Search results for "multimodal functions optimization"

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Multi-modal search for multiobjective optimization: an application to optimal smart grids management

2012

This paper studies the possibility to use efficient multimodal optimizers for multi-objective optimization. In this paper, the application area considered for such new approach is the optimal dispatch of energy sources in smart microgrids. The problem indeed shows a non uniform Pareto front and requires efficient optimal search methods. The idea is to exploit the potential of agents in population-based heuristics to improve diversity in the Pareto front, where solutions show the same rank and are thus equally weighted. Since Pareto dominance is at the basis of the theory of multi-objective optimization, most algorithms show the non dominance ranking as quality indicator, with some problem i…

education.field_of_studyMathematical optimizationEngineeringbusiness.industryPopulationPareto principleEvolutionary algorithmmultimodal functions optimization optimal management distributed energy resources multi-objective evolutionary optimization smart gridsMulti-objective optimizationSettore ING-IND/33 - Sistemi Elettrici Per L'EnergiaRankingGenetic algorithmeducationEnergy sourcebusinessHeuristics
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