编辑基因表达式编程中基于距离的交叉算子

Li Qu, Hongbing Cheng, Hai Lin
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引用次数: 4

摘要

种群多样性极大地影响了基因表达编程算法的进化效率和求解质量。种群中个体之间应保持一定距离,以保持种群多样性。编辑距离可以很好地描述个体的相似性。跨界是一种创造和保持个体距离的方式。本文提出了两种基于编辑距离的交叉算子。实验结果表明,所提出的基于最远编辑距离的交叉算子能够保持种群的多样性,更有效地解决优化问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Edit distance based crossover operator in gene expression programming
The population diversity greatly affects the evolutionary efficiency and solution quality of gene expression programming algorithm. Population diversity should be preserved by keeping certain distance between individuals in the population. Edit distance can describe the similarity of individuals well. Crossover is a way to create and maintain the distance of the individuals. In this paper, we propose two edit distance based crossover operators. Experimental results show that the proposed farthest edit distance based crossover operator is able to preserve the diversity of population and solve the optimization problem more efficiently.
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