Discrete and Continuous Optimization Based on Hierarchical Artificial Bee Colony Optimizer

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	Discrete and Continuous Optimization Based on Hierarchical Artificial Bee Colony Optimizer
	Ma LB(马连博); Hu KY(胡琨元); Zhu YL(朱云龙); Niu B(牛奔); Chen HN(陈瀚宁); He MW(何茂伟)
刊名	JOURNAL OF APPLIED MATHEMATICS
	2014
卷号	2014 页码:1-20
关键词	PARTICLE SWARM OPTIMIZER ABC ALGORITHM EVOLUTION
ISSN号	1110-757X
通讯作者	牛奔
产权排序	1
中文摘要	This paper presents a novel optimization algorithm, namely, hierarchical artificial bee colony optimization (HABC), to tackle complex high-dimensional problems. In the proposed multilevel model, the higher-level species can be aggregated by the subpopulations from lower level. In the bottom level, each subpopulation employing the canonical ABC method searches the part-dimensional optimum in parallel, which can be constructed into a complete solution for the upper level. At the same time, the comprehensive learning method with crossover and mutation operator is applied to enhance the global search ability between species. Experiments are conducted on a set of 20 continuous and discrete benchmark problems. The experimental results demonstrate remarkable performance of the HABC algorithm when compared with other six evolutionary algorithms.
WOS标题词	Science & Technology ; Physical Sciences
类目[WOS]	Mathematics, Applied
研究领域[WOS]	Mathematics
关键词[WOS]	PARTICLE SWARM OPTIMIZER ; ABC ALGORITHM ; EVOLUTION
收录类别	SCI
资助信息	Natural Science Foundation of China [61105067, 61174164, 71271140, 71001072]; National Key Technology R&D Program of China [2012BAF10B11, 2012BAF10B06]; The Hong Kong Scholars Program [G-YZ24]; China Postdoctoral Science Foundation [20100480705, 2012T50584, 2012T50639]; Natural Science Foundation of Guangdong Province [S2012010008668, 9451806001002294]
语种	英语
WOS记录号	WOS:000333632600001
内容类型	期刊论文
源URL	[http://ir.sia.cn/handle/173321/14743]
专题	沈阳自动化研究所_信息服务与智能控制技术研究室
推荐引用方式 GB/T 7714	Ma LB,Hu KY,Zhu YL,et al. Discrete and Continuous Optimization Based on Hierarchical Artificial Bee Colony Optimizer[J]. JOURNAL OF APPLIED MATHEMATICS,2014,2014:1-20.
APA	Ma LB,Hu KY,Zhu YL,Niu B,Chen HN,&He MW.(2014).Discrete and Continuous Optimization Based on Hierarchical Artificial Bee Colony Optimizer.JOURNAL OF APPLIED MATHEMATICS,2014,1-20.
MLA	Ma LB,et al."Discrete and Continuous Optimization Based on Hierarchical Artificial Bee Colony Optimizer".JOURNAL OF APPLIED MATHEMATICS 2014(2014):1-20.