Have you taken a geostatistics class and afterward felt that this
was good information, but felt confused about the application of
what you learned? Did you get bogged down in all the math and felt
that there must be a way to look at the results which didn't require
postdoctoral work in statistics? This publication, developed by
Stephen A. Krajewski and Betty Gibbs, is for you.
Except for a few equations, the primer goes step-by-step through
the process of calculating variograms and interpreting the result.
One-dimensional, two-dimensional, and three-dimensional variograms
are covered. Explanations are given for the meaning of all the parts
of a variogram, the properties of a variogram, and how they are
used.
Examples are scattered through the entire book showing how variograms
look when a variety of geologic conditions exist. Variogram models
are explained in simple terminology - and the formulas are there
if you are into that sort of thing. Pictures are also provided so
you can get an idea of what the different models look like graphically.
Instructions are given about how to select range values on different
types of models.
The process for determining anisotropy using variograms in different
directions is covered in detail. Geometric anisotropy and zonal
anisotropy are defined and illustrated. Illustrations are shown
about how pairs are selected.
The Recipe for Modeling Variograms section describes the process
of examining and analyzing data to begin the process of understanding
the geological environment using variograms as a tool to verify
interpretations. Did you ever wonder how a "good" variogram looks?
Some of the reasons for variogram appearance are explored and discussed.
Another section is devoted to identifying and discussing common
problems encountered during variogram modeling. The problems discussed
include situations where:
- Geometric anisotropy is present.
- Zonal anisotropy is present.
- Drift (trend) is present.
- Proportional effect is present.
- Nested structures are present.
- Hole effect is present.
- Periodicity is present.
Another section covers many of the pitfalls of interpreting variograms
and what to do about problems that arise. How variograms are used
at various stages in a project life complete the instruction.
Commercial and public domain software sources are listed
and described, as well as how to obtain software. References are
listed.
This Variogram Primer does not take the place of a course in geostatistics.
It can be a valuable adjunct to the understanding of what you are
looking at when all those little points are plotted on a graph and
you don't see how they could possibly mean anything. This nonmathematical
treatment of the process as well as explanations of terminology,
is a valuable resource contained in one book. Information was collected
from a variety of sources and consolidated into this very meaningful
and pertinent volume. If you need to create and interpret variograms
but don't want to be an expert geostatistician, you will find much
valuable information in this book.