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OALib Journal期刊
ISSN: 2333-9721
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Research and application of genetic expression programming algorithm based on uniform-design
基于均匀设计的GEP算法研究与应用

Keywords: Genetic Algorithm (GA),Genetic Expression Programming (GEP),uniform-design,function fitting,time series prediction
遗传算法
,基因表达式编程,均匀设计,函数拟合,时间序列预测,均匀设计,算法研究,应用,based,algorithm,programming,expression,genetic,application,问题,时间序列预测,函数拟合,求解,结果,试验,收敛速度,全局收敛性,分析,理论,随机

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Abstract:

A new evolutionary algorithm named Uniform-Design Genetic Expression Programming (UGEP) based on uniform-design was proposed,which improved the way of generating initial population and also improved hybrid crossover operators.Theoretic analysis proves that UGEP converges to the global optimum and its convergence speed is faster than the classic GEP.The simulation results from function fitting and time series prediction indicate that UGEP performs better than other similar algorithms in each of experimental parameters.

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