English

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-Mateˊ\acute{\text{e}}rn 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-Mateˊ\acute{\text{e}}rn family are studied, which are used to deduce the sample path properties of the random field. The Whittle-Mateˊ\acute{\text{e}}rn 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-Mateˊ\acute{\text{e}}rn 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