FaStER: Fast, Stable, Expendable and Reliable Radio Map for Indoor Localization

Md Abdulla Al Mamun, David Vera Anaya, M. Yuce
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引用次数: 4

Abstract

At present, fingerprinting based localization methods gain a massive attraction for numerous indoor location-based services. However, creation of a radio map is a laborious and time-consuming process that limits the applicability of this method. In this study, we propose FaStER, a Fast, Stable, Expendable and Reliable radio map creation system for fingerprinting based indoor localization applications. Data from a chest mounted IMU with ZigBee protocol based wireless network technology and indoor floor plan are used as inputs to the system. The proposed system ensures high accuracy both in terms of location estimation and RSSI acquisition by correcting errors generated from the IMU and from the presence of human body. The stability of a generated radio map is guaranteed by exploiting the concept of RSSI similarity index. The system is especially proposed for facilitating indoor location-based services with chest mounted wearable devices towards IoT connected wearable health and environmental monitoring applications. Results demonstrate that the proposed system can create a fast, stable, expendable, and reliable radio map that can help to improve the accuracy for location fingerprinting.
更快:快速,稳定,消耗性和可靠的室内定位无线电地图
目前,基于指纹的定位方法在众多室内定位服务中获得了巨大的吸引力。然而,创建无线电地图是一个费力和耗时的过程,限制了这种方法的适用性。在这项研究中,我们提出了一个更快,快速,稳定,消耗性和可靠的无线地图创建系统,用于基于指纹的室内定位应用。来自基于ZigBee协议的无线网络技术和室内平面图的嵌入式IMU的数据被用作系统的输入。该系统通过校正IMU和人体存在产生的误差,确保了定位估计和RSSI采集的高精度。利用RSSI相似度指标的概念,保证了生成的无线电地图的稳定性。该系统特别适用于通过胸装可穿戴设备为物联网连接的可穿戴健康和环境监测应用提供基于室内位置的服务。结果表明,该系统能够生成快速、稳定、可靠的无线地图,有助于提高位置指纹识别的准确性。
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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