On a continuous spectral algorithm for simulating non-stationary Gaussian random fields

被引:8
|
作者
Emery, Xavier [1 ,2 ]
Arroyo, Daisy [1 ,2 ,3 ]
机构
[1] Univ Chile, Dept Min Engn, Santiago, Chile
[2] Univ Chile, Adv Min Technol Ctr, Santiago, Chile
[3] Univ Concepcion, Dept Stat, Concepcion, Chile
关键词
Turning bands; Fourier transform; Spectral density; Non-stationary covariance; MODELS; PROGRAM;
D O I
10.1007/s00477-017-1402-3
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper presents an algorithm for simulating Gaussian random fields with zero mean and non-stationary covariance functions. The simulated field is obtained as a weighted sum of cosine waves with random frequencies and random phases, with weights that depend on the location-specific spectral density associated with the target non-stationary covariance. The applicability and accuracy of the algorithm are illustrated through synthetic examples, in which scalar and vector random fields with non-stationary Gaussian, exponential, Mat,rn or compactly-supported covariance models are simulated.
引用
收藏
页码:905 / 919
页数:15
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