Publication
Title
A primer on real-world RSS-based outdoor NB-IoT localization
Author
Abstract
Apart from long range communication, Low Power Wide Area Networks (LPWAN) are used to locate Internet of Things (IoT) devices. With hundreds of networks being deployed in a short amount of time, NarrowBand IoT (NB-IoT) is stealing the LPWAN market shares from its competitors. The deep indoor coverage of NB-IoT guarantees the energy-efficient communication link between a device and a nearby base station. We believe we are the first to perform signal strength-based outdoor localization experiments with this up-and-coming technology. Instead of simulating the experiments, we face the challenges of working with real measurements in a real-world city-scale environment. In contrast to satellite-based solutions, the position of a mobile device equipped with a small battery can be estimated in indoor and outdoor environments for several years. In this research, we investigate the accuracy of NB-IoT localization, using the Received Signal Strength (RSS) to a single NB-IoT base station antenna. We evaluate three outdoor RSS-based algorithms: proximity, ranging and optimized fingerprinting. The experiments result in a mean location estimation error of 340 m, 320 m and 204 m, respectively.
Language
English
Source (journal)
International Conference on Localization and GNSS : [proceedings]. - Piscataway, NJ
Source (book)
2020 International Conference on Localization and GNSS (ICL-GNSS), 2-4 June, 2020, Tampere, Finland
Publication
Piscataway, NJ : IEEE , 2020
ISSN
2325-0747
ISBN
978-1-7281-6455-7
978-1-7281-6456-4
DOI
10.1109/ICL-GNSS49876.2020.9115578
Volume/pages
p. 1-6
ISI
000695708800028
Full text (Publisher's DOI)
Full text (publisher's version - intranet only)
UAntwerpen
Faculty/Department
Research group
Project info
Reliable error estimation of signal feature-based localization in LPWAN.
Publication type
Subject
Affiliation
Publications with a UAntwerp address
External links
Web of Science
Record
Identifier
Creation 16.06.2020
Last edited 02.10.2024
To cite this reference