Local stationarity and simulation of self-affine intrinsic random functions

被引:10
|
作者
Stein, ML [1 ]
机构
[1] Univ Chicago, Dept Stat, Chicago, IL 60637 USA
基金
美国国家科学基金会;
关键词
fast Fourier transform (FFT); fractional Brownian motion; Gaussian random field; locally equivalent stationary covariance; turning bands;
D O I
10.1109/18.923722
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Gaussian intrinsic random functions with power law generalized covariance functions, which in one dimension essentially correspond to fractional and integrated fractional Brownian motions, form a class of self-affine models for random fields with a wide range of smoothness properties, These random fields are nonstationary, but appropriately filtered versions of them are stationary. This work proves that most such random functions are locally stationary in a certain well-defined sense. This result yields an efficient and exact method of simulating all fractional and integrated fractional Brownian motions.
引用
收藏
页码:1385 / 1390
页数:6
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