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.
机构:
Univ North Texas, Dept Math, 1155 Union Circle 311430, Denton, TX 76203 USAUniv North Texas, Dept Math, 1155 Union Circle 311430, Denton, TX 76203 USA