详细信息
QoS组播路由的多种群遗传算法
Study on QoS Multicast Routing Algorithm Based on Multi-Population Genetic Algorithm
文献类型:期刊文献
中文题名:QoS组播路由的多种群遗传算法
英文题名:Study on QoS Multicast Routing Algorithm Based on Multi-Population Genetic Algorithm
作者:许利军[1];杨棉绒[1]
机构:[1]新乡学院计算机与信息工程学院
第一机构:新乡学院计算机与信息工程学院
年份:2012
卷号:28
期号:5
起止页码:171-174
中文期刊名:科技通报
外文期刊名:Bulletin of Science and Technology
收录:CSTPCD;;北大核心:【北大核心2011】;
语种:中文
中文关键词:多种群遗传算法;QoS组播路由;独立进化;初始种群
外文关键词:multi-population genetic algorithm ; QoS multicast routing ; independent evolution ; initial population
摘要:针对单种群遗传算法在求解QoS组播路由问题中存在的容易早熟、收敛性差等缺陷,提出了一种基于多种群遗传算法的QoS组播路由算法。该算法在初始化过程中采用多种初始化算法生成了不同种群,并设计了多种交叉、变异操作,保证了种群间进化过程的独立性和算法的多样性;增加了种群间协调机制,提高了算法的整体收敛性。仿真结果证明了多种群遗传算法的有效性和优越性。
In order to solve the anti-precocity and convergence of the single-population genetic algorithm when applied to multiple QoS constrained multieast routing problem, a method of multi-population genetic algorithm based on cluster route is proposed. To prove evolutionary independence among the population and the variety,various initial algorithms is used to generate multi-population, and different cross-operation and mutate-operation are also designed. To improve the whole convergence ,an correspond-policy is appended among the populations. The simulation results prove the validity and su- periority of the multi-population genetic algorithm.
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