刘宇

个人信息Personal Information

教授

博士生导师

硕士生导师

性别:男

毕业院校:西安交通大学

学位:博士

所在单位:软件学院、国际信息与软件学院

学科:软件工程. 计算机软件与理论

联系方式:18910567100

电子邮箱:yuliu@dlut.edu.cn

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Particle swarm optimizer with adaptive species radius for multimodal function optimization

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论文类型:会议论文

发表时间:2008-01-01

收录刊物:CPCI-S

卷号:6794

关键字:particle swarm optimization; genetic algorithm; multimodal function optimization

摘要:Based on species-PSO, this paper proposes an adaptive species radius strategy for multimodal function optimization. In species-PSO, The radius of the species is a very important parameter, which determines the success and failure of the algorithm. However, the value of the radius extremely depends on the corresponding optimization problems. The task of choosing an appropriate radius is difficult for users. We define stability of the species to denote the search ability for every species. According to stability of species and the number of members in species, the radius of the species is adjusted adaptively. The experimental results show that adaptive species radius strategy makes species-PSO could handle a wide range of optimization problems without user intervention and achieve good performance for multimodal function optimization.