IEEE Transactions on Magnetics · 2003 · 46 citations · 8 references
Memetic AlgorithmElectric MachineEngineeringGenetic AlgorithmsSearch SpaceMechanical EngineeringMechatronicsMechanical SystemsComputer EngineeringOptimal DesignSystems EngineeringNiching MethodIntelligent OptimizationGenetic AlgorithmHybrid Optimization TechniqueEvolutionary Programming
A genetic algorithm using a niching method can be applied to a problem that requires multiple solutions in the search space. A novel niching genetic algorithm automatically tuning up the population size and niche radii is proposed. The proposed autotuning concept is embodied in a clearing method, elitism, and a deterministic method. Through application to the numerical examples and an optimal design of interior permanent-magnet synchronous motor, it is verified that the proposed method is appropriate for the design of electric machines.
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