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A Review on Representative Swarm Intelligence Algorithms for Solving Optimization Problems: Applications and Trends
文献类型：期刊论文
| 作者 | Jun Tang ; Gang Liu; Qingtao Pan
|
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2021 |
| 卷号 | 8期号:10页码:1627-1643 |
| 关键词 | Ant colony optimization (ACO) artificial bee colony (ABC) artificial fish swarm (AFS) bacterial foraging optimization (BFO) optimization particle swarm optimization (PSO) swarm intelligence |
| ISSN号 | 2329-9266 |
| DOI | 10.1109/JAS.2021.1004129 |
| 英文摘要 | Swarm intelligence algorithms are a subset of the artificial intelligence (AI) field, which is increasing popularity in resolving different optimization problems and has been widely utilized in various applications. In the past decades, numerous swarm intelligence algorithms have been developed, including ant colony optimization (ACO), particle swarm optimization (PSO), artificial fish swarm (AFS), bacterial foraging optimization (BFO), and artificial bee colony (ABC). This review tries to review the most representative swarm intelligence algorithms in chronological order by highlighting the functions and strengths from 127 research literatures. It provides an overview of the various swarm intelligence algorithms and their advanced developments, and briefly provides the description of their successful applications in optimization problems of engineering fields. Finally, opinions and perspectives on the trends and prospects in this relatively new research domain are represented to support future developments. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/45377]  |
| 专题 | 自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica |
| 推荐引用方式 GB/T 7714 | Jun Tang,Gang Liu,Qingtao Pan. A Review on Representative Swarm Intelligence Algorithms for Solving Optimization Problems: Applications and Trends[J]. IEEE/CAA Journal of Automatica Sinica,2021,8(10):1627-1643. |
| APA | Jun Tang,Gang Liu,&Qingtao Pan.(2021).A Review on Representative Swarm Intelligence Algorithms for Solving Optimization Problems: Applications and Trends.IEEE/CAA Journal of Automatica Sinica,8(10),1627-1643. |
| MLA | Jun Tang,et al."A Review on Representative Swarm Intelligence Algorithms for Solving Optimization Problems: Applications and Trends".IEEE/CAA Journal of Automatica Sinica 8.10(2021):1627-1643. |
入库方式： OAI收割
来源：自动化研究所
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