Generalized Whittle-Mat$\acute{\text{E}}$rn random field as a model of correlated fluctuations
Probability
2010-07-28 v1 Mathematical Physics
math.MP
Abstract
This paper considers a generalization of Gaussian random field with covariance function of Whittle-Matrn family. Such a random field can be obtained as the solution to the fractional stochastic differential equation with two fractional orders. Asymptotic properties of the covariance functions belonging to this generalized Whittle-Matrn family are studied, which are used to deduce the sample path properties of the random field. The Whittle-Matrn field has been widely used in modeling geostatistical data such as sea beam data, wind speed, field temperature and soil data. In this article we show that generalized Whittle-Matrn field provides a more flexible model for wind speed data.
Keywords
Cite
@article{arxiv.0901.3581,
title = {Generalized Whittle-Mat$\acute{\text{E}}$rn random field as a model of correlated fluctuations},
author = {S. C. Lim and L. P. Teo},
journal= {arXiv preprint arXiv:0901.3581},
year = {2010}
}
Comments
22 pages, 10 figures, accepted by Journal of Physics A