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基于聚类的快速Wi-Fi定位算法
引用本文:刘兴川,林孝康.基于聚类的快速Wi-Fi定位算法[J].计算机工程,2011,37(8):285-287.
作者姓名:刘兴川  林孝康
作者单位:清华大学深圳研究生院,广东,深圳,518055
摘    要:Wi-Fi定位中用户移动终端计算能力差,提供的能量有限。为此,提出一种基于信号强度聚类的快速定位算法,依据接收信号强度的相似度对参考点分组再定位,从而减少定位计算量,提高Wi-Fi定位精度。在校园和市内2种不同室外环境下进行现场实验,数据显示定位均方根误差从16.71 m减小到9.68 m,定位时间从96.3 ms减小到5.2 ms,验证了该算法的高效性和有效性。

关 键 词:Wi-Fi定位  信号强度  聚类  指纹识别

Fast Wi-Fi Positioning Algorithm Based on Clustering
LIU Xing-chuan,LIN Xiao-kang.Fast Wi-Fi Positioning Algorithm Based on Clustering[J].Computer Engineering,2011,37(8):285-287.
Authors:LIU Xing-chuan  LIN Xiao-kang
Affiliation:(Graduate School at Shenzhen,Tsinghua University,Shenzhen 518055,China)
Abstract:Considering that the client devices are usually small,maintained by constrained battery in Wi-Fi positioning,this paper proposes a fast Wi-Fi positioning algorithm based on clustering.Through grouping reference points with similar signal strength together and then locating,the algorithm not only reduces the computation in positioning phase,but also achieves a high accuracy at the same time.Experiments are conducted in campus and the business district respectively,and the results demonstrate that Root Mean Square Error(RMSE) is reduced from 16.71 m to 9.68 m,the positioning time is reduced from 96.3 ms to 5.2 ms.Experimental results indicate that the algorithm is effective and available.
Keywords:Wi-Fi positioning  signal strength  clustering  Fingerprinting  
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