多亲本重组对二进制编码遗传算法的影响

S. Tsutsui, L. Jain
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引用次数: 13

摘要

重组算子在遗传算法中起着非常重要的作用。我们提出了二进制编码遗传算法,其中两个以上的父母参与重组操作。我们提出了两种类型的多亲本重组算子:多切算子(MX)和种子交叉算子(SX)。这些算子中的每一个都是两个父重组算子的自然推广。这些操作符在德容标准测试函数上进行了评估。结果清楚地表明,多亲本重组导致更好的性能,尽管不同技术的性能提高被发现是依赖于问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On the effect of multi-parents recombination in binary coded genetic algorithms
The recombination operator plays a very important role in genetic algorithms. We present binary coded genetic algorithms in which more than two parents are involved in the recombination operation. We propose two types of multi-parent recombination operators, the multi-cut (MX) and seed crossover (SX). Each of these operators is a natural generalization of two parents recombination operator. These operators are evaluated on the De Jong standard test functions. The results showed clearly that the multi-parent recombinations lead to better performance, although the performance improvement for different techniques were found to be dependent on problems.
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