Tumor Growth · Advanced Mathematical Modeling in Engineering
