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ABCluster: the artificial bee colony algorithm for cluster global optimization

Physical Chemistry Chemical Physics · 2015 · Vol. 17(37) · pp. 24173–24181
Jun ZhangMichael Dolg

Abstract

Global optimization of cluster geometries is of fundamental importance in chemistry and an interesting problem in applied mathematics. In this work, we introduce a relatively new swarm intelligence algorithm, i.e. the artificial bee colony (ABC) algorithm proposed in 2005, to this field. It is inspired by the foraging behavior of a bee colony, and only three parameters are needed to control it. We applied it to several potential functions of quite different nature, i.e., the Coulomb-Born-Mayer, Lennard-Jones, Morse, Z and Gupta potentials. The benchmarks reveal that for long-ranged potentials the ABC algorithm is very efficient in locating the global minimum, while for short-ranged ones it is sometimes trapped into a local minimum funnel on a potential energy surface of large clusters. We have released an efficient, user-friendly, and free program "ABCluster" to realize the ABC algorithm. It is a black-box program for non-experts as well as experts and might become a useful tool for chemists to study clusters.

Metaheuristic Optimization Algorithms ResearchComplex Network Analysis TechniquesSwarm intelligenceArtificial bee colony algorithmCluster (spacecraft)HeuristicGlobal optimizationComputer scienceAlgorithmArtificial intelligenceMathematical optimizationMathematics

MeSH terms

AlgorithmsAnimalsBeesBiomimetics
Citations
722
FWCI
19.65
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References
68
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99%
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References
Tight-binding potentials for transition metals and alloys
Physical review. B, Condensed matter · 1993 · 1,916 citations
Zur Gittertheorie der Ionenkristalle
The European Physical Journal A · 1932 · 928 citations
Crystal structure prediction via particle-swarm optimization
Physical Review B · 2010 · 2,664 citations
The gold–sulfur interface at the nanoscale
Nature Chemistry · 2012 · 1,668 citations
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