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Article type: Research Article
Authors: Aparicio, Guillermo1 | Casado, Leocadio G.2; * | Hendrix, Eligius M.T.3 | G.-Tóth, Boglárka4 | Garcia, Inmaculada3
Affiliations: [1] Research Group TIC146: High Performance Computing – Algorithms, University of Almería, Spain | [2] Informatics Department, University of Almería (ceiA3), Spain | [3] Department of Computer Architecture, Universidad de Málaga, Spain | [4] Department of Differential Equations, Budapest University of Technology and Economics, Hungary. E-mails: guillermoaparicio@ual.es, eligius@uma.es, igarciaf@uma.es, bog@math.bme.hu
Correspondence: [*] Corresponding author.
Abstract: In several areas like Global Optimization using branch-and-bound methods, the unit n-simplex is refined by bisecting the longest edge such that a binary search tree appears. This process generates simplices belonging to different shape classes. Having less simplex shapes facilitates the prediction of the further workload from a node in the binary tree, because the same shape leads to the same sub-tree. Irregular sub-simplices generated in the refinement process may have more than one longest edge when n≥3. The question is how to choose the longest edge to be bisected such that the number of shape classes is as small as possible. We develop a Branch-and-Bound (B&B) algorithm to find the minimum number of classes in the refinement process. The developed B&B algorithm provides a minimum number of eight classes for a regular 3-simplex. Due to the high computational cost of solving this combinatorial problem, future research focuses on using high performance computing to derive the minimum number of shapes in higher dimensions.
Keywords: regular simplex, longest edge bisection, branch-and-bound, combinatorial optimization, simplex shape
Journal: Informatica, vol. 26, no. 1, pp. 17-32, 2015
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