Set of tools to manipulate Digital Elevation Models (DEMs)
Project description
xdem
Set of tools to manipulate Digital Elevation Models (DEMs)
More documentation to come!
Installation
$ git clone https://github.com/GlacioHack/xdem.git
$ cd ./xdem
$ conda env create -f environment.yml
$ conda activate xdem
$ pip install .
or
pip install git+https://github.com/GlacioHack/xdem.git
To update, please use the --force-reinstall
flag for conda
or pip
to ensure the latest version is installed (geoutils
and xdem
do not yet have proper release schedules as of 2021-05-13).
Structure
xdem are for now composed of three libraries:
coreg.py
with tools covering differet aspects of DEM coregistrationspatial_tools.py
for spatial operations on DEMsdem.py
for DEM-specific operations, such as vertical datum correction.
How to contribute
You can find ways to improve the libraries in the issues section. All contributions are welcome. To avoid conflicts, it is suggested to use separate branches for each implementation. All changes must then be submitted to the dev branch using pull requests. Each PR must be reviewed by at least one other person.
Documentation
See the documentation at https://xdem.readthedocs.io
Testing - again please read!
These tools are only valuable if we can rely on them to perform exactly as we expect. So, we need testing. Please create tests for every function that you make, as much as you are able. Guidance/examples here for the moment: https://github.com/GeoUtils/georaster/blob/master/test/test_georaster.py https://github.com/corteva/rioxarray/blob/master/test/integration/test_integration__io.py
Examples
Coregister a DEM to another DEM
import xdem
reference_dem = xdem.DEM("path/to/reference.tif")
dem_to_be_aligned = xdem.DEM("path/to/dem.tif")
nuth_kaab = xdem.coreg.NuthKaab()
nuth_kaab.fit(reference_dem.data, dem_to_be_aligned.data, transform=reference_dem.transform)
aligned_dem = xdem.DEM.from_array(
nuth_kaab.apply(dem_to_be_aligned.data, transform=dem_to_be_aligned.transform),
transform=dem_to_be_aligned.transform,
crs=dem_to_be_aligned.crs
)
aligned_dem.save("path/to/coreg.tif")
This is an implementation of the Nuth and Kääb (2011) approach. Please see the documentation for more approaches.
Subtract one DEM with another
import xdem
first_dem = "path/to/first.tif"
second_dem = "path/to/second.tif"
difference = xdem.spatial_tools.subtract_rasters(first_dem, second_dem)
difference.save("path/to/difference.tif")
By default, second_dem
is reprojected to fit first_dem
.
This can be switched with the keyword argument reference="second"
.
The resampling method can also be changed (e.g. resampling_method="nearest"
) from the default "cubic_spline"
.
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