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6种交叉操作两两搜索区域大小的定量分析
Quantitative Analysis of Regional Comparison of Six Kinds of Crossover Operations in Genetic Algorithm
【摘要】 对6种实数编码交叉操作的两两探测区域进行了定量对比分析,给出两两搜索区域大小比较的解析结果;证明新的交叉操作与相应的原有交叉操作在保有收敛性的同时具有相对的广邻域性,并从理论上分析了遗传算法具有保持群体多样性和较好算法性能的内在原因。
【Abstract】 The searching region size comparison on six kinds of crossover operations was quantitatively analyzed. The analytic results on the quantitative comparison indicated that the latter crossover operation in each pair had a relatively wide neighborhood than the corresponding original operation. It presented the inherent possible reasons theoretically for maintaining better population diversity and excellent algorithmic performance.
【关键词】 遗传算法;
交叉操作;
定量分析;
广邻域性;
【Key words】 genetic algorithm; crossover operation; quantitative analysis; wide neighborhood;
【Key words】 genetic algorithm; crossover operation; quantitative analysis; wide neighborhood;
【基金】 国家自然科学基金项目(71772060,61375066)
- 【文献出处】 集美大学学报(自然科学版) ,Journal of Jimei University(Natural Science) , 编辑部邮箱 ,2018年06期
- 【分类号】TP18
- 【被引频次】1
- 【下载频次】75