A Bluetooth-based minimum infrastructure home localisation system

Damian Kelly, S. McLoone, T. Dishongh
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引用次数: 17

Abstract

Indoor location tracking is a function best suited to wireless LAN devices. This generally precludes it from home use in isolated rural areas, where WLAN is a rare commodity. We propose an affordable localisation system which can be implemented using a variety of Bluetooth enabled mobile phones. This permits the incorporation of cellular network signal measurements as well as Bluetooth link measurements into the localisation framework. This paper presents a Hidden Markov Model localisation method, utilising the Viterbi algorithm, which enables single Bluetooth access point localisation. The improvement of accuracy this presents over a Naive Bayes classifier is illustrated, along with the optimal method of obtaining training data.
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基于蓝牙的最低基础设施家庭定位系统
室内位置跟踪是最适合无线局域网设备的功能。这通常使它无法在偏远的农村地区家庭使用,在那里WLAN是一种罕见的商品。我们提出了一种经济实惠的定位系统,可以使用各种启用蓝牙的移动电话来实现。这允许将蜂窝网络信号测量以及蓝牙链路测量合并到本地化框架中。本文提出了一种利用Viterbi算法的隐马尔可夫模型定位方法,该方法可以实现单个蓝牙接入点的定位。这种方法在朴素贝叶斯分类器的基础上提高了准确率,并给出了获得训练数据的最佳方法。
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