Title :
Random Fields in Space and Time
Author_Institution :
Dept. of Math. & Stat., Wichita State Univ., Wichita, KS, USA
Abstract :
This paper introduces some χ 2 random functions, which are not homogeneous (stationary) in general, but contain the stationary case as a special case, and whose correlation structures are nonparametric and flexible so that many parametric forms can be specified. The mean square differentiability of such χ 2 random function is discussed. We also make the comparison of two χ 2 random functions through their finite-dimensional Laplace transforms.
Keywords :
Laplace transforms; random functions; χ2 random fields; χ2 random functions; correlation structures; finite-dimensional Laplace transforms; Atmospheric modeling; Brain modeling; Hydrology; Image processing; Laplace equations; Random variables; Signal processing; Space stations; Spatiotemporal phenomena; Covariance; Gaussian random function; Laplace transform order; Rayleigh random function; mean square differentiable; negative definite; positive definite; stationary;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2009.2029722