C. Doughty et al., HYDROLOGIC CHARACTERIZATION OF HETEROGENEOUS GEOLOGIC MEDIA WITH AN INVERSE METHOD BASED ON ITERATED FUNCTION SYSTEMS, Water resources research, 30(6), 1994, pp. 1721-1745
One way to estimate the hydrologic properties of heterogeneous geologi
c media is to invert well test data using multiple observation wells.
Pressure transients observed during a well test are compared to the co
rresponding values obtained by numerically simulating the test using a
mathematical model. The parameters of the mathematical model are vari
ed and the simulation repeated until a satisfactory match to the obser
ved pressure transients is obtained, at which point the model paramete
rs are accepted as providing a possible representation of the hydrolog
ic property distribution. Restricting the search to parameters that re
present self-similar (fractal) hydrologic property distributions can i
mprove the inversion process. Far fewer parameters are needed to descr
ibe a hierarchical medium, improving the efficiency and robustness of
the inversion. Additionally, each parameter set produces a hydrologic
property distribution with a hierarchical structure, which mimics the
multiple scales of heterogeneity often seen in natural geological medi
a. The parameters varied during the inversion create fractal sets know
n as attractors, using an iterated function system (IFS). An attractor
is mapped to a distribution of transmissivity and storativity in the
mathematical model. Thus the IFS inverse method searches for the param
eters of the IFS (typically tens of parameters) rather than the values
of the hydrologic property distribution directly (typically hundreds
to thousands of parameters). Application of the IFS inverse method to
synthetic data shows that the method works well for simple heterogenei
ties. Application to field data from a sand/clay sedimentary sequence
and a fractured granite produces reasonable results.