Local Limit Theorems for Energy Fluxes of Infinite Divisible Random Fields
Jos\'e Ulises M\'arquez-Urbina, Orimar Sauri

TL;DR
This paper establishes local limit theorems for divergence-like functionals of infinitely divisible random fields, describing their asymptotic behavior and potential applications in turbulence energy measurement.
Contribution
It derives stable convergence limit theorems for surface integrals of infinitely divisible fields over shrinking regions, linking limits to stochastic integrals with Lévy bases.
Findings
Stable convergence in distribution for divergence functionals
Limit fields described via Lévy basis stochastic integrals
Application to turbulence kinetic energy measurement
Abstract
We study the local asymptotic behavior of divergence-like functionals of a family of -dimensional Infinitely Divisible Random Fields. Specifically, we derive limit theorems of surface integrals over Lipschitz manifolds for this class of fields when the region of integration shrinks to a single point. We show that in most cases, convergence stably in distribution holds after a proper normalization. Furthermore, the limit random fields can be described in terms of stochastic integrals with respect to a L\'evy basis. We additionally discuss how our results can be used to measure the kinetic energy of a possibly turbulent flow.
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.
Taxonomy
TopicsGeometry and complex manifolds · Stochastic processes and statistical mechanics · Geometric Analysis and Curvature Flows
