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Autonomous Construction of a WiFi Access Point Map Using Multidimensional Scaling

机译:使用多维缩放比例自动构建WiFi接入点地图

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To construct a WiFi positioning system, dedicated individuals usually gather radio scans with ground truth data. This laborious operation limits the widespread use of WiFi-based locating system. Off-the-shelf smartphones have the capability to scan radio signals from WiFi Access Points (APs). In this paper we propose a scheme to construct a map of WiFi AP positions autonomously without ground truth information. From radio scans, we extract dissimilarities between pairs of WiFi APs, then analyze the dissimilarities to produce a geometric configuration of WiFi APs based on a multidimensional scaling technique. To validate our scheme, we conducted experiments on five floors of an office building that has an area of 50 m by 35 m in each floor. WiFi APs were located within a 10m error range, and floors of APs are recognized without error.
机译:为了构建WiFi定位系统,通常有专职人员收集具有地面真实数据的无线电扫描。这种费力的操作限制了基于WiFi的定位系统的广泛使用。现成的智能手机具有扫描来自WiFi接入点(AP)的无线电信号的功能。在本文中,我们提出了一种在没有地面真实信息的情况下自动构造WiFi AP位置地图的方案。从无线电扫描中,我们提取了成对的WiFi AP之间的差异,然后分析差异以基于多维缩放技术生成WiFi AP的几何配置。为了验证我们的方案,我们在办公楼的五层楼中进行了实验,每层楼高50m x 35m。 WiFi AP位于10m的错误范围内,并且AP的楼层可以无误识别。

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