Sheryl Luzzadder-Beach
George Mason University
Accurately mapping a region’s ground water quality depends upon the spatial sampling strategies employed, including
where and how often field data are collected. This study compares the relative values of three field sampling strategies
for mapping a known migrating plume of volcanic ground water in Sierra Valley, California. The first strategy sampled
wells once each year during 1957, 1972, and 1980 (n=63, 45, and 57, respectively) and portrayed spatial-temporal changes
in ground water quality more clearly on maps than did two alternative sampling strategies. One of these alternatives,
Strategy 2, sampled one well per township per year during 1957, 1972, and 1980 (n=11) and did not detect the migrating
plume, despite being a recommended strategy. The other alternative, Strategy 3, frequently sampled in time a small,
fixed group of indicator wells (n=13) every four years for the same period, again producing maps with little correlation
to the original pattern detected by Strategy 1. Key Words: ground water, water quality monitoring, spatial-
temporal sampling, water quality maps, water management.
Introduction
G
round water is the most extensive fresh
water reservoir on earth after glacial ice. It
is certainly our largest accessible source of water
for drinking and other uses. The quality of this
important global resource varies greatly across
space and time, and it is well within the geogra-
pher’s realm to be concerned with the spatial
dimensions of ground water quality. Little has
appeared in mainstream geographical literature
concerning this important resource (Beach
1990, 1992), despite the research by water re-
sources geographers published in the environ-
mental and hydrologic literature (Rajagopal
1986, 1987; Loaiciga 1989; Tobin and Rajagopal
1990; and Luzzadder-Beach 1995, among oth-
ers). Many areas of the world, including parts of
the western United States, regularly endure sur-
face water deficit and are therefore increasing
their dependence upon ground water. This situ-
ation underscores the importance of refining
geographic methods to determine and monitor
the quality of ground water resources.
A key challenge to assessing ground water
quality accurately is determining the most ap-
propriate field sampling design for mapping
ground water quality. Previous research has
studied two important considerations of best
sampling designs: the most efficient number of
sampling locations in a ground water basin and
geographic pattern of these locations (Ward
1981; Nelson and Ward 1981; Pfannkuch 1982;
Rouhani 1985, 1986; Rajagopal 1986, 1987;
Beach 1987, 1990; Hsueh and Rajagopal 1988;
Loaiciga 1989; Natarajan and Rajagopal 1994;
Luzzadder-Beach 1995). A third consideration
that has received less attention is the temporal
dimension in spatial sampling of ground water
quality, including both the time intervals be-
tween sampling events, and measuring patterns
of water quality change over time.
This paper will focus on which geographic
sampling strategies enhance our ability to de-
tect and map changes in ground water quality
over time. It analyzes a known, migrating
plume of volcanic ground water in Sierra Val-
ley, California, to test the effectiveness of sev-
eral spatial sampling strategies for detecting a
time-series of ground water quality changes in
a real world setting. Unwin (1981) reminds us
of the special difficulties of spatial sampling in
geography:
Whatever the underlying true correlation, the im-
position of data collection zones leads to very
different values for the correlation coefficient. It is
*This work was funded, in part, by a summer research fellowship from the University of Minnesota’s Geography Department. The author wishes
to thank the California Department of Water Resources for field research opportunities and data in connection with the Sierra Valley Ground
Water Study. The author is indebted to the anonymous reviewers for their helpful suggestions. Special thanks go to T. Beach, D. Brown, P. Gers-
mehl, H. Pfannkuch, R. Skaggs, and J. Wood for comments on earlier drafts of this paper, and to P. Cotterill for assistance with final graphics.
Views expressed are the author’s and do not necessarily represent those of the aforementioned institutions or individuals.
Professional Geographer, 49(2) 1997, pages 179–192 © Copyright 1997 by Association of American Geographers.
Initial submission, December 1995; revised submissions, June 1996, November 1996; final acceptance, November 1996.
Published by Blackwell Publishers, 350 Main Street, Malden, MA 02148, and 108 Cowley Road, Oxford, OX4 1JF, UK.
Spatial Sampling Strategies for Mapping a Volcanic Ground
Water Plume in Sierra Valley, California*