We present a point set registration method in bounded domains based on the solution to the Fokker–Planck equation. Our approach leverages (i) density estimation based on Gaussian mixture models; (ii) a stabilized finite element discretization of the Fokker–Planck equation; (iii) a specialized method for the integration of the particles. We review relevant properties of the Fokker–Planck equation that provide the foundations for the numerical method. We discuss two strategies for the integration of the particles and we propose a regularization technique to control the distance of the particles from the boundary of the domain. We perform extensive numerical experiments for two two-dimensional model problems to illustrate the many features of the method.

Point-set registration in bounded domains via the Fokker–Planck equation / Iollo, A; Taddei, T. - In: COMPTES RENDUS MATHÉMATIQUE. - ISSN 1631-073X. - (2025). [10.5802/crmath.753]

Point-set registration in bounded domains via the Fokker–Planck equation

Taddei T
2025

Abstract

We present a point set registration method in bounded domains based on the solution to the Fokker–Planck equation. Our approach leverages (i) density estimation based on Gaussian mixture models; (ii) a stabilized finite element discretization of the Fokker–Planck equation; (iii) a specialized method for the integration of the particles. We review relevant properties of the Fokker–Planck equation that provide the foundations for the numerical method. We discuss two strategies for the integration of the particles and we propose a regularization technique to control the distance of the particles from the boundary of the domain. We perform extensive numerical experiments for two two-dimensional model problems to illustrate the many features of the method.
2025
fokker–planck; model order reduction; point set registration
01 Pubblicazione su rivista::01a Articolo in rivista
Point-set registration in bounded domains via the Fokker–Planck equation / Iollo, A; Taddei, T. - In: COMPTES RENDUS MATHÉMATIQUE. - ISSN 1631-073X. - (2025). [10.5802/crmath.753]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1745037
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