Title :
Lighthouse: Accurate 802.11 localization using Directional Beacon fingerprinting
Author :
Siddig, Abubakr ; Makki, Ahmed ; Bleakley, Chris
Author_Institution :
Sch. of Comput. Sci. & Inf., Univ. Coll. Dublin Belfield, Dublin, Ireland
Abstract :
In this paper, we propose a novel method for indoor location estimation using an unmodified mobile device (MD) in an IEEE 802.11 wireless local area network. In this method, Directional Beaconing is combined with Fingerprinting whereby the WiFi access points (APs) transmit a narrow beamwidth signal switching between a small number of fixed directions of emission (DOEs) and the MD records the received signal strength indicator (RSSI) for all in-range APs and all DOEs. These observations give a DOE-RSSI signatures at the MD for each AP. The location of the MD is determined using a K-Nearest Neighbor algorithm which finds the best matching DOE-RSSI signature in a pre-stored map. The method improves on previous omnidirectional fingerprinting methods by increasing the number of RSSI maps available per AP. A testbed network was deployed in an office building and its performance was evaluated. The results show a reduction in mean location error from 2.87 m to 1.64 m (43% improvement) for the proposed method compared with conventional omnidirectional RSSI fingerprinting, when using 3 APs in a positioning space of 12 m by 13.5 m.
Keywords :
RSSI; mobile handsets; mobility management (mobile radio); multi-access systems; telecommunication switching; wireless LAN; DOE-RSSI signatures; IEEE 802.11 localization; IEEE 802.11 wireless local area network; K-nearest neighbor algorithm; WiFi access points; directional beacon fingerprinting; directions of emission; indoor location estimation; mean location error; mobile device; narrow beamwidth signal switching; office building; omnidirectional RSSI fingerprinting; omnidirectional fingerprinting methods; received signal strength indicator; Accuracy; Antenna measurements; Directional antennas; Estimation; IEEE 802.11 Standard; Wireless LAN;
Conference_Titel :
Localization and GNSS (ICL-GNSS), 2015 International Conference on
Conference_Location :
Gothenburg
DOI :
10.1109/ICL-GNSS.2015.7217151