  Covariance functions and variograms play a fundamental role in exploratory
analysis and statistical modelling of spatial and spatio-temporal datasets. In
this paper, we construct a new class of spatial covariance functions using the
Fourier transform of some higher-order kernels. Further, we extend this class
of the spatial covariance functions to the spatio-temporal setting by using the
idea used in Ma (2003).
