SIA OpenIR  > 信息服务与智能控制技术研究室
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)
Source PublicationNeurocomputing
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.
WOS HeadingsScience & Technology ; Technology
WOS SubjectComputer Science, Artificial Intelligence
WOS Research AreaComputer Science
Citation statistics
Cited Times:11[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
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.
Files in This Item:
File Name/Size DocType Version Access License
Bacterialcolonyforag(6093KB)期刊论文作者接受稿开放获取ODC PDDLView Application Full Text
Related Services
Recommend this item
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Chen HN(陈瀚宁)]'s Articles
[Niu B(牛奔)]'s Articles
[Ma LB(马连博)]'s Articles
Baidu academic
Similar articles in Baidu academic
[Chen HN(陈瀚宁)]'s Articles
[Niu B(牛奔)]'s Articles
[Ma LB(马连博)]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Chen HN(陈瀚宁)]'s Articles
[Niu B(牛奔)]'s Articles
[Ma LB(马连博)]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: Bacterialcolonyforagingoptimization.pdf
Format: Adobe PDF
All comments (0)
No comment.

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.