2002 · 2.4K citations · 11 references
Natural SciencesAerospace EngineeringDesign OptimizationMulti-criteria Decision MakingOptimizationEvolutionary ComputationEvolutionary OptimizationMetaheuristic OptimizationMulti-objective OptimizationMultiobjective OptimizationPopulation-based SearchFlightMulti-objective Evolutionary AlgorithmsMulti-objective Evolutionary ComputationMultiobjective Particle Swarm OptimizationPareto DominanceParticle Swarm Optimization
This paper introduces a proposal to extend the heuristic called "particle swarm optimization" (PSO) to deal with multiobjective optimization problems. Our approach uses the concept of Pareto dominance to determine the flight direction of a particle and it maintains previously found nondominated vectors in a global repository that is later used by other particles to guide their own flight. The approach is validated using several standard test functions from the specialized literature. Our results indicate that our approach is highly competitive with current evolutionary multiobjective optimization techniques.
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Genetic algorithms in search, optimization, and machine learning
Choice Reviews Online · 1989 · 49.3K citations
D. E. Goldberg · Medical Entomology and Zoology · 1989 · 10.1K citations