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OALib Journal期刊
ISSN: 2333-9721
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New hybrid evolution algorithm based on multi-layer chromosomes gene expression programming
基于多层染色体基因表达式程序设计的混合遗传进化算法

Keywords: multi-layer chromosome,Gene Expression Programming (GEP),Genetic Algorithm (GA)
多层染色体
,基因表达式程序设计方法,遗传算法,多层染色体,基因表达式,程序设计,混合,遗传进化算法,programming,gene,expression,chromosomes,based,evolution,algorithm,稳定性,寻优能力,改进,实验,结果,多基因,单基因,数据测试,模型参数,算法优化

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Abstract:

A new hybrid evolution algorithm named M-GEP-GA was proposed.It is based on the new concept of the multi-layer chromosomes in gene expression programming (GEP) and uses two-level evolution method,whose main idea is to embed Genetic Algorithm (GA) in GEP where GEP is employed to optimize the structure of a model,and GA is employed to optimize the parameters of a model.The results of experiments show that the algorithm has better search ability and higher stability than the traditional single gene and multi-genes GEP and GP-GA method.

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