Gr. Moline et Jm. Bahr, ESTIMATING SPATIAL DISTRIBUTIONS OF HETEROGENEOUS SUBSURFACE CHARACTERISTICS BY REGIONALIZED CLASSIFICATION OF ELECTROFACIES, Mathematical geology, 27(1), 1995, pp. 3-22
Regionalized classification of electrofacies utilizes the statistical
relationships between laboratory-determined hydrologic properties and
field-measured geophysical properties to estimate spatial distribution
s of porosity, permeability, and diagenetic characteristics. The metho
d, illustrated with an application to the St. Peter Sandstone in the M
ichigan basin, combines techniques for multivariate analysis and spati
al estimation, Core plug and borehole geophysical data are clustered i
nto electrofacies that reflect the hydrologic properties and diageneti
c characteristics of the formation. Electrofacies characteristics then
are used to assign a class membership probability at locations where
only geophysical darn are available. Three-dimensional estimation of e
lectrofacies occurrence is done by kriging datasets containing the pro
bability of electrofacies membership at borehole locations. The discre
tization and kriging geometry allow three-dimensional estimation of hy
drologic parameters for a large region that incorporates meter-scale h
eterogeneity. Finally, permeability and porosity are estimated at each
grid location by probability-weighting. Because the electrofacies car
ry information about both the hydrologic and lithologic properties, th
e resulting spatial distributions provide an understanding of both the
present-day flow characteristics and the extent of processes that con
trol them.