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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)![]() ![]() |
刊名 | Applied Soft Computing
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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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