GeoJSON network simplification using raster image skeletonization and Voronoi polygons
Project description
parex
Simplify (or "pare") a GeoJSON network ("nx") using raster image skeletonization an Voronoi polygons
This uses image skeletonization or Voronoi polygons to simplify network, and output GeoPKG layers corresponding to the input, simplified and primal network. Where a primal network only contains straight line segments
The sample data set is of the Princes Street in Edinburgh, kindly shared by Robin Lovelace
Installation
To install the following will install the project into an activated python
virtual environment:
(venv) $ pip install parenx
This places the skeletonization.py
and voronoi.py
scripts into the executable search path
Examples
A bash
helper script run.sh
and example data is available under the sitepackage
project directory under venv
. The exact path varies with module and python
version
Skeletonization
The following creates a simplified network by applying skeletonization to a buffered raster array in output.gpkg
(venv) $ ./skeletonize.py data/rnet_princes_street.geojson
Voronoi
The following creates a simplified network by creating set of Voronoi polygons from points on the buffer in output.gpkg
(venv) $ ./voronoi.py data/rnet_princes_street.geojson
Simple operation
The run.sh
script sets a python virtual environment and executes the script against a data file in the data
directory
$ ./run.sh
The run.sh
script optionally takes a filename and file-extension. To simplify a file, say somewhere.geojson
and output to GeoPKG
files sk-simple.gpkg
and vr-simple.gpkg
$ ./run.sh somewhere.geojon simple
Locating the run.sh
script
To copy the run.sh
script into your local directory the following could help
$ find . -name run.sh -exec cp {} . \;
Notes
Both are the skeletonization and Voronoi approach are generic approaches, with the following known issues:
- This does not maintain a link between attributes and the simplified network
- This does not identify a subset of edges that need simplification
- The lines are a bit wobbly
- It is quite slow
Project details
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