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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)
作者部门信息服务与智能控制技术研究室
关键词Biochemistry Optimization
发表期刊Neurocomputing
ISSN0925-2312
2014
卷号137页码:268–284
收录类别SCI ; EI
EI收录号20141917694172
WOS记录号WOS:000336474400033
产权排序1
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.
语种英语
WOS标题词Science & Technology ; Technology
WOS类目Computer Science, Artificial Intelligence
关键词[WOS]SEARCH ; ALGORITHM
WOS研究方向Computer Science
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文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/14670
专题信息服务与智能控制技术研究室
通讯作者Chen HN(陈瀚宁)
作者单位1.Laboratory of Information Service and Intelligent Control, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
2.College of Management, Shenzhen University, Shenzhen 518060, China
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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.
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