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Multi-colony bacteria foraging optimization with cell-to-cell communication for RFID network planning

文献类型:期刊论文

作者Chen HN(陈瀚宁); Zhu YL(朱云龙); Hu KY(胡琨元)
刊名Applied Soft Computing
出版日期2010
卷号10期号:2页码:539-547
关键词RFID network planning Bacteria Foraging Algorithm MC-BFO GA PSO
ISSN号1568-4946
产权排序1
中文摘要In 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.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications
研究领域[WOS]Computer Science
关键词[WOS]CHEMOTAXIS
收录类别SCI ; EI
语种英语
WOS记录号WOS:000272206500020
公开日期2012-05-29
源URL[http://ir.sia.cn/handle/173321/7088]  
专题沈阳自动化研究所_工业信息学研究室
推荐引用方式
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.

入库方式: OAI收割

来源:沈阳自动化研究所

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