Surface finite element approximation of spherical Whittle--Matérn Gaussian random fields
arXiv:2102.08822 · doi:10.1137/21M1400717
Abstract
Spherical Whittle--Matérn Gaussian random fields are considered as solutions to fractional elliptic stochastic partial differential equations on the sphere. Approximation is done with surface finite elements. While the non-fractional part of the operator is solved by a recursive scheme, a quadrature of the Dunford--Taylor integral representation is employed for the fractional part. Strong error analysis is performed, and the computational complexity is bounded in terms of the accuracy. Numerical experiments for different choices of parameters confirm the theoretical findings.
arXiv comment19 pages, 5 figures
References in corpus (7)
- Isotropic Gaussian random fields on the sphere: Regularity, fast simulation and stochastic partial differential equations
- Numerical solution of fractional elliptic stochastic PDEs with spatial white noise
- The rational SPDE approach for Gaussian random fields with general smoothness
- Weak convergence of Galerkin approximations for fractional elliptic stochastic PDEs with spatial white noise
- Regularity and convergence analysis in Sobolev and Hölder spaces for generalized Whittle-Matérn fields
- Fast generation of isotropic Gaussian random fields on the sphere
- Numerical analysis of lognormal diffusions on the sphere