A NEW EVOLUTIONARY ALGORITHM BASED ON FAMILY EUGENICS
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Abstract:
Several popular approaches of simulated evolution have been developed separately.These approaches emphasize different facets of the natural evolutionary processes,respectively.One has recognized that the simulated evolution will benefit from the adequate combination between the approaches.This paper characterizes the primary difference among existing approaches as the difference between genetic link and behavioral link.A new model of simulated evolution,called FEEE(family eugenics based evolution),is proposed,which combines the genetic link with the behavioral link in light of the idea of family eugenics.In the FEBE model the orthogonal design technique is introduced into offspring’S breeding inside a family SO as to enhance the behavioral improvement of individuals.The FEBE model is applied to solve Goldberg’S deceptive problem that is challenging to most evolutionary algorithms.The exciting experimental results are achieved.
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