Local stationarity and simulation of self-affine intrinsic random functions

Authors
Citation
Ml. Stein, Local stationarity and simulation of self-affine intrinsic random functions, IEEE INFO T, 47(4), 2001, pp. 1385-1390
Citations number
25
Categorie Soggetti
Information Tecnology & Communication Systems
Journal title
IEEE TRANSACTIONS ON INFORMATION THEORY
ISSN journal
00189448 → ACNP
Volume
47
Issue
4
Year of publication
2001
Pages
1385 - 1390
Database
ISI
SICI code
0018-9448(200105)47:4<1385:LSASOS>2.0.ZU;2-J
Abstract
Gaussian intrinsic random functions with power law generalized covariance f unctions, which in one dimension essentially correspond to fractional and i ntegrated fractional Brownian motions, form a class of self-affine models f or random fields with a wide range of smoothness properties, These random f ields are nonstationary, but appropriately filtered versions of them are st ationary. This work proves that most such random functions are locally stat ionary in a certain well-defined sense. This result yields an efficient and exact method of simulating all fractional and integrated fractional Browni an motions.