Knowledge Commons of Institute of Automation，CAS
| A Review on Representative Swarm Intelligence Algorithms for Solving Optimization Problems: Applications and Trends | |
| Jun Tang; Gang Liu; Qingtao Pan | |
| Source Publication | IEEE/CAA Journal of Automatica Sinica
 |
| ISSN | 2329-9266 |
| 2021 | |
| Volume | 8Issue:10Pages:1627-1643 |
| Abstract | 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. |
| Keyword | Ant colony optimization (ACO) artificial bee colony (ABC) artificial fish swarm (AFS) bacterial foraging optimization (BFO) optimization particle swarm optimization (PSO) swarm intelligence |
| DOI | 10.1109/JAS.2021.1004129 |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.ia.ac.cn/handle/173211/45377 |
| Collection | 学术期刊_IEEE/CAA Journal of Automatica Sinica |
| Recommended Citation 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. |
| Files in This Item: | Download All | |||||
| File Name/Size | DocType | Version | Access | License | ||
| JAS-2021-0300.pdf（5712KB） | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | View Download | |
Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.
Edit Comment