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A Bluetooth Low Energy Indoor Positioning System with Channel Diversity Weighted Trilateration and Kalman Filtering

机译:具有通道分集加权三边测量和卡尔曼滤波的蓝牙低功耗室内定位系统

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摘要

Indoor Positioning Systems (IPS) using Bluetooth Low Energy (BLE) technology are currently becoming real and available, which has made them grow in popularity and use. However, there are still plenty of challenges related to this technology, especially in terms of Received Signal Strength Indicator (RSSI) fluctuations due to the behaviour of the channels and the multipath effect, that lead to poor precision. In order to mitigate these effects, in this paper we propose and implement a real Indoor Positioning System based on Bluetooth Low Energy, that improves accuracy while reducing power consumption and costs. The three main proposals are: frequency diversity, Kalman filtering and a trilateration method what we have denominated “weighted trilateration”. The analysis of the results proves that all the proposals improve the precision of the system, which goes up to 1.82 m 90% of the time for a device moving in a middle-size room and 0.7 m for static devices. Furthermore, we have proved that the system is scalable and efficient in terms of cost and power consumption. The implemented approach allows using a very simple device (like a SensorTag) on the items to locate. The system enables a very low density of anchor points or references and with a precision better than existing solutions.
机译:使用蓝牙低功耗(BLE)技术的室内定位系统(IPS)目前正变得越来越实用,这使它们越来越受欢迎。但是,与该技术相关的挑战仍然很多,特别是在由于信道行为和多径效应导致的接收信号强度指示器(RSSI)波动方面,这导致了较差的精度。为了减轻这些影响,本文提出并实现了一个基于蓝牙低功耗的真实室内定位系统,该系统在降低功耗和成本的同时提高了准确性。三个主要建议是:频率分集,卡尔曼滤波和三边测量方法,我们称之为“加权三边测量”。结果分析表明,所有建议均提高了系统的精度,对于中型房间中的设备而言,90%的时间可以达到1.82 m,对于静态设备而言,其时间可以达到0.7 m。此外,我们已经证明该系统在成本和功耗方面可扩展且高效。实施的方法允许在物品上使用非常简单的设备(例如SensorTag)进行定位。该系统可实现极低的锚点或参照密度,并且精度优于现有解决方案。

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