Fast and exact simulation of Gaussian random fields defined on the sphere cross time

Cuevas F.; Allard D.; Porcu E.

Abstract

We provide a method for fast and exact simulation of Gaussian random fields on the sphere having isotropic covariance functions. The method proposed is then extended to Gaussian random fields defined over the sphere cross time and having covariance functions that depend on geodesic distance in space and on temporal separation. The crux of the method is in the use of block circulant matrices obtained working on regular grids defined over longitude and latitude.

Más información

Título según WOS: Fast and exact simulation of Gaussian random fields defined on the sphere cross time
Título según SCOPUS: Fast and exact simulation of Gaussian random fields defined on the sphere cross time
Título de la Revista: STATISTICS AND COMPUTING
Volumen: 30
Número: 1
Editorial: Springer
Fecha de publicación: 2020
Página de inicio: 187
Página final: 194
Idioma: English
DOI:

10.1007/s11222-019-09873-1

Notas: ISI, SCOPUS