An improved optimization method based on krill herd and artificial bee colony with information exchange

doi:10.1007/s12293-017-0241-6

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	An improved optimization method based on krill herd and artificial bee colony with information exchange
	Wang, H. Q.; Yi, J. H.
	2018
发表期刊	Memetic Computing
ISSN	1865-9284
卷号	10 期号:2 页码:177-198
摘要	This study presents a robust optimization algorithm based on hybridization of krill herd (KH) and artificial bee colony (ABC) methods and the information exchange concept. The global optimal solutions found by the proposed hybrid KH and ABC (KHABC) algorithm are considered as a neighbor food source for onlooker bees in ABC. Thereafter, a local search is performed by the onlooker bees in order to find a better solution around the given neighbor food source. Both the methodsthe KH and ABC share the globally best solutions through the information exchange process between the krill and bees. Based on the results, the exchange process significantly improves exploration and exploitation of the hybrid method. Besides, a focused elitism scheme is introduced to enhance the performance of the developed algorithm. The validity of the KHABC method is verified using thirteen unconstrained benchmark functions, twenty-one CEC 2017 constrained real-parameter optimization problems, and ten CEC 2011 real world problems. The proposed method clearly demonstrates its ability to be a competitive optimization tool towards solving benchmark functions and real world problems.
关键词	Global optimization Krill herd Artificial bee colony Elitism scheme Constrained optimization Real world problems global optimization harmony search algorithm Computer Science Operations Research & Management Science
DOI	10.1007/s12293-017-0241-6
收录类别	SCI ; EI
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/60907
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	Wang, H. Q.,Yi, J. H.. An improved optimization method based on krill herd and artificial bee colony with information exchange[J]. Memetic Computing,2018,10(2):177-198.
APA	Wang, H. Q.,&Yi, J. H..(2018).An improved optimization method based on krill herd and artificial bee colony with information exchange.Memetic Computing,10(2),177-198.
MLA	Wang, H. Q.,et al."An improved optimization method based on krill herd and artificial bee colony with information exchange".Memetic Computing 10.2(2018):177-198.

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