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emains in Category 5 until all pollutants are addressed in a completed/EPA-approved<br />
TMDL, or until the water is ‘de-listed’ via other approved administrative means.<br />
QUANTIFICATION OF PROBLEM<br />
Water bodies identified on the State’s 303(d) list <strong>as</strong> being impaired require the<br />
completion of a TMDL <strong>as</strong>sessment. Such <strong>as</strong>sessments can be done for individual<br />
impaired stream segments. More typically, however, such <strong>as</strong>sessments are done on<br />
a watershed or sub-watershed b<strong>as</strong>is, with the <strong>as</strong>sessed are<strong>as</strong> ranging in size from<br />
about 2–200 square kilometres. Development of a TMDL implies development of a<br />
report with specific mandated elements. At a minimum, this report must describe<br />
the water quality problem and identify allowable pollutant loads to the water body<br />
from both point and non-point sources that would prevent a violation of water quality<br />
standards in the future. This latter requirement dictates that some means be used to<br />
quantify pollutant loads in a watershed for which a TMDL is being prepared. Given<br />
the general lack of sufficient in-stream water quality data, many states in the United<br />
States have decided to use computer simulation models to derive the necessary load<br />
estimates. In Pennsylvania, a GIS-b<strong>as</strong>ed modelling approach h<strong>as</strong> been developed<br />
to support TMDL <strong>as</strong>sessments in watersheds where nutrients and/or sediments have<br />
been determined to be the primary cause(s) of stream impairment. This approach<br />
involves the use of AVGWLF, a calibrated modeling tool that facilitates the use of<br />
the Generalized Watershed Loading Function (GWLF) model (Haith and Shoemaker,<br />
1987) and customized statewide dat<strong>as</strong>ets and model parameterization routines<br />
within an ArcView GIS software interface.<br />
The general approach used for non-point source TMDLs in Pennsylvania is to: (1)<br />
derive GWLF input data for use in the impaired watershed; (2) simulate nutrient and/<br />
or sediment loads within the impaired watershed; (3) compare simulated loads within<br />
the impaired watershed against loads simulated for a nearby ‘reference’ watershed<br />
that exhibits similar landscape, development and agricultural patterns, but that also<br />
h<strong>as</strong> been deemed to be unimpaired; and (4) identify and evaluate pollution mitigation<br />
strategies that could be applied in the impaired watershed to achieve pollutant loads<br />
similar to those calculated for the reference watershed.<br />
With AVGWLF, a customized interface developed by Penn State for the ArcView GIS<br />
package is used to parameterize input data for the GWLF model (Evans et al., 2002).<br />
In utilizing this interface, the required GIS files are loaded automatically, and various<br />
tools are provided to create and select watersheds for simulation purposes. Once<br />
the selected watershed is identified (see Figure 2), the user is prompted to specify the<br />
desired file location for model output and to supply other information related to “nonspatial”<br />
model parameters (e.g. beginning and end of the growing se<strong>as</strong>on; and the<br />
months during which manure is spread on agricultural land). Critical terrain and other<br />
watershed data are extracted b<strong>as</strong>ed on the watershed boundary and subsequently<br />
used to automatically derive values for required model input parameters that are<br />
then written to the transport.dat and nutrient.dat input files needed to execute the<br />
GWLF model. Also accessed through the interface is a statewide weather datab<strong>as</strong>e<br />
that contains 25 years of temperature and precipitation data for 78 weather stations<br />
across Pennsylvania. This datab<strong>as</strong>e is used to create the necessary weather.dat<br />
input file for a given watershed simulation. Subsequent to input file creation, the<br />
GWLF model is executed directly within the GIS interface. An example of some of<br />
the loading output generated by the model is shown in Figure 3.<br />
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