|
1. Data base set-up
1.1. Creation of Geographic Temporal
Data Base
publication references
1.1.1. Aquisition
Final formatting requirements are described on the input
data page. The spatial data required for model input may be compiled
in a geographic information system (GIS). Types of regional attribute
data include urban extent, transportation, land use/cover, areas where
urbanization cannot occur, areas resistant to urban development, and topography.
All data must be registered to the same geographic projection.
1.1.2. Transformation
The model accepts input data in GIF image format, therefore all data must
be rasterized in a grid format. All attribute grids must have the same
extent and resolution so that the row and column count is consistent across
all grids. (In ArcInfo: the commands LINEGRID
or POLYGRID may be used to transform vector
data to raster, and GRIDIMAGE will transform
grids to several image formats. An image software such as xv
or Photoshop may be used to convert to
GIF image format.)
1.1.3. Brute force calibration
and data resampling
Due to the extensive computational requirements of calibrating the model,
a brute force method has been used to derive parameter values.
This method involves calibrating the model to the data in steps, sequentially
narrowing the range of coefficient values and increasing the data resolution*.
We generally try to accomplish this in three steps: coarse, fine
and final.
coarse
In the initial coarse phase of calibration, the entire range (0
- 100) of the five coefficients is explored using large increments (e.g.;
for each coefficient, value = {0, 25, 50, 75, 100}), and the resolution
of the data is 1/4 of its full size. For example, if a data set's full
resolution is 200x200, for coarse calibration all images would
be resampled to 50x50.
fine
Using the best fit values found in the control_stats.log
file produced in the coarse calibration phase, the range of possible
coefficient values is narrowed. Ideally, the ranges will be narrowed so
that increments of 5 - 10 may be used while still only using about 5-6
values per coefficient (e.g.; for a coefficient, value = {25, 30, 35,
40, 45, 50}). These new ranges are then applied to data that has been
resampled to 1/2 of its full resolution. For example, if a data set's
full resolution is 200x200, for fine calibration all images would
be resampled to 100x100.
final
Using the best fit values found in the control_stats.log
file produced in the fine calibration phase, the range of possible
coefficient values is narrowed. Ideally, the ranges will be narrowed so
that increments of 1 - 3 may be used while still only using about 5-6
values per coefficient (e.g.; for a coefficient, value = {4, 6, 8, 10,
12}). These new ranges are then applied to the full resolution data.
* How the data is resampled is up to the user. It may
be done entirely in the raster environment. However, if source data are
in a vector format (e.g.; transportation), the resolution of the grid
may be selected at the time of transformation in to raster and might be
perferable to resampling a grid.
1.2. Naming Convention
The model expects greyscale, GIF image files with the
file name format as described below. The file names must be listed in
the scenario
file. The attribute names must read as indicated below (urban,
roads, landuse, excluded, slope or hillshade).
The date must be a four digit integer. If
the file names deviate from this format they will not be read in by the
model.
< > = user selected fields
[< >] = optional fields
Urban data GIFs:
format: <location>.urban.<date>.[<user
info>].gif
Examples:
URBAN_DATA= demo200.urban.1930.gif
URBAN_DATA= demo200.urban.1950.gif
URBAN_DATA= demo200.urban.1970.gif
URBAN_DATA= demo200.urban.1990.gif
Road data GIFs:
format: <location>.roads.<date>.[<user
info>].gif
Examples:
ROAD_DATA= demo200.roads.1930.gif
ROAD_DATA= demo200.roads.1950.gif
ROAD_DATA= demo200.roads.1970.gif
ROAD_DATA= demo200.roads.1990.gif
Land use data GIFs:
format: <location>.landuse.<date>.[<user
info>].gif
Example:
LANDUSE_DATA= demo200.landuse.1930.gif
LANDUSE_DATA= demo200.landuse.1990.gif
Excluded data GIF
format:: <location>.excluded.[<user
info>].gif
Example:
EXCLUDED_DATA= demo200.excluded.gif
Slope data GIF
format : <location>.slope.[<user info>].gif
Example:
SLOPE_DATA= demo200.slope.gif
Background data GIF
format : <location>.hillshade.[<user info>].gif
Example:
BACKGROUND_DATA= demo200.hillshade.gif
|