Rv. Roy et St. Grilli, PROBABILISTIC ANALYSIS OF FLOW IN RANDOM POROUS-MEDIA BY STOCHASTIC BOUNDARY ELEMENTS, Engineering analysis with boundary elements, 19(3), 1997, pp. 239-255
The mathematical and numerical modeling of groundwater flows in random
porous media is studied assuming that the formation's hydraulic log-t
ransmissivity is a statistically homogeneous, Gaussian, random field w
ith given mean and covariance function. In the model, log-transmissivi
ty may be conditioned to take exact field values measured at a few loc
ations. Our method first assumes that the log-transmissivity may be ex
panded in a Fourier-type series with random coefficients, known as the
Karhunen-Loeve (KL) expansion. This expansion has optimal properties
and is valid for both homogeneous and nonhomogeneous fields. By combin
ing the KL expansion with a small parameter perturbation expansion, we
transform the original stochastic boundary value problem into a hiera
rchy of deterministic problems. To the first order of perturbation, th
e hydraulic head is expanded on the same set of random variables as in
the KL representation of log-transmissivity. To solve for the corresp
onding coefficients of this expansion, we adopt a boundary integral fo
rmulation whose numerical solution is carried out by using boundary el
ements and dual reciprocity (DRBEM). To illustrate and validate our sc
heme, we solve three test problems and compare the numerical solutions
against Monte Carlo simulations based on a finite difference formulat
ion of the original flow problem. In all three cases we obtain good qu
antitative agreement and the present approach is shown to provide both
a more efficient and accurate way of solving the problem. (C) 1997 El
sevier Science Ltd.