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Multi-colony bacteria foraging optimization with cell-to-cell communication for RFID network planning
Chen HN(陈瀚宁); Zhu YL(朱云龙); Hu KY(胡琨元)
Department工业信息学研究室
Source PublicationApplied Soft Computing
ISSN1568-4946
2010
Volume10Issue:2Pages:539-547
Indexed BySCI ; EI
EI Accession number20094912526350
WOS IDWOS:000272206500020
Contribution Rank1
KeywordRfid Network Planning Bacteria Foraging Algorithm Mc-bfo Ga Pso
AbstractIn order to obtain accurate and reliable network planning in the Radio Frequency Identification (RFID) communication system, the locations of readers and the associated values for each of the reader parameters have to be determined. All these choices must optimize a set of objectives, such as tag coverage, economic efficiency, load balance, and interference level between readers. This paper proposes a novel optimization algorithm, namely the multi-colony bacteria foraging optimization (MC-BFO), to solve complex RFID network planning problem. The main idea of MC-BFO is to extend the single population bacterial foraging algorithm to the interacting multi-colony model by relating the chemotactic behavior of single bacterial cell to the cell-to-cell communication of bacterial community. With this multi-colony cooperative approach, a suitable diversity in the whole bacterial community can be maintained. At the same time, the cell-to-cell communication mechanism significantly speeds up the bacterial community to converge to the global optimum. Then a mathematical model for planning RFID networks is developed based on the proposed MC-BFO. The performance of MC-BFO is compared to both GA and PSO on RFID network planning problem, demonstrating its superiority.
Language英语
WOS HeadingsScience & Technology ; Technology
WOS SubjectComputer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications
WOS KeywordCHEMOTAXIS
WOS Research AreaComputer Science
Citation statistics
Cited Times:69[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/7088
Collection工业信息学研究室
AffiliationKey Laboratory of Industrial Informatics, Shenyang Institute of Automation, Chinese Academy of Sciences, Nanta Street 114#, Dongling District, Shenyang 110016, China
Recommended Citation
GB/T 7714
Chen HN,Zhu YL,Hu KY. Multi-colony bacteria foraging optimization with cell-to-cell communication for RFID network planning[J]. Applied Soft Computing,2010,10(2):539-547.
APA Chen HN,Zhu YL,&Hu KY.(2010).Multi-colony bacteria foraging optimization with cell-to-cell communication for RFID network planning.Applied Soft Computing,10(2),539-547.
MLA Chen HN,et al."Multi-colony bacteria foraging optimization with cell-to-cell communication for RFID network planning".Applied Soft Computing 10.2(2010):539-547.
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