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The Research of the Fuzzy Cluster Algorithm for Indoor Location Based on RSSI

机译:基于RSSI的室内定位模糊聚类算法研究。

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摘要

In this paper, we introduce a new algorithm λ-WFC based on fuzzy cluster into the indoor location of WSN. First, a location fingerprint database is set up and we calculate an optimal value of which is a threshold for classifying the RSS vectors in the off-line training phase. Then in the locating phase, after fuzzy clustering has been done, we estimate the degree of similarity between two vectors by Jffreys&Matusita formula, and assign different weights to the coordinates of reference nodes to calculate the location of the unknown node. Finally it is proved in our simulation experiments that this algorithm could be effective to avoid the dilemma caused by the multipath and abnormal signal attenuation as well as that it has the advantages of low complexity, fast execution, high accuracy and practical applicability for the large-scale of indoor location of WSN.
机译:本文将一种基于模糊聚类的新算法λ-WFC引入到无线传感器网络的室内定位中。首先,建立位置指纹数据库,我们计算其最佳值是在离线训练阶段对RSS矢量进行分类的阈值。然后在定位阶段,在进行模糊聚类之后,我们通过Jffreys&Matusita公式估计两个向量之间的相似度,并为参考节点的坐标分配不同的权重,以计算未知节点的位置。最后,在我们的仿真实验中证明了该算法可以有效避免多径和信号衰减异常带来的两难境地,并且具有复杂度低,执行速度快,精度高等优点。无线传感器网络室内位置的规模。

著录项

  • 来源
  • 会议地点 Beijing(CN)
  • 作者单位

    Research Institution of Electronic Science and Technology, University of Electronic Science and Technology of China, Chengdu, 611731, China;

    Research Institution of Electronic Science and Technology, University of Electronic Science and Technology of China, Chengdu, 611731, China;

    Research Institution of Electronic Science and Technology, University of Electronic Science and Technology of China, Chengdu, 611731, China;

    Research Institution of Electronic Science and Technology, University of Electronic Science and Technology of China, Chengdu, 611731, China;

    Research Institution of Electronic Science and Technology, University of Electronic Science and Technology of China, Chengdu, 611731, China;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 软件工程;
  • 关键词

    Fuzzy Cluster; Indoor Localization; Vector Similarity; RSSI; WSN;

    机译:模糊聚类;室内定位;向量相似度; RSSI; WSN;

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