WHAT DOES GIS BRING TO HYDROLOGIC MODELING?
By Caroline Frey
Hydrologic
modeling
Hydrologic modeling has existed for about 150 years but really developed
with computers. The major issues are:
- Water utilization;
- Pollution control and mitigation;
- Flood control and mitigation.
David Maidment defines
it as a: "mathematical representation of the flow of water and its components
on some part of the land surface or subsurface environment."
There are 4 categories of spatial components used in hydrologic modeling
that can usually be simplified from 3D to 2D:
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Watersheds
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Pipes and stream channels
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Aquifers
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Lakes and estuaries
The USGS has a web site from which their water
resources software can be downloaded.
Flow
transport processes in hydrology
All spatial components in hydrology governed by same principles:
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Principle of mass conservation:
Continuity equation: Rate of storage = inflow – outflow
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Momentum principle: (Newton's 2nd law of motion)
If an unbalanced external force acts upon a body, its motion will change
in proportion to the magnitude of the force and in the direction of the
external force.
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Energy principle: (contained in 1st law of thermodynamics)
Change in energy of a body = amount of heat input – amount of work
(work = force applied by body * distance it moves)
Modeling of 1 and 2 factors is well understood. 3D variation is more difficult
and still experimental. GIS can help progressing in 3D modeling because
it solidifies the treatment of spatial variation.
View
of motion in hydrology and GIS
In hydrology, modeling is usually done using the Eularian view of motion,
which focusses on a fixed frame through which motion occurs. The mass,
momentum and energy equations can all be written for the Eularian view.
Fluid modeling can be done in GIS using the Eularian view of motion,
because GIS presents fixed frames in space through which fluid passes,
as required by the Eularian view.
Coupling
hydrologic modeling with GIS
GRASS is a public domain modeling system commonly used. The software and
information about its applications can be found at:
http://www.baylor.edu/~grass/
There are 5 levels of hydrologic modeling in association with GIS:
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Hydrologic assessment:
Definition: mapping in GIS of hydrologic factors that relate to some
situation, usually in order to assess a risk, for example the groundwater
contamination potential.
Hydrologic parameter determination:
This is the most active area in GIS related to hydrology. The goal
is to determine the parameters needed for hydrologic modeling by analysis
of the terrain and land cover features. These parameters are usually extracted
from raster GIS systems (channel length, land surface slope, land use,
soil characteristics).
The following schematic explains how data is acquired by GIS:
This web site
shows how new parameters can be extracted from the different layers of
a GIS model.
For this kind of modeling, terrain needs to be represented by grids
or TINs to have automated, simple delineation and description routines.
-
Hydrologic modeling within GIS:
Modeling is possible directly within GIS if time is not considered.
It is possible to avoid the problem if annual averages are considered.
An example of application is the modeling a pollutant plume: 
-
Time can also be eliminated if you consider an event (peak flow condition),
and assume same conditions throughout the system (limited view).
-
Linking GIS and hydrologic models:
Also a very active area of research, especially for groundwater flow (surface
water flow is more difficult because of the important time variation).
Hydrologic models are linked to GIS in order to compute flow and display
results (ex: piezometric head surface or contaminant plumes).
-
Object-oriented linkage:
Several steps are necessary to represent the real world through GIS. Semantic
modeling goes beyond tabular modeling. It tries to capture the functional
interrelationship of the things located on the map. It is used a lot in
hydrology.
Limits
to effective coupling
Several differences between GIS and hydrologic modeling limit the effectiveness
of their coupling:
-
GIS is made for processing a vast amount of data, and hydrologic modeling
is rather concerned by very precise and detailed analysis of a small area.
This difference makes that GIS is often not complete enough to process
hydrologic data.
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Hydrologic models are time varying, particularly for surface water flow,
and GIS has no explicit representation of time in the data structure. This
is why GIS is mainly used for data input and output.
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GIS and hydrologic modeling don't use the same idea of a relationship:
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In GIS, a relation is a simple association between two sets of data
using a key item common to both.
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In hydrology, it is a complex mathematical equation.
Relations seem weak in GIS systems compared to hydrologic models.
GIS is not capable of handling the complex physical laws that control hydrologic
processes.
Conclusions
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Accomplishments:
Linking GIS and hydrologic modeling allowed:
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models to be more effective and efficient;
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to better represent the surface environment used to build up the
input data for hydrologic modeling easier;
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the output from hydrologic models to be displayed in a good environment.
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Future improvements:
The efficiency and accuracy of GIS and hydrologic modeling coupling could
be improved in the following way:
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Instead of averaging spatial properties, a hydrologic model should
be built, that really accounts for the different geologies and soils based
on polygon coverage in GIS.
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The use of GIS coupled with models of soil saturation should allow developing
more realistic models of stream flow generation than those assuming Hortonian
overland flow.
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Surface water and groundwater are obviously linked, but in hydrologic modeling,
they are rarely linked, which gives an incomplete view. GIS can be used
for adding more layers to the model in order to allow the coupling of surface
and groundwater.
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Questions? Send me e-mail at: caroline_frey@hotmail.com
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