Lanzhou University of Technology Institutional Repository （LUT_IR）
| A multiagent genetic particle swarm optimization | |
Wang, Lianguo1,2; Hong, Yi1; Zhao, Fuqing1 ; Yu, Dongmei1
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| 2008 | |
| 会议名称 | 3rd International Symposium on Intelligence Computation and Applications, ISICA 2008 |
| 会议录名称 | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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| 卷号 | 5370 LNCS |
| 页码 | 659-668 |
| 会议日期 | December 19, 2008 - December 21, 2008 |
| 会议地点 | Wuhan, China |
| 出版者 | Springer Verlag |
| 摘要 | The efforts of this paper are proposing a multi-agent genetic particle swarm optimization algorithm (MAGPSO) by introducing the multi-agent system to the particle swarm optimization(PSO) algorithm. Through the competition and cooperation operation with its neighbors, the neighborhood random crossing operation within its neighboring area, the mutation operation, and combining the evolutionary mechanism of the PSO algorithm, every individual senses local environment unceasingly, and affects the entire agent grid gradually, so that it enhances its fitness to the environment. This algorithm can maintain the diversity of the swarm effectively, and improve the precision of optimization, and simultaneously, restrain the prematurity phenomenon efficiently. The results of testing three high dimension benchmark function and comparing with some optimization results of other methods illustrate this algorithm has higher optimization performance in the field of high dimension functions optimization. © 2008 Springer Berlin Heidelberg. |
| 关键词 | Benchmarking Competition Genetic algorithms Intelligent agents Multi agent systems Competition and cooperation Cooperation Function Optimization Functions optimizations Genetic Genetic particle swarm optimizations Multi agent Particle swarm optimization algorithm |
| DOI | 10.1007/978-3-540-92137-0_72 |
| 收录类别 | EI |
| 语种 | 英语 |
| EI入藏号 | 20090511883928 |
| EI主题词 | Particle swarm optimization (PSO) |
| ISSN | 03029743 |
| 来源库 | Compendex |
| 分类代码 | 723 Computer Software, Data Handling and Applications - 911.2 Industrial Economics |
| 引用统计 | 无
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| 文献类型 | 会议论文 |
| 条目标识符 | https://ir.lut.edu.cn/handle/2XXMBERH/116953 |
| 专题 | 国际合作处（港澳台办） |
| 作者单位 | 1.Lanzhou University of Technology, Gansu 730030, China; 2.Gansu Agricultural University, Gansu 730070, China |
| 第一作者单位 | 兰州理工大学 |
| 推荐引用方式 GB/T 7714 | Wang, Lianguo,Hong, Yi,Zhao, Fuqing,et al. A multiagent genetic particle swarm optimization[C]:Springer Verlag,2008:659-668. |
| 条目包含的文件 | 条目无相关文件。 | |||||
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