J. Bruining et al., FLEXIBLE SPECTRAL METHODS FOR THE GENERATION OF RANDOM-FIELDS WITH POWER-LAW SEMIVARIOGRAMS, Mathematical geology, 29(6), 1997, pp. 823-848
Random field generators serve as a tool to model heterogeneous media f
or applications in hydrocarbon recovery and groundwater flow. Random f
ields with a power-law variogram structure, also termed fractional Bro
wnian motion (fBm) fields, are of interest to study scale dependent he
terogeneity effects on one-phase and two-phase flow. We show that such
fields generated by the spectral method and the Inverse Fast Fourier
Transform (IFFT) have an incorrect variogram structure and variance. T
o illustrate this we derive the prefactor of the fBm spectral density
function, which is required to generate the fBm fields. We propose a n
ew method to generate fBm fields that introduces weighting functions i
nto the spectral method. It leads to a flexible and efficient algorith
m. The flexibility permits an optimal choice of summation points (that
is points in frequency space at which the weighting function is calcu
lated) specific for the autocovariance structure of the field. As an i
llustration of the method, comparisons between estimated and expected
statistics of fields with an exponential variogram and of fBm fields a
re presented. For power-law semivariograms, the proposed spectral meth
od with a cylindrical distribution of the summation points gives optim
al results.