A study on the effect of transfer of genes for the bacterial evolutionary algorithm

N. Nawa, T. Furuhashi
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引用次数: 23

Abstract

This paper presents a study on the effect of transfer of genes for bacterial evolutionary algorithm. The bacterial operation, in the pseudo-bacterial genetic algorithm (PBGA) is efficient in improving local portions of chromosomes. In the experiments presented a gene transfer operation is introduced in the place of the crossover operation in the PBGA. The gene transfer operation allows the chromosomes to directly transfer information to the other counterparts in the population. The gene transfer is inspired by the phenomenon of transfer of strands of genes between bacteria that occurs in nature. By means of this mechanism. One bacterium can rapidly spread its genetic information to other cells. Numerical experiments were performed to show the effectiveness of the PBGA with the gene transfer operation. The obtained results show the benefits that can be obtained with the newly introduced operation.
基因转移对细菌进化算法影响的研究
本文研究了基因转移对细菌进化算法的影响。在伪细菌遗传算法(PBGA)中,细菌操作能有效地改进染色体的局部部分。在实验中,引入了基因转移操作来代替PBGA中的交叉操作。基因转移操作允许染色体直接将信息传递给种群中的其他对应染色体。基因转移的灵感来自于自然界中细菌之间基因链转移的现象。通过这种机制。一种细菌可以迅速将其遗传信息传播给其他细胞。通过数值实验验证了带基因转移操作的PBGA的有效性。结果表明,采用新方法可以取得良好的效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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