@inproceedings{4d80b7b0deb44244afbf979449bc6d78,
title = "Indoor localization with Wi-Fi fine timing measurements through range filtering and fingerprinting methods",
abstract = "Wi-Fi technology has been thoroughly studied for indoor localization. This is mainly due to the existing infrastructure inside buildings for wireless connectivity and the uptake of mobile devices where Wi-Fi location-dependent measurements, e.g., timing and signal strength readings, are readily available to determine the user location. To enhance the accuracy of Wi-Fi solutions, a two-way ranging approach was recently introduced into the IEEE 802.11 standard for the provision of Fine Timing Measurements (FTM). Such measurements enable a more reliable estimation of the distance between FTM-capable Wi-Fi access points and user-carried devices; thus, promising to deliver meter-level location accuracy. In this work, we propose two novel solutions that leverage FTM and follow different approaches, which have not been investigated in the literature. The first solution is based on an Unscented Kalman Filter (UKF) algorithm to process FTM ranging measurements, while the second solution relies on an FTM fingerprinting method. Experimental results using real-life data collected in a typical office environment demonstrate the effectiveness of both solutions, while the FTM fingerprinting approach demonstrated 1.12m and 2.13m localization errors for the 67-th and 95-th percentiles, respectively. This is a two to three times improvement over the traditional Wi-Fi signal strength fingerprinting approach and the UKF ranging algorithm.",
keywords = "Fine Timing Measurements, Fingerprinting, Indoor localization, Unscented Kalman Filter, Wi-Fi",
author = "Sami Huilla and Chrysanthos Pepi and Michalis Antoniou and Christos Laoudias and Seppo Horsmanheimo and Sergio Lembo and Matti Laukkanen and Georgios Ellinas",
year = "2020",
month = aug,
doi = "10.1109/PIMRC48278.2020.9217193",
language = "English",
isbn = "978-1-7281-4491-7",
series = "IEEE International Symposium on Personal, Indoor, and Mobile Radio Communications Workshops",
publisher = "IEEE Institute of Electrical and Electronic Engineers",
number = "31",
booktitle = "2020 IEEE 31st Annual International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC 2020",
address = "United States",
note = "31st IEEE Annual International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC 2020 : Online, PIMRC 2020 ; Conference date: 31-08-2020 Through 03-09-2020",
}