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delaunay triangulation implementation in python

Project description

What?

This is a pure python library for finding the delaunay triangulation on given pointsets. Maybe one day voronoi tessellation will be added, since its based on the quad-edge datastructure, which makes finding the dual to each represenations easy.

delaunay triangulation

Installation && Usage

Either clone this repository or install via pip:

pip install delaunayTriangulation

An example usage can be found here.

How?

In their paper 'Primitives for the Manipulation of General Subdivisions and the Computation of Voronoi Diagrams'[0] from 1985, L. Guibas & J. Stolfi propose a divide-and-conquer-algorithm with all the rigor one can hope for. The algorithm runs in O(n log(n)), which should be fine, but for really huge sets R. Dwyers modification [1] of the original algo from 1986 should provide a significant improvement. For now i'll stick with the first one mentioned, but later maybe this work will progress.

Why?

In comparison with scipy[2] this library is consirably more lightweight. Of course scipy's delaunay is based on QHull[3], a library written in c, which means it runs ~40 times faster than a python implementation [4].

References

[0] Guibas, Leonidas and Stolfi, Jorge 'Primitives for the Manipulation of General Subdivisions and the Computation of Voronoi' In: ACM Trans. Graph.4.2 (Apr.1985), pp. 74–123. issn: 0730-0301 doi:10.1145/282918.282923

[1] - Dwyer's Algorithm

[2] - Scipy Delaunay Implementation

[3] - QHull Delaunay Implementation

[4] - V-hill's Delaunay Implementation

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