A Modified Artificial Bee Colony Algorithm Based on Search Space Division and Disruptive Selection Strategy

doi:10.1155/2014/432654

OPT OpenIR > 光电跟踪与测量技术研究室

	A Modified Artificial Bee Colony Algorithm Based on Search Space Division and Disruptive Selection Strategy
	He, Zhen-an 1,2,3; Ma, Caiwen1 ; Wang, Xianhong1 ; Li, Lei 4; Wang, Ying 4; Zhao, Yuan 1,2,5; Guo, Huinan1
作者部门	光电跟踪与测量技术研究室
	2014
发表期刊	MATHEMATICAL PROBLEMS IN ENGINEERING
ISSN	1024-123X
产权排序	1
摘要	Artificial bee colony (ABC) algorithm has attracted much attention and has been applied to many scientific and engineering applications in recent years. However, there are still some insufficiencies in ABC algorithm such as poor quality of initial solution, slow convergence, premature, and low precision, which hamper the further development and application of ABC. In order to further improve the performance of ABC, we first proposed a novel initialization method called search space division (SSD), which provided high quality of initial solutions. And then, a disruptive selection strategy was used to improve population diversity. Moreover, in order to accelerate convergence rate, we changed the definition of the scout bee phase. In addition, we designed two types of experiments to testify our proposed algorithm. On the one hand, we conducted experiments to make sure how much each modification makes contribution to improving the performance of ABC. On the other hand, comprehensive experiments were performed to prove the superiority of our proposed algorithm. The experimental results indicate that SDABC significantly outperforms other ABCs, contributing to higher solution accuracy, faster convergence speed, and stronger algorithm stability.
文章类型	Article
WOS标题词	Science & Technology ; Technology ; Physical Sciences
DOI	10.1155/2014/432654
收录类别	SCI ; EI
关键词[WOS]	NUMERICAL FUNCTION OPTIMIZATION ; GLOBAL OPTIMIZATION ; GENETIC ALGORITHMS ; ABC ALGORITHM
语种	英语
WOS研究方向	Engineering ; Mathematics
WOS类目	Engineering, Multidisciplinary ; Mathematics, Interdisciplinary Applications
WOS记录号	WOS:000344702900001
引用统计	被引频次：7[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.opt.ac.cn/handle/181661/22485
专题	光电跟踪与测量技术研究室
作者单位	1.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710019, Shaanxi, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.Chinese Peoples Liberat Army, Unit 96165, Shangrao 334000, Jiangxi, Peoples R China 4.North Optoelect Stock Ltd, Xian 710032, Shaanxi, Peoples R China 5.Chinese Armed Police Force, Engn Univ, Xian 710086, Shaanxi, Peoples R China
推荐引用方式 GB/T 7714	He, Zhen-an,Ma, Caiwen,Wang, Xianhong,et al. A Modified Artificial Bee Colony Algorithm Based on Search Space Division and Disruptive Selection Strategy[J]. MATHEMATICAL PROBLEMS IN ENGINEERING,2014.
APA	He, Zhen-an.,Ma, Caiwen.,Wang, Xianhong.,Li, Lei.,Wang, Ying.,...&Guo, Huinan.(2014).A Modified Artificial Bee Colony Algorithm Based on Search Space Division and Disruptive Selection Strategy.MATHEMATICAL PROBLEMS IN ENGINEERING.
MLA	He, Zhen-an,et al."A Modified Artificial Bee Colony Algorithm Based on Search Space Division and Disruptive Selection Strategy".MATHEMATICAL PROBLEMS IN ENGINEERING (2014).

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