Delaunay triangulation of non-uniform point distributions by means of multi-grid insertion

  • Authors:
  • S. H. Lo

  • Affiliations:
  • Department of Civil Engineering, The University of Hong Kong, Pokfulam, Hong Kong

  • Venue:
  • Finite Elements in Analysis and Design
  • Year:
  • 2013

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Abstract

In the light of the simplicity and the linearity of regular grid insertion, a multi-grid insertion scheme is proposed for the Delaunay triangulation of uniform and non-uniform point distributions by recursive application of the regular grid insertion to an arbitrary subset of the original point set. The fundamentals and difficulties of Delaunay triangulation of highly non-uniformly distributed points by the insertion method are discussed. Current strategies and methods of point insertions for non-uniformly distributed points are reviewed. An enhanced kd-tree insertion scheme with specified number of points in a cell and its natural sequence of insertion are presented. The regular grid insertion, the enhanced kd-tree insertion and the multi-grid insertion have been thoroughly tested with benchmark non-uniform distributions of 1-100million points. It is found that the kd-tree insertion is very sensitive to the triangulation of non-uniform point distributions with a large amount of conflicting elongated triangles. Multi-grid insertion is the most stable and efficient for all the uniform and non-uniform point distributions tested.