A novel particle swarm optimizer using optimal foraging theory
文献类型：期刊论文
| 作者 | Niu, Ben; Zhu, Yunlong; Hu, Kunyuan; Li, Sufen; He, Xiaoxian |
| 刊名 | Computational intelligence and bioinformatics, pt 3, proceedings
 |
| 出版日期 | 2006 |
| 卷号 | 4115页码:61-71 |
| ISSN号 | 0302-9743 |
| 通讯作者 | Niu, ben(niuben@sia.cn) |
| 英文摘要 | Based on the research of optimal foraging theory (oft), we present a novel particle swarm optimizer (pso) to improve the performance of standard pso (spso). the resulting algorithm is known as psooft that makes use of two mechanisms of oft: a reproduction strategy to enhance the ability to converge rapidly to good solutions and a patch-choice based scheme to keep a right balance of exploration and exploitation. in the simulation studies, several benchmark functions are performed, and the performance of the proposed algorithm is compared to the standard pso (spso). the experimental results show that the psooft prevents premature convergence to a high degree, but still has a more rapid convergence rate than spso. |
| WOS关键词 | ALGORITHM |
| WOS研究方向 | Biochemistry & Molecular Biology ; Computer Science |
| WOS类目 | Biochemical Research Methods ; Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Computer Science, Interdisciplinary Applications ; Computer Science, Theory & Methods |
| 语种 | 英语 |
| WOS记录号 | WOS:000240085400007 |
| 出版者 | SPRINGER-VERLAG BERLIN |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2379076 |
| 专题 | 中国科学院大学 |
| 通讯作者 | Niu, Ben |
| 作者单位 | 1.Chinese Acad Sci, Shenyang Inst Automat, Shenyang 110016, Peoples R China 2.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China |
| 推荐引用方式 GB/T 7714 | Niu, Ben,Zhu, Yunlong,Hu, Kunyuan,et al. A novel particle swarm optimizer using optimal foraging theory[J]. Computational intelligence and bioinformatics, pt 3, proceedings,2006,4115:61-71. |
| APA | Niu, Ben,Zhu, Yunlong,Hu, Kunyuan,Li, Sufen,&He, Xiaoxian.(2006).A novel particle swarm optimizer using optimal foraging theory.Computational intelligence and bioinformatics, pt 3, proceedings,4115,61-71. |
| MLA | Niu, Ben,et al."A novel particle swarm optimizer using optimal foraging theory".Computational intelligence and bioinformatics, pt 3, proceedings 4115(2006):61-71. |
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来源：中国科学院大学
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