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An evolutionary approach with diversity guarantee and well-informed grouping recombination for graph coloring

Authors :
Pascale Kuntz
Daniel Cosmin Porumbel
Jin-Kao Hao
Laboratoire d'Etudes et de Recherche en Informatique d'Angers (LERIA)
Université d'Angers (UA)
Laboratoire d'Informatique de Nantes Atlantique (LINA)
Centre National de la Recherche Scientifique (CNRS)-Mines Nantes (Mines Nantes)-Université de Nantes (UN)
Source :
Computers and Operations Research, Computers and Operations Research, Elsevier, 2010, 37 (10), pp.1822-1832. ⟨10.1016/j.cor.2010.01.015⟩, Computers and Operations Research, Elsevier, 2010, 37 (10), pp.1822-1832
Publication Year :
2010
Publisher :
Elsevier BV, 2010.

Abstract

International audience; We present a diversity-oriented hybrid evolutionary approach for the graph coloring problem. This approach is based on both generally applicable strategies and specifically tailored techniques. Particular attention is paid to ensuring population diversity by carefully controlling spacing among individuals. Using a distance measure between potential solutions, the general population management strategy decides whether an offspring should be accepted in the population, which individual needs to be replaced and when mutation is applied. Furthermore, we introduce a special grouping-based multi-parent crossover operator which relies on several relevant features to identify meaningful building blocks for offspring construction. The proposed approach can be generally characterized as “well-informed”, in the sense that the design of each component is based on the most pertinent information which is identified by both experimental observation and careful analysis of the given problem. The resulting algorithm proves to be highly competitive when it is applied on the whole set of the DIMACS benchmark graphs.

Details

ISSN :
03050548
Volume :
37
Database :
OpenAIRE
Journal :
Computers & Operations Research
Accession number :
edsair.doi.dedup.....fa9eddcc3dea45feeb44ebd6e370f965
Full Text :
https://doi.org/10.1016/j.cor.2010.01.015