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Adaptive bacterial foraging optimization algorithm based on social foraging strategy
Shen H(申海); Zhu YL(朱云龙)
Department信息服务与智能控制技术研究室
Source PublicationJournal of Networks
ISSN1796-2056
2014
Volume9Issue:3Pages:799-806
Indexed ByEI
EI Accession number20141117465477
Contribution Rank2
KeywordBacterial Foraging Optimization Algorithm Social Foraging Multimodal Numerical Optimization
AbstractIn 2002, K. M. Passino proposed Bacterial Foraging Optimization Algorithm (BFOA) for distributed optimization and control. Biologic foraging strategies are diverse. Based on social and intelligent foraging theory, this paper proposed an adaptive bacterial foraging optimization algorithm, and introduced six foraging operators: chaos run operator, assimilation run operator, tumble operator, swimming operator, reproduction operator and elimination-dispersal operator. Among those operators, chaos run operator, assimilation run operator and reproduction operator were redefined in accordance with social foraging strategy. And others were same with the original algorithm. Experiments were conducted on 10 multimodal unconstrained benchmark optimization problems for demonstration the effectiveness and stability. The results demonstrate remarkable performance of the proposed algorithm on all chosen benchmark functions when compared to several successful optimization techniques. © 2014 ACADEMY PUBLISHER.
Language英语
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/14741
Collection信息服务与智能控制技术研究室
Corresponding AuthorShen H(申海)
Affiliation1.College of Physics Science and Technology, Shenyang Normal University, Shenyang, China
2.3Laboratory of Information Service and Intelligent Control, Shenyang Institute of Automation, Chinese Academy of Sciences Shenyang, Shenyang, China
Recommended Citation
GB/T 7714
Shen H,Zhu YL. Adaptive bacterial foraging optimization algorithm based on social foraging strategy[J]. Journal of Networks,2014,9(3):799-806.
APA Shen H,&Zhu YL.(2014).Adaptive bacterial foraging optimization algorithm based on social foraging strategy.Journal of Networks,9(3),799-806.
MLA Shen H,et al."Adaptive bacterial foraging optimization algorithm based on social foraging strategy".Journal of Networks 9.3(2014):799-806.
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