|
Role of Models
Role of Models
Application of Models for Watershed Restoration
Using TMDLs
Keeping track of load allocations is a complicated process. There are
a number of water-shed
models available, but few are designed specifically to deal with TMDL
issues. Many
need extensive local calibration to provide realistic predictions of
water quality. When
using models, it is important to keep in mind that the quality you
get out of a model de-pends
on what you put into it. If data going in are not reliable then you’re
not going to get
reliable information out of it.
BASINS: Better Assessment Science Integrating Point
and Nonpoint Sources
BASINS is a software package developed by the US Environmental
Protection Agency that
combines standard water quality and watershed models with a
Geographic Information
System (GIS) containing numerous national data layers. BASINS GIS
allows the user to
examine watersheds from several perspectives (EPA, 1998) and to
overlay landscape
features, pollution sources, and monitoring data layers (see Figure
11 below). BASINS
allows a user to fully visualize, explore, and query to bring a
watershed to life (EPA, 1999).
FIGURE 11. BASINS GIS View Overlay with Reach Network (RF3), Point
Sources (PCS), Monitoring
Locations, Elevations, and USGS HUC-8 Patuxent River Watershed
Boundary.
© 1999,
YSI Incorporated 68
The US EPA is proposing that BASINS be used as the standard approach
for analyzing
baseline watershed conditions and loadings, for examining TMDL load
allocation scenarios,
and in guiding monitoring strategies for in-depth watershed analyses
and TMDL compli-ance
evaluations. EPA believes that this offers great promise for
providing a uniform
approach to the entire TMDL program.
The BASINS software and data are available via the Internet (www.epa.gov/ost/basins)
or as a
series of CD-ROM disks organized by EPA region. The simulation models
run in a Windows
environment and require the standard GIS package ArcView, version
3.0a or 3.1.
BASINS contains four data types:
w Base
cartographic data -
atlas landmarks such as roads, towns, state, tribal and county
boundaries, etc
w Physical
landscape features -
the physical environment including rivers and streams,
elevations, land use, etc
w Environmental
monitoring data -
water quality data in statistical summaries and raw
monitoring data sets
w Point
sources/loading data -
National Pollution Discharge Elimination System (NPDES)
yearly loading values and other point source (Industrial Facilities
Discharge (IFD), Toxic
Release Inventory (TRI), Superfund Sites (NPL), and Mineral Industry
Locations (USBM
mine) (EPA, 1998)
A Nation’s Worth of Data
BASINS water quality was drawn from STORET - the legacy EPA database
for water quality
data reaching as far back as the 1960s. BASINS Water Quality Station
data tables are
statistical summaries of measured pollutant concentrations for each
station over five year
increments. Summary statistics include the number of observations,
the mean value, and
15 th
, 25
th ,
50 th
, 75
th ,
and 85 th
percentile
values for each combination of station and pollut-ant,
over five-year periods.
A subset of the Water Quality Station data layer, called Water
Quality Observation Stations,
contains raw data sets for pollutants with sufficient monitoring data
sets to provide a starting
point for evaluating model simulation results. The water quality
observation stations were
selected with the additional criteria that they provide a relatively
uniform national coverage.
BASINS contains utilities to add, delete, or move water quality
observation stations as well as to
append user-supplied data sets to the Water Quality Observation
database table. Most important,
users can export water quality monitoring data sets – from programs
such as EcoWatch for
Windows --to the BASINS Postprocessor for comparison against output
from the NPSM, BA-SINS’
continuous-simulation watershed model (Fig. 2).
© 1999,
YSI Incorporated 69
Figure 12. NPSM Postprocessor Comparison Plot of Modeled Stream Flow
(red when
viewing a color copy) vs. Monitored USGS Gage Flow (blue when viewing
a color copy).
The modeler can then iteratively adjust input values, re-run the
model, and view the output
until the desired accuracy in calibration, and representation of the
physical environment, is
achieved. Additionally, experienced NPSM/HSPF users can use water
quality monitoring
time series, for parameters such as temperature and dissolved oxygen
concentration, as
model input in lieu of modeling these parameters in separate modules.
This both simplifies
and improves the accuracy of simulating complex processes such as
nutrient cycling and/or
plankton dynamics.
The data products supplied by BASINS (data source, database acronym)
include the following
(Battin, 1998):
Physical landscape features
- Watershed boundaries (USGS, HUC-8)
- River/stream networks at 1:500,000 (EPA, RF1) and 1:100,000 (EPA,
RF3)
scales
- Land use/ land cover (USGS, GIRAS)
- Elevation (USGS, DEM)
- Dam locations (ACE & FEMA, NID)
- Soil Characteristics (USDA/NRCS, STATSGO)
Pollution sources
- Permitted dischargers (EPA, NPDES/PCS)
- Toxic Release Inventory (EPA, TRI)
- Industrial Facility Dischargers (EPA, IFD)
- Mineral Industry Locations (USBM, MAS/MILS)
- Superfund sites (EPA, NPL)
Environmental monitoring
- Water quality stations summaries (EPA, STORET)
- Bacteria station summaries (EPA, STORET)
- Water quality observation data (EPA, STORET)
© 1999,
YSI Incorporated 70
- National Sediment Inventory (EPA, NSI)
- USGS gage stations and mean flow (EPA, STORET)
- Fish and wildlife advisories (EPA, LFWA)
- Shellfish contamination inventory (NOAA)
- Clean water needs survey (EPA, CWNS)
- Meteorological stations (NOAA, NCDC)
GIS Tools and Utilities
BASINS has a series of three customized GIS tools for performing
environmental assessments on
water quality and permitted discharge data layers: TARGET, which
summarizes data at the
watershed scale for areas covering multiple watersheds; ASSESS, which
summarizes data at the
monitoring station or permitted discharge location level for single
watersheds; and Data Mining,
which displays a set of dynamically linked tables for viewing all
available data for a user-selected
set of monitoring stations or permitted dischargers.
BASINS also includes six utilities:
w Watershed
delineation -
allows the user to manually digitize their own watersheds based on
river/reach segment locations, elevation data, and the user-selected
pour point
w DEM
reclassification -
redraws the elevation data layer to change viewing resolution or to
adjust the viewing resolution to emphasize hilltop or valley zones
w Import
GIS data -
user can import delineated watersheds, local land use data, and BASINS’
DEM and high resolution reach data (RF3)
w Land
use reclassification -
these tools allow the user to redefine land use classifications for
individual land use polygons as well as entire land use categories;
used for modeling land-use
change scenarios and general land use data management
w Water
quality observation data management -
allows the user to append the observation
data table and export data for select stations and pollutants
w Lookup
tables -
provides lists of water quality criteria, Standard Industrial
Classification
(SIC) codes, agency codes; useful for interpreting water quality and
discharge data sets
BASINS also generates a series of watershed characterization reports,
each one a combination of
maps, charts, and/or tables detailing watershed specific information
on 1) point sources, 2) water
quality monitoring statistics, 3) toxic air emissions, 4) land use
distribution, 5) soil characteris-tics,
and 6) watershed topography. BASINS’s customized reports enable the
TMDL analyst to
rapidly synthesize relevant environmental data for developing an
understanding of point/nonpoint
source, landscape, and water quality impact relationships as well as
to guide further analysis,
monitoring, or pollutant modeling studies.
Models Range from Simple to Complex
BASINS contains three environmental fate and transport models for
water quality and watershed
simulations. Each model extracts some input values from the BASINS
GIS and includes a
Windows interface to help enter the remaining input parameters. The
three models, in order of
increasing complexity, are:
· TOXIROUTE - a steady state water quality model that simulates
dilution and first order pollut-ant
decay for point sources at given flow rates. Reach flow, reach
network, and point source data
are extracted to populate the model for the user-selected watershed;
· QUAL2E - a steady state and quasi-dynamic water quality model for
simulating point source
© 1999,
YSI Incorporated 71
impact on water quality including nitrogen and phosphorus cycling,
dissolved oxygen and
BOD, algae, fecal coliform, other conservative and non-conservative
substances, and
temperature for given flow patterns. Reach flow, reach network, and
point source data are
extracted for user selected reach segments;
· NPSM/HSPF - a process-based, continuous-simulation watershed model
which enables
accurate model calibration against monitored flow and pollutant
concentration data. Its
modular structure accommodates a wide range of pollutants and model
complexities.
NPSM extracts reach characteristics, reach network, land use
distribution, and point source
data sets from the BA-SINS
GIS, and provides a
Windows interface to the
legacy watershed model
Hydrologic Simulation
Program - Fortran (HSPF).
Model results, for
TOXIROUTE and
QUAL2E, can be viewed in
the GIS. NPSM contains a
postprocessor for viewing
time series output of flow,
pollutant concentration,
and loading time series as
well as for model calibra-tion
and validation against
gauge station and water
quality monitoring time
series data. The
postprocessor can view
time series graphically at
daily, monthly, and yearly
time steps and in text
reports for hourly, as well
as daily, monthly, and yearly time steps.
While TOXIROUTE can be set up and run in a matter of minutes to hours
and requires an
understanding of simple water quality modeling concepts, QUAL2E
requires minutes to
hours for the simplest water quality simulations, but weeks to months
to accurately calibrate
complex simulations. Compared to the effort required to manually
generate a valid HSPF
input file, the introduction of the NPSM has dramatically reduced the
entry-level require-ments
for an initial HSPF watershed model simulation. Accurate NPSM
simulations, how-ever,
still require a substantial time investment by modelers experienced
with complex
hydrology and pollutant fate and transport modeling concepts.
An alternative, less parameter-intensive watershed model, the Soil
and Water Assessment Tool
(SWAT), is set to be released in the BASINS version 2.1 upgrade, due
out in the year 2000. The
addition of the SWAT model is intended to appeal to users with
experience with agricultural
watershed simulation models.
Limitations of Models
Technical Support is Available
Efforts to further demystify the NPSM/HSPF watershed model are
being addressed with technical support, a BASINS list server, and a
BASINS Technical Notes series (see the BASINS web page at
www.epa.gov/ost/basins for details, or join the BASINS listserv.
To join this listserv, send an e-mail to
listserver@unixmail.rtpnc.epa.gov and in the body of the e-mail
text simply write "subscribe BASINSinfo" (do not include
the
quotes). Then, on the same line as subscribe BASINSinfo write
your first name & your last name (e.g., John Doe or Mary Smith)
and then click to send the e-mail to the listserv. The purpose of the
BASINS listserv is to provide a vehicle for technical support to
BASINS users, as well as to facilitate the development of a com-munity
of BASINS users to develop and assist one another. The
listserv lets individual users become aware of the multitude of
locations and situations in which BASINS is being used as well as
provide the critical mass of technical expertise to stimulate coop-erative
growth. More information on use of the listserv is available
at: http://www.epa.gov/ost/basins/listserv.htm.
© 1999,
YSI Incorporated 72
Models are excellent tools for organizing data, integrating
processes, and gaining a broad,
dynamic view of watershed processes. However, all watershed models
are simplifications of
complex natural systems. The quality of their output depends on how
well the model is adapted
to the specific watershed conditions it is trying to simulate, both
in terms of the actual
parameter values, and the mathematical representation of processes
occurring in the water-shed.
To the extent practical, the parameters entered into the model should
be derived from
the watershed under study, or from a watershed very closely related
to the watershed of
interest. "Global" parameters rarely give useful results.
Make sure you understand the assumptions behind the model. Simple
models often are very
useful because one can understand the relationships and basic
assumptions behind the modeling.
Complex models can be very confusing and sometimes of little use
where one wants to actually
understand what is happening in a system. Output from a model should never
be
accepted
uncritically.
Output from the model needs to be compared with field-collected data
as often as is possible to
determine how accurately the model predicts reality. Remember - if
high-quality field data don’t
agree with the model, the data are right and the model is wrong, in
its calibration or its represen-tation
of that process.
© 1999,
YSI Incorporated
|