A Review on Representative Swarm Intelligence Algorithms for Solving Optimization Problems: Applications and Trends

doi:10.1109/JAS.2021.1004129

CORC > 自动化研究所 > 中国科学院自动化研究所 > 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
刊名	IEEE/CAA Journal of Automatica Sinica
	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.
内容类型	期刊论文
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.