Hydrologic Modeling of an Eastern Pennsylvania Watershed
with NEXRAD and Rain Gauge Data
Latif Kalin
1
and Mohamed M. Hantush
2
Abstract: This paper applies the Soil Water Assessment Tool SWAT to model the hydrology in the Pocono Creek watershed located in
Monroe County, Pa. The calibrated model will be used in a subsequent study to examine the impact of population growth and rapid
urbanization in the watershed on the base flow and peak runoff. Of particular interest in this paper is the exploration of potential use of
Next Generation Weather Radar NEXRAD technology as an alternative source of precipitation data to the conventional surface rain
gauges. NEXRAD estimated areal average precipitations are shown to compare well with the gauge measured ones at two climate stations
in the study area. Investigation of the spatially distributed NEXRAD precipitation estimates revealed that average annual precipitation can
vary spatially as much as 12% in the Pocono Creek watershed. The SWAT model is calibrated and validated for monthly stream flow, base
flow, and surface runoff. Hydrographs generated from both gauge and NEXRAD driven model simulations compared well with observed
flow hydrographs. Although little effort is spent on daily calibration, model simulations and observed flows were in good agreement at the
daily scale as well. Almost similar model efficiency statistics, i.e., mass balance error MBE, coefficient of determination R
2
, and
Nash-Sutcliffe efficiency E
NS
, were obtained during the calibration period in the gauge and NEXRAD driven simulations. In the
validation period, NEXRAD simulations generated higher model efficiencies at the monthly scale. On the other hand, simulations with
gauge precipitations resulted in slightly better model efficiencies at the daily time scale. The spatial representation of precipitation did not
contribute much to model performance when stream flow at the watershed outlet was the required output. However, the use of NEXRAD
technology appears to offer a promising source of precipitation data in addition to currently existing surface gauge measurements.
Discussions on new directions in radar-rainfall technology are provided.
DOI: 10.1061/ASCE1084-0699200611:6555
CE Database subject headings: Watershed management; Radar; Rain gages; Hydrologic models; Calibration; Spatial distribution;
Pennsylvania.
Introduction
Distributed hydrologic models are effective tools for environmen-
tal decision making and water resources planning and manage-
ment. They are helpful not only in making predictions of future
flow conditions, but also in assessment of hydrologic impacts of
changes in management scenarios, land cover, and climate. This
study calibrates and validates a watershed-scale distributed
hydrologic model to the Pocono Creek, which drains 120 km
2
of
an area in Monroe County, Pa. Pocono Creek has very good water
and biological quality and has been designated as Special Protec-
tion Waters by the State and the Delaware River Basin Commis-
sion DRBC. The Creek has a wild brown trout population, sig-
nificant to outdoor recreation, which is the largest economic
generator of the region. Population growth and projected urban-
ization threaten to stress the natural resources, including the
brown trout habitats in the watershed. The anticipated increase in
the demand for groundwater coupled with the expected decrease
in groundwater recharge caused by increased imperviousness are
expected to reduce base flow and increase peak runoff in the
Pocono Creek.
This paper focuses on a comparative assessment of the use of
Next Generation Weather Radar NEXRAD estimated precipita-
tion as an alternative to gauge-measured precipitation data. The
impact on the hydrology of projected future land use changes due
to urbanization in the Pocono Creek watershed will be addressed
in a future effort.
The distributed hydrologic Soil Water Assessment Tool
SWATNeitsch et al. 2002a,b, was chosen to fulfill the pro-
ject objectives. The SWAT model was originally developed to
quantify the impact of land management practices in large, com-
plex watersheds with varying soils, land use, and management
conditions over a long period of time, on the order of years. It
has been developed and maintained by U.S. Department of Agri-
culture USDA scientists and is freely available from http://
www.brc.tamus.edu/swat. It is widely accepted and used, and
numerous applications can be found in the peer-reviewed litera-
ture. For instance, as of March 2005, the SWAT model Web site
cited 156 peer-reviewed publications in the form of journal papers
or book chapters http://www.brc.tamus.edu/swat/swat-peer-
1
Assistant Professor of Forest Hydrology, School of Forestry and
Wildlife Sciences, Auburn University, Auburn, AL 36849; formerly,
ORISE Postdoctoral Researcher, U.S. Environmental Protection Agency,
National Risk Management Research Laboratory, 26 W. Martin Luther
King Dr., Cincinnati, OH 45268. E-mail: latif@auburn.edu
2
Research Hydrologist, U.S. Environmental Protection Agency,
National Risk Management Research Laboratory, 26 W. Martin Luther
King Dr., Cincinnati, OH 45268 corresponding author. E-mail:
hantush.mohamed@epa.gov
Note. Discussion open until April 1, 2007. Separate discussions must
be submitted for individual papers. To extend the closing date by one
month, a written request must be filed with the ASCE Managing Editor.
The manuscript for this paper was submitted for review and possible
publication on July 28, 2005; approved on April 4, 2006. This paper is
part of the Journal of Hydrologic Engineering, Vol. 11, No. 6,
November 1, 2006. ©ASCE, ISSN 1084-0699/2006/6-555–569/$25.00.
JOURNAL OF HYDROLOGIC ENGINEERING © ASCE / NOVEMBER/DECEMBER 2006 / 555