2010 · 36 citations · 12 references
Natural SciencesComputer ScienceDesign OptimizationMulti-criteria Decision MakingOptimizationGlobal OptimizationHeuristic EvaluationHeuristic OptimizationHeuristic SearchMetaheuristic OptimizationMulti-objective OptimizationAlgorithm Performance EvaluationBenchmarking Of MetaheuristicsGlobal Search AlgorithmsHeuristic ApproachHeuristicsHyper-heuristicsMetaheuristic Search
The purpose of this paper is to investigate the use of meta-heuristics as low-level heuristics in a hyper-heuristic framework. A novel multi-method hyper-heuristic algorithm which makes use of a number of common meta-heuristics is presented. Algorithm performance is evaluated on a diverse set of real parameter benchmark problems and meaningful conclusions are drawn with respect to the selection of alternative low-level heuristics and the acceptance of the obtained solutions within the proposed multi-method meta-heuristic approach.
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James Kennedy, R.C. Eberhart · 2002 · 47.5K citations
Population structure and particle swarm performance
James Kennedy, Rui Mendes · 2003 · 1.6K citations · Full text
Architecture, Computational Engineering, Population Biology +13