COMPASS: A probabilistic indoor positioning system based on 802.11 and digital compasses

Thomas King, S. Kopf, T. Haenselmann, Christian Lubberger, W. Effelsberg
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引用次数: 281

Abstract

Positioning systems are one of the key elements required by location-based services. This paper presents the design, implementation and analysis of a positioning system called COMPASS which is based on 802.11-compliant network infrastructure and digital compasses. On the mobile device, COMPASS samples the signal strength values of different access points in its communication range and utilizes the orientation of the user to preselect a subset of the training data. The remaining training data is used by a probabilistic positioning algorithm to determine the position of the user. While prior systems show limited accuracy due to blocking effects caused by the human body, we apply digital compasses to detect the orientations of the users so that we can deal with these blocking effects. After a short period of training our COMPASS system achieves an average error distance of less than 1.65 meters in our experimental environment of 312 square meters.
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COMPASS:基于802.11和数字罗盘的概率室内定位系统
定位系统是基于位置的服务所需的关键要素之一。本文介绍了基于802.11标准网络基础设施和数字罗盘的COMPASS定位系统的设计、实现和分析。在移动设备上,COMPASS对其通信范围内不同接入点的信号强度值进行采样,并利用用户的方向来预选训练数据的子集。剩余的训练数据被概率定位算法用来确定用户的位置。虽然之前的系统由于人体造成的阻塞效应而显示出有限的精度,但我们应用数字罗盘来检测用户的方向,以便我们可以处理这些阻塞效应。经过短时间的训练,我们的COMPASS系统在312平方米的实验环境中,平均误差距离小于1.65米。
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