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Accurate Ubiquitous Localization with Off-the-Shelf IEEE 802.11ac Devices

Blanco, Alejandro and Palacios, Joan and Cominelli, Marco and Gringoli, Francesco and Widmer, Joerg (2021) Accurate Ubiquitous Localization with Off-the-Shelf IEEE 802.11ac Devices. In: The 19th Annual International Conference on Mobile Systems, Applications, and Services (MobiSys 2021), June 24-July 2, 2021, Virtual, WI, USA.

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Abstract

WiFi location systems are remarkably accurate, with decimeter-level errors for recent CSI-based systems. However, such high accuracy is achieved under Line-of-Sight (LOS) conditions and with an access point (AP) density that is much higher than that typically found in current deployments that primarily target good coverage. In contrast, when many of the APs within range are in Non-Line-of-Sight (NLOS), the location accuracy degrades drastically. In this paper we present UbiLocate, a WiFi location system that copes well with common AP deployment densities and works ubiquitously, i.e., without excessive degradation under NLOS. UbiLocate demonstrates that meter-level median accuracy NLOS localization is possible through (i) an innovative angle estimator based on a Nelder-Mead search, (ii) a fine-grained time of flight ranging system with nanosecond resolution, and (iii) the accuracy improvements brought about by the increase in bandwidth and number of antennas of IEEE 802.11ac. In combination, they provide superior resolvability of multipath components, significantly improving location accuracy over prior work. We implement our location system on off-the-shelf 802.11ac devices and make the implementation, CSI-extraction tool and custom Fine Timing Measurement design publicly available to the research community. We carry out an extensive performance analysis of our system and show that it outperforms current state-of-the-art location systems by a factor of 2-3, both under LOS and NLOS.

Item Type: Conference or Workshop Papers (Paper)
Subjects: UNSPECIFIED
Divisions: UNSPECIFIED
Depositing User: Alejandro Blanco
Date Deposited: 09 Jun 2021 09:24
Last Modified: 09 Jun 2021 09:24
URI: http://eprints.networks.imdea.org/id/eprint/2318

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  • Accurate Ubiquitous Localization with Off-the-Shelf IEEE 802.11ac Devices. (deposited 09 Jun 2021 09:24) [Currently Displayed]

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