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- W2379219389 abstract "This paper analyses the interaction among the parameters of a typical GA running at a specific stage, and points out: because the cross-over and mutation operators of real-valued GA modify individual by digits instead of bits, the transition matrix of each individual gets a special pattern; it is this special pattern that hurts the efficiency of real-valued GA. Based on this conclusion the paper puts forward a new way to remedy the drawback. It replaces the original operators with new ones that adopt a second level real-valued GA, in which the gene stand for increment of each dimension, to improve the consistency of the operators with the optimization target. The testing results prove that the modification can improve the performance of real-valued GA in solving the optimization problems concerned in this paper. Because the modified algorithm is a “pure” GA, it can reserve the GA' s advantages entirely." @default.
- W2379219389 created "2016-06-24" @default.
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- W2379219389 date "2001-01-01" @default.
- W2379219389 modified "2023-09-26" @default.
- W2379219389 title "The Drawback of Real-Valued GA and Its Remedy" @default.
- W2379219389 hasPublicationYear "2001" @default.
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