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A VLC-Based 3-D Indoor Positioning System Using Fingerprinting and K-Nearest Neighbor

机译:基于VLC的3D室内定位系统,使用指纹和K最近邻

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摘要

In this paper, a three-dimensional (3-D) positioning system using fingerprinting and K-Nearest neighbor is proposed. The implementation of the proposed positioning system based on visible light communication (VLC) is discussed. On-off keying (OOK) modulation, Manchester coding and time division multiplexing (TDM) are utilized to obtain both lossless data and accurate received signal strength indications (RSSIs) without sacrificing the comfort of indoor illumination. The proposed 3-D positioning algorithm is conducted in three processes. Firstly, we quickly traverse all sampling points in the fingerprint database to find the nearest neighbor and choose candidate sampling points around the nearest neighbor. Secondly, we conduct an iterative search among candidate sampling points to find K-Nearest neighbors. Finally, we obtain estimated coordinates using weighted average method. Experimental result shows that, the proposed system possesses fast location and high accuracy.
机译:本文提出了一种使用指纹和K-最近邻的三维(3-D)定位系统。讨论了所提出的基于可见光通信(VLC)的定位系统的实现。利用开关键控(OOK)调制,曼彻斯特编码和时分多路复用(TDM)来获得无损数据和准确的接收信号强度指示(RSSI),而不牺牲室内照明的舒适度。所提出的3-D定位算法在三个过程中进行。首先,我们快速遍历指纹数据库中的所有采样点,以找到最近的邻居,并在最近的邻居周围选择候选采样点。其次,我们在候选采样点之间进行迭代搜索以找到K最近邻居。最后,我们使用加权平均法获得估计坐标。实验结果表明,该系统定位快,精度高。

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