Bacterial colony foraging optimization

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	Bacterial colony foraging optimization
	Chen HN(陈瀚宁); Niu B(牛奔); Ma LB(马连博); Su WX(苏卫星); Zhu YL(朱云龙)
刊名	Neurocomputing
	2014
卷号	137 页码:268–284
关键词	Biochemistry Optimization
ISSN号	0925-2312
通讯作者	陈瀚宁
产权排序	1
中文摘要	This paper proposes a novel bacterial colony foraging (BCF) algorithm for complex optimization problems. The proposed BCF extend original bacterial foraging algorithm to adaptive and cooperative mode by combining bacterial chemotaxis, cell-to-cell communication, and a self-adaptive foraging strategy. The cell-to-cell communication enables the historical search experience sharing among the bacterial colony that can significantly improve convergence. With the self-adaptive strategy, each bacterium can be characterized by focused and deeper exploitation of the promising regions and wider exploration of other regions of the search space. A rigorous performance analysis is given where the proposed algorithm is benchmarked against four state-of-the-art reference algorithms using both a classical and a composition test function suites. The individual and collective bacterial foraging behaviors of the proposed algorithmic model are also studied. Statistical analysis of all these tests highlights the significant performance improvement due to the beneficial combination and shows that the proposed algorithm outperforms the reference algorithms.
WOS标题词	Science & Technology ; Technology
类目[WOS]	Computer Science, Artificial Intelligence
研究领域[WOS]	Computer Science
关键词[WOS]	SEARCH ; ALGORITHM
收录类别	SCI ; EI
语种	英语
WOS记录号	WOS:000336474400033
内容类型	期刊论文
源URL	[http://ir.sia.cn/handle/173321/14670]
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	Chen HN,Niu B,Ma LB,et al. Bacterial colony foraging optimization[J]. Neurocomputing,2014,137:268–284.
APA	Chen HN,Niu B,Ma LB,Su WX,&Zhu YL.(2014).Bacterial colony foraging optimization.Neurocomputing,137,268–284.
MLA	Chen HN,et al."Bacterial colony foraging optimization".Neurocomputing 137(2014):268–284.