Future Growth - Methodology
Modeling future growth starts with Landsat satellite imagery
and high resolution GIS data centered on Washington, D.C.
Using grids from 3 to 30 meters, the level of imperviousness
for the study area was determined and aggregated at the 30
meter cell level for each of four time points, 1986, 1990,
1994, and 2000. Those cells with imperviousness of 10% or
greater were defined as developed which then established the
historic baseline of development patterns.
Using the historic footprint of development (1986-2000) in
the Washington, D.C. area, University of Maryland researchers
employed the urban growth model known as SLEUTH. The SLEUTH
model projects the probability of cells becoming developed
over time based on five parameters. Those parameters - dispersion
(probability of any random cell becoming developed spontaneously),
breed (tendency to become a growth center), spread (growth
around the edge of development), road gravity (the influence
of roads), and slope (the effect of topography) - are the
guiding algorithms of the model.
Decision rules are then added to the model for the predictive
phase which adjust the likelihood of development based on
the scenario being projected. For example, current trends
decreases the likelihood of development along tidal waters
and some streams to reflect stream buffer policies.
More details about the methodology will be coming available
on the University of Maryland website soon:
http://www.geog.umd.edu/resac/
The amount of data and the number of iterations and calculations
required in the calibration phase posed new challenges to
the capacity of the U.S. Geological Services lab in Colorado
and required almost a week of machine time. The SLEUTH model
was run on a 45 meter grid to balance between cell size and
area so that the USGS computers could handle the data at one
time. The predictive phase generates statistics and grid data
images, which can be taken into a Geographic Information System
for quantitative analysis, of the location and extent of probable
development in the future. In the case of the Washington,
D.C. area, only those cells which showed an 85% or higher
probability of development were accepted as indicating new
growth.
The ability of the model to project not only how much development
is likely to occur, but the location of that change is a significant
part of its power and usefulness.
More details about SLEUTH are available at: (http://www.ncgia.ucsb.edu/projects/gig/v2/Home/home.htm).
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