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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)
Department信息服务与智能控制技术研究室
Source PublicationNeurocomputing
ISSN0925-2312
2014
Volume137Pages:268–284
Indexed BySCI ; EI
EI Accession number20141917694172
WOS IDWOS:000336474400033
Contribution Rank1
KeywordBiochemistry Optimization
AbstractThis 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.
Language英语
WOS HeadingsScience & Technology ; Technology
WOS SubjectComputer Science, Artificial Intelligence
WOS KeywordSEARCH ; ALGORITHM
WOS Research AreaComputer Science
Citation statistics
Cited Times:8[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/14670
Collection信息服务与智能控制技术研究室
Corresponding AuthorChen HN(陈瀚宁)
Affiliation1.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
Recommended Citation
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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