干旱区生态环境知识资源中心(Arid): SWARM OPTIMIZATION ALGORITHM BASED ON THE ANT COLONY LIFE CYCLE

Arid

DOI	10.22452/mjcs.sp2019no2.1
	SWARM OPTIMIZATION ALGORITHM BASED ON THE ANT COLONY LIFE CYCLE
	Kiatwuthiamorn, Jiraporn; Thammano, Arit
通讯作者	Kiatwuthiamorn, J (corresponding author), King Mongkuts Inst Technol Ladkrabang, Fac Informat Technol, Bangkok 10520, Thailand.
来源期刊	MALAYSIAN JOURNAL OF COMPUTER SCIENCE
ISSN	0127-9084
出版年	2019
页码	1-14
英文摘要	Optimization is very important to the success of any business. One technique for solving optimization is swarm intelligence; it has been successfully applied to solve a wide range of optimization problems. We devised a new swarm intelligence optimization algorithm based on the cooperative behavior of three different kinds of ants in a colony. Our algorithm consists of both exploration and exploitation processes to achieve better search performance. A new local search, inspired by the foraging of desert ants, was introduced to help the search move away from the local optima. Performance was evaluated on 23 standard benchmark functions of varying complexity. Our algorithm was able to find the global optima in more than 80 percent of the test functions, whereas the second-place algorithm only found around 10 percent of the functions tested.
英文关键词	Biologically inspired algorithm Ant colony life cycle Swarm intelligence Optimization algorithm
类型	Article
语种	英语
收录类别	SCI-E
WOS记录号	WOS:000504051700001
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS研究方向	Computer Science
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/369280
作者单位	[Kiatwuthiamorn, Jiraporn; Thammano, Arit] King Mongkuts Inst Technol Ladkrabang, Fac Informat Technol, Bangkok 10520, Thailand
推荐引用方式 GB/T 7714	Kiatwuthiamorn, Jiraporn,Thammano, Arit. SWARM OPTIMIZATION ALGORITHM BASED ON THE ANT COLONY LIFE CYCLE[J],2019:1-14.
APA	Kiatwuthiamorn, Jiraporn,&Thammano, Arit.(2019).SWARM OPTIMIZATION ALGORITHM BASED ON THE ANT COLONY LIFE CYCLE.MALAYSIAN JOURNAL OF COMPUTER SCIENCE,1-14.
MLA	Kiatwuthiamorn, Jiraporn,et al."SWARM OPTIMIZATION ALGORITHM BASED ON THE ANT COLONY LIFE CYCLE".MALAYSIAN JOURNAL OF COMPUTER SCIENCE (2019):1-14.