Physical Review A · 2004 · 61 citations · 30 references
Natural SciencesMaterials ScienceComputational ChemistryComputational Materials ScienceDesign OptimizationCluster ChemistryEvolutionary OptimizationGenetic AlgorithmsSilicon MaterialsStructural OptimizationStructure PredictionCluster ModelEfficient Global OptimizationGenetic Algorithm Based DesignGenetic Algorithm OptimizationLimited SearchSiliconSilicon ChemistrySilicon Nanostructures
This paper presents the results obtained using a genetic algorithm (GA) to search for stable structures of medium size silicon clusters. In this work the GA uses a semiempirical energy function to find the best cluster structures, which are further optimized using density-functional theory. For small clusters our results agree well with previously reported structures, but for larger ones different structures appear. This is the case of ${\text{Si}}_{36}$ where we report a different structure, with significant lower energy than those previously found using limited search approaches on common structural motifs. This demonstrates the need for global optimization schemes when searching for stable structures of medium-size silicon clusters.
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Genetic algorithms in search, optimization, and machine learning
Choice Reviews Online · 1989 · 49.3K citations
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