Enhanced Indoor Navigation System with Beacons and Kalman Filters

Andrew Mackey, P. Spachos, K. Plataniotis
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引用次数: 11

Abstract

Indoor positioning systems are used in a variety of applications from shopping malls and museums to subject monitoring and tracking. The reliability and usability of such systems are highly based on their accuracy as well as cost and ease of deployment. Although the Global Positioning System (GPS) is an accurate solution for outdoor use, it can not be used indoors. A popular approach is a wireless navigation system which makes use of Received Signal Strength Indicators (RSSI). However, signal propagation, as well as surrounding noise and a dynamic environment, can affect their performance. Recent advancements in Bluetooth Low Energy (BLE) devices and the introduction of small and inexpensive beacons can alleviate the problem. In this work, we introduce an indoor navigation system with BLE beacons. To measure system accuracy an Android application was developed to collect the signal. Moreover, a Kalman filter was also developed within the application to improve the accuracy. Experimental results showed improvement of systems accuracy in three square topologies. The Kalman filter improved the accuracy up to 78.9%. while the experiments also show a correlation between the overall accuracy and how close BLE beacons are to each other.
带有信标和卡尔曼滤波器的增强室内导航系统
室内定位系统用于从购物中心和博物馆到主题监控和跟踪的各种应用。这些系统的可靠性和可用性在很大程度上取决于它们的准确性以及成本和部署的便利性。虽然全球定位系统(GPS)是户外使用的精确解决方案,但它不能在室内使用。一种流行的方法是利用接收信号强度指标(RSSI)的无线导航系统。然而,信号传播、周围噪声和动态环境都会影响它们的性能。蓝牙低功耗(BLE)设备的最新进展和小型廉价信标的引入可以缓解这个问题。本文介绍了一种基于BLE信标的室内导航系统。为了测量系统的精度,开发了一个Android应用程序来收集信号。此外,在应用程序中还开发了卡尔曼滤波器以提高精度。实验结果表明,在三种方形拓扑结构下,系统精度得到了提高。卡尔曼滤波将准确率提高到78.9%。而实验也显示了总体精度与BLE信标之间的距离之间的相关性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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