Isotropic Q-fractional Brownian motion on the sphere: Regularity and fast simulation
Artikel i vetenskaplig tidskrift, 2025

As an extension of isotropic Gaussian random fields and Q-Wiener processes on d-dimensional spheres, isotropic Q-fractional Brownian motion is introduced and sample Hölder regularity in space-time is shown depending on the regularity of the spatial covariance operator Q and the Hurst parameter H. The processes are approximated by a spectral method in space for which strong and almost sure convergence are shown. The underlying sample paths of fractional Brownian motion are simulated by circulant embedding or conditionalized random midpoint displacement. Temporal accuracy and computational complexity are numerically tested, the latter matching the complexity of simulating a Q-Wiener process if allowing for a temporal error. This article is part of the theme issue 'Partial differential equations in data science'.

fractional Brownian motion

d-dimensional sphere

Gaussian processes

circulant embedding

spherical harmonic functions

Karhunen-Loève expansion

Författare

Annika Lang

Chalmers, Matematiska vetenskaper, Tillämpad matematik och statistik

Björn Müller

Chalmers, Matematiska vetenskaper, Tillämpad matematik och statistik

Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences

1364-503X (ISSN) 1471-2962 (eISSN)

Vol. 383 2298 20240238

Efficienta approximeringsmetoder för stokastiska fält på mångfalder

Vetenskapsrådet (VR) (2020-04170), 2021-01-01 -- 2024-12-31.

Ämneskategorier (SSIF 2025)

Sannolikhetsteori och statistik

DOI

10.1098/rsta.2024.0238

Mer information

Senast uppdaterat

2025-06-22