Journal of Computing in Civil Engineering · 1997 · 130 citations · 19 references
ArchitectureComputational EngineeringDesign OptimizationEvolutionary DesignOptimizationEvolutionary ComputationEvolutionary OptimizationGenetic AlgorithmsHeuristic OptimizationMetaheuristic OptimizationStructural OptimizationEvolutionary AlgorithmsGenetic Algorithm Based DesignGenetic Algorithm OptimizationGenetic Algorithms For DesignGenetic Algorithms For SearchHybrid Genetic AlgorithmsPopulation Based Design OptimizationSearch Efficiency
A new approach to optimization design concerning the configurations of structures using genetic algorithm (GA) with a tournament selection strategy has been proposed. The tournament selection strategy is used as a replacement for the commonly used fitness-proportional selection strategy to drive the GA so as to improve the fitness of each succeeding generation more efficiently. Numerical results for three examples reveal that a significant reduction of computation cost has been achieved in the newly proposed GA with tournament selection, as compared to the widely used GA with fitness-proportional selection and other hybrid GA approaches. Also, it has verified that the tournament selection performs well over the fitness-proportional selection and other hybrid techniques in enhancing GA search efficiency.
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An Analysis Of The Behavior Of A Class Of Genetic Adaptive Systems.
Kenneth DeJong · Deep Blue (University of Michigan) · 1975 · 1.3K citations · Full text
Life Sciences, Biology, Genetics +12