CASIA OpenIR  > 学术期刊  > IEEE/CAA Journal of Automatica Sinica
A Review on Representative Swarm Intelligence Algorithms for Solving Optimization Problems: Applications and Trends
Jun Tang; Gang Liu; Qingtao Pan
Source PublicationIEEE/CAA Journal of Automatica Sinica
ISSN2329-9266
2021
Volume8Issue:10Pages:1627-1643
AbstractSwarm 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.
KeywordAnt colony optimization (ACO) artificial bee colony (ABC) artificial fish swarm (AFS) bacterial foraging optimization (BFO) optimization particle swarm optimization (PSO) swarm intelligence
DOI10.1109/JAS.2021.1004129
Citation statistics
Cited Times:9[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://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-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Jun Tang]'s Articles
[Gang Liu]'s Articles
[Qingtao Pan]'s Articles
Baidu academic
Similar articles in Baidu academic
[Jun Tang]'s Articles
[Gang Liu]'s Articles
[Qingtao Pan]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Jun Tang]'s Articles
[Gang Liu]'s Articles
[Qingtao Pan]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: JAS-2021-0300.pdf
Format: Adobe PDF
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.