On the low-discrepancy sequences and their use in MOEA/D for high-dimensional objective spaces

作者: Saul Zapotecas-Martinez , Hernan E. Aguirre , Kiyoshi Tanaka , Carlos A. Coello Coello

DOI: 10.1109/CEC.2015.7257241

关键词: AlgorithmUsabilityFlexibility (engineering)Multi-objective optimizationEvolutionary algorithmEvolutionary computationProcess (computing)Decomposition (computer science)Computational complexity theoryMathematical optimizationMathematics

摘要: In spite of the success multi-objective evolutionary algorithm based on decomposition (MOEA/D), generation weights for problems having many objectives, continues to be an open research problem. this paper, we introduce a new methodology low-discrepancy sequences generate vectors employed by MOEA/D. We analyze and compare proposed using different its impact in search process The approach is evaluated objective functions (up 15 objectives). show flexibility ease use type when adopting them

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