A New Mechanism for Maintaining Diversity of Pareto Archive in Multiobjective Optimization

Details A New Mechanism for Maintaining Diversity of Pareto Archive in Multiobjective Optimization A New Mechanism for Maintaining Diversity of Pareto Archive in Multiobjective Optimization

2010-03-31

arxiv.org/abs/1003.5998v1

Mathematics

Optimization and Control

51 pages, 28 figures

Scientific paper

10.1016/j.advengsoft.2010.03.003

The article introduces a new mechanism for selecting individuals to a Pareto archive. It was combined with a micro-genetic algorithm and tested on several problems. The ability of this approach to produce individuals uniformly distributed along the Pareto set without negative impact on convergence is demonstrated on presented results. The new concept was confronted with NSGA-II, SPEA2, and IBEA algorithms from the PISA package. Another studied effect is the size of population versus number of generations for small populations.

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