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Optimality of the Delaunay triangulation in ℝd

  • Published: 06 September 2005
  • Volume 12, pages 189–202 (1994)
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Optimality of the Delaunay triangulation in ℝd
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  • V. T. Rajan1 
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Abstract

In this paper we present new optimality results for the Delaunay triangulation of a set of points in ℝd. These new results are true in all dimensionsd. In particular, we define a power function for a triangulation and show that the Delaunay triangulation minimizes the power function over all triangulations of a point set. We use this result to show that (a) the maximum min-containment radius (the radius of the smallest sphere containing the simplex) of the Delaunay triangulation of a point set in ℝd is less than or equal to the maximum min-containment radius of any other triangulation of the point set, (b) the union of circumballs of triangles incident on an interior point in the Delaunay triangulation of a point set lies inside the union of the circumballs of triangles incident on the same point in any other triangulation of the point set, and (c) the weighted sum of squares of the edge lengths is the smallest for Delaunay triangulation, where the weight is the sum of volumes of the triangles incident on the edge. In addition we show that if a triangulation consists of only self-centered triangles (a simplex whose circumcenter falls inside the simplex), then it is the Delaunay triangulation.

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References

  1. F. Aurenhammer, Voronoi diagrams—a survey of a fundamental geometric data structure,ACM Comput. Surveys 23 (1991), 345–405.

    Article  Google Scholar 

  2. M. Bern and D. Eppstein, Mesh generation and optimal triangulation, inComputing in Euclidean Geometry (F. K. Hwang and D. Z. Du, eds.), World Scientific, Singapore, 1992, pp. 23–90.

    Chapter  Google Scholar 

  3. K. Q. Brown, Voronoi diagrams from convex hulls,Inform. Process. Lett. 9 (1970), 223–228.

    Article  Google Scholar 

  4. R. W. Cottle, Symmetric dual quadratic programs,Quart. Appl. Math. 21 (1963), 237–243.

    Article  MathSciNet  Google Scholar 

  5. E. F. D’Azevedo and R. B. Simpson, On optimal interpolation triangle incidences,SIAM J. Sci. Statist. Comput. 10 (1989), 1063–1075.

    Article  MathSciNet  Google Scholar 

  6. W. S. Dorn, Duality in quadratic programming,Quart. Appl. Math. 18 (1960), 155–162.

    Article  MathSciNet  Google Scholar 

  7. H. Edelsbrunner and R. Seidel, Voronoi diagrams and arrangements,Discrete Comput. Geom. 1 (1986), 25–44.

    Article  MathSciNet  Google Scholar 

  8. H. Edelsbrunner,Algorithms in Combinatorial Geometry, Springer-Verlag, New York, 1987.

    Book  Google Scholar 

  9. H. Edelsbrunner and E. P. Mucke, Simulation of simplicity: a technique to cope with degenerate cases in geometric algorithms,ACM Trans. Graphics 9 (1990), 66–104.

    Article  Google Scholar 

  10. S. Fortune, A sweepline algorithm for Voronoi diagrams,Algorithmica 2(2) (1987), 153–174.

    Article  MathSciNet  Google Scholar 

  11. L. Guibas and J. Stolfi, Primitives for the manipulation of general subdivisions and the computation of Voronoi diagrams.ACM Trans. Graphics 4 (1985), 74–123.

    Article  Google Scholar 

  12. M. S. Karasick, D. Lieber, L. R. Nackman, and V. T. Rajan, Fast Visualization of Three-Dimensional Delaunay Meshes, RC 18347, IBM T. J. Watson Research Center, Yorktown Heights, NY, 1992.

    Google Scholar 

  13. C. L. Lawson, Generation of a Triangular Grid with Applications to Contour Plotting, Internal Technical Memorandum No. 299, Jet Propulsion Laboratory, Pasadena, CA, 1972.

    Google Scholar 

  14. S. Meshkat, J. Ruppert, and H. Li, Three-Dimensional automatic unstructured grid generation based on Delaunay tetrahedralization,Proc. Internat. Conf. on Numerical grid Generation, 1991, pp. 841–851.

  15. F. P. Preparata, and M. I. Shamos,Computational Geometry—An Introduction, Springer-Verlag, New York, 1985.

    Book  Google Scholar 

  16. V. T. Rajan. Optimality of the Delaunay triangulation in ℝd,Proc. 7th Ann. Symp. on Computational Geometry, 1991, pp. 357–363.

  17. M. I. Shamos and D. Hoey, Closest-point problems,Proc. 16th Ann. IEEE Symp. on Foundations of Computer Science, 1975, pp. 151–162.

  18. V. Srinivasan, L. R. Nackman, J. Tang, and S. N. Meshkat, Automatic mesh generation using the symmetric axis transformation of polygonal domains,Proc. IEEE,80(9) (1992), 1485–1501.

    Article  Google Scholar 

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Authors and Affiliations

  1. Manufacturing Research Department, IBM Research Division, T. J. Watson Research Center, 10598, Yorktown Heights, NY, USA

    V. T. Rajan

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  1. V. T. Rajan
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Rajan, V.T. Optimality of the Delaunay triangulation in ℝd. Discrete Comput Geom 12, 189–202 (1994). https://doi.org/10.1007/BF02574375

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  • Received: 13 April 1993

  • Revised: 25 October 1993

  • Published: 06 September 2005

  • Issue date: July 1994

  • DOI: https://doi.org/10.1007/BF02574375

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Keywords

  • Convex Hull
  • Power Function
  • Voronoi Diagram
  • Discrete Comput Geom
  • Delaunay Triangulation

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