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一种基于快速排序的快速多目标遗传算法
A Fast Multi-objective Genetic Algorithm Based on Quick Sort
【摘要】 多目标遗传算法的一个重要步骤就是构造非支配集,本文提出了一种基于快速排序的非支配集构造方法,提高了非支配集构造效率,并且在Deb提出的NSGAⅡ的基础上,改进了其种群构造策略,设计了一类新的多目标遗传算法。实验表明,这种方法比NSGAⅡ具有更快的收敛速度且保持了良好的分布性。
【Abstract】 It is a very important step to construct non-dominated set of evolutionary population for the Multi-Objective Genetic Algorithm(MOGA).This paper presents a new approach based on quick sort,which can reduce the time complexity of constructing non-dominated set.On the basis of Deb’s NSGA-II,a new MOGA is suggested.It is shown by experiments that our new approach works more efficient than NSGA-II,and performs as well as Deb’s on the diversity of solutions.
【关键词】 多目标遗传算法;
多目标优化;
非支配集;
【Key words】 multi-objective genetic algorithm; multi-objective optimization; non-dominated set;
【Key words】 multi-objective genetic algorithm; multi-objective optimization; non-dominated set;
【基金】 国家自然科学基金(编号:90104021);湖南省自然科学基金资助(编号:01JJY2060)
- 【文献出处】 计算机工程与应用 ,Computer Engineering and Applications , 编辑部邮箱 ,2005年30期
- 【分类号】TP301.6
- 【被引频次】32
- 【下载频次】530