Title :
Delaunay Triangulations on the Word RAM: Towards a Practical Worst-Case Optimal Algorithm
Author :
Schrijvers, Okke ; van Bommel, Frits ; Buchin, Kevin
Author_Institution :
Comput. Sci. Dept., Stanford Univ., Palo Alto, CA, USA
Abstract :
The Delaunay triangulation of n points in the plane can be constructed in o(n log n) time when the coordinates of the points are integers from a restricted range. However, algorithms that are known to achieve such running times had not been implemented so far. We explore ways to obtain a practical algorithm for Delaunay triangulations in the plane that runs in linear time for small integers. For this, we first implement and evaluate two variants of BrioDC, an algorithm that is known to achieve this bound. We implement the first O(n)-time algorithm for constructing Delaunay triangulations and found that our implementations are practical. While we do not improve upon fast existing algorithms (with non-optimal worst-case running time) for realistic data sets, our BrioDC implementations do give us insight into the optimal time needed for point location. Secondly, we implement and evaluate variants of BRIO, an algorithm which has an O(n log n) worst-case running time on small integers but runs faster for many distributions. Our variants aim to avoid bad worst-case behavior, which is due to high point location time. Our BrioDC implementation shows that point location time can be reduced by 25% and our squarified space-filling curve orders show the first improvement by reducing this by 3%.
Keywords :
computational complexity; curve fitting; mesh generation; optimisation; randomised algorithms; BrioDC; Delaunay triangulation; O(n)-time algorithm; biased randomized insertion order; integers; linear time; nonoptimal worst-case running time; optimal time; point location time; realistic data sets; squarified space-filling curve orders; word RAM; worst-case optimal algorithm; Computer science; Data structures; Laser radar; Legged locomotion; Mathematics; Random access memory; Sorting; Delaunay triangulations; algorithm engineering; word RAM;
Conference_Titel :
Voronoi Diagrams in Science and Engineering (ISVD), 2013 10th International Symposium on
Conference_Location :
St Petersburg
DOI :
10.1109/ISVD.2013.10