Discrete and continuous optimization based on multi-swarm coevolution
文献类型:期刊论文
作者 | Chen HN(陈瀚宁); Zhu YL(朱云龙); Hu KY(胡琨元) |
刊名 | NATURAL COMPUTING |
出版日期 | 2010 |
卷号 | 9期号:3页码:659-682 |
ISSN号 | 1567-7818 |
关键词 | Multi-swarm Coevolution Symbiosis Hierarchical interaction topology PSO PS(2)O |
产权排序 | 1 |
中文摘要 | This paper presents a novel Multi-swarm Particle Swarm Optimizer called PS(2)O, which is inspired by the coevolution of symbiotic species in natural ecosystems. The main idea of PS(2)O is to extend the single population PSO to the interacting multi-swarms model by constructing hierarchical interaction topology and enhanced dynamical update equations. With the hierarchical interaction topology, a suitable diversity in the whole population can be maintained. At the same time, the enhanced dynamical update rule significantly speeds up the multi-swarm to converge to the global optimum. The PS(2)O algorithm, which is conceptually simple and easy to implement, has considerable potential for solving complex optimization problems. With a set of 17 mathematical benchmark functions (including both continuous and discrete cases), PS(2)O is proved to have significantly better performance than four other successful variants of PSO. |
WOS标题词 | Science & Technology ; Technology |
类目[WOS] | Computer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications ; Computer Science, Theory & Methods |
研究领域[WOS] | Computer Science |
关键词[WOS] | PARTICLE SWARM |
资助信息 | This work is supported by the National 863 plans projects of China under Grant 2006AA04A117 and the National 863 plans projects of China under Grant 08H2010201. The authors would like to thank anonymous reviewers for their valuable suggestions. |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000280942700008 |
公开日期 | 2012-05-29 |
源URL | [http://ir.sia.cn/handle/173321/7075] |
专题 | 沈阳自动化研究所_工业信息学研究室 |
推荐引用方式 GB/T 7714 | Chen HN,Zhu YL,Hu KY. Discrete and continuous optimization based on multi-swarm coevolution[J]. NATURAL COMPUTING,2010,9(3):659-682. |
APA | Chen HN,Zhu YL,&Hu KY.(2010).Discrete and continuous optimization based on multi-swarm coevolution.NATURAL COMPUTING,9(3),659-682. |
MLA | Chen HN,et al."Discrete and continuous optimization based on multi-swarm coevolution".NATURAL COMPUTING 9.3(2010):659-682. |
入库方式: OAI收割
来源:沈阳自动化研究所
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