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Investigation of the Performance of TDoA-Based Localization Over LoRaWAN in Theory and Practice

The paper deals with the localization in a low-power wide-area-network (LPWAN) operating long-range wide-area-network (LoRaWAN) technology. The LoRaWAN is, today, one of the most widely used connectivity-enabling technologies for the battery-powered smart devices employed in a broad range of applica...

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Autores principales: Pospisil, Jan, Fujdiak, Radek, Mikhaylov, Konstantin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7582685/
https://www.ncbi.nlm.nih.gov/pubmed/32977644
http://dx.doi.org/10.3390/s20195464
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author Pospisil, Jan
Fujdiak, Radek
Mikhaylov, Konstantin
author_facet Pospisil, Jan
Fujdiak, Radek
Mikhaylov, Konstantin
author_sort Pospisil, Jan
collection PubMed
description The paper deals with the localization in a low-power wide-area-network (LPWAN) operating long-range wide-area-network (LoRaWAN) technology. The LoRaWAN is, today, one of the most widely used connectivity-enabling technologies for the battery-powered smart devices employed in a broad range of applications. Many of these applications either require or can benefit from the availability of geolocation information. The use of global positioning system (GPS) technology is restrained by the bad propagation of the signal when the device is hidden indoors, and by energy consumption such a receiver would require. Therefore, this paper focuses on an alternative solution implying the use of the information readily available in the LoRaWAN network and application of the time difference of arrival (TDoA) method for the passive geolocation of end-devices in the network. First, the limits of geolocation services in networks that use narrow-band communication channels are discussed, as well as the relevant challenges faced by the TDoA approach. Then, we select five classic TDoA algorithms and evaluate their performance using simulation. Based on these results, we select the two providing the best accuracy (i.e., Chan’s and Foy’s). These algorithms were tested by the field measurements, using the specially designed low-cost gateways and test devices to estimate their real-life performance.
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spelling pubmed-75826852020-10-28 Investigation of the Performance of TDoA-Based Localization Over LoRaWAN in Theory and Practice Pospisil, Jan Fujdiak, Radek Mikhaylov, Konstantin Sensors (Basel) Article The paper deals with the localization in a low-power wide-area-network (LPWAN) operating long-range wide-area-network (LoRaWAN) technology. The LoRaWAN is, today, one of the most widely used connectivity-enabling technologies for the battery-powered smart devices employed in a broad range of applications. Many of these applications either require or can benefit from the availability of geolocation information. The use of global positioning system (GPS) technology is restrained by the bad propagation of the signal when the device is hidden indoors, and by energy consumption such a receiver would require. Therefore, this paper focuses on an alternative solution implying the use of the information readily available in the LoRaWAN network and application of the time difference of arrival (TDoA) method for the passive geolocation of end-devices in the network. First, the limits of geolocation services in networks that use narrow-band communication channels are discussed, as well as the relevant challenges faced by the TDoA approach. Then, we select five classic TDoA algorithms and evaluate their performance using simulation. Based on these results, we select the two providing the best accuracy (i.e., Chan’s and Foy’s). These algorithms were tested by the field measurements, using the specially designed low-cost gateways and test devices to estimate their real-life performance. MDPI 2020-09-23 /pmc/articles/PMC7582685/ /pubmed/32977644 http://dx.doi.org/10.3390/s20195464 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Pospisil, Jan
Fujdiak, Radek
Mikhaylov, Konstantin
Investigation of the Performance of TDoA-Based Localization Over LoRaWAN in Theory and Practice
title Investigation of the Performance of TDoA-Based Localization Over LoRaWAN in Theory and Practice
title_full Investigation of the Performance of TDoA-Based Localization Over LoRaWAN in Theory and Practice
title_fullStr Investigation of the Performance of TDoA-Based Localization Over LoRaWAN in Theory and Practice
title_full_unstemmed Investigation of the Performance of TDoA-Based Localization Over LoRaWAN in Theory and Practice
title_short Investigation of the Performance of TDoA-Based Localization Over LoRaWAN in Theory and Practice
title_sort investigation of the performance of tdoa-based localization over lorawan in theory and practice
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7582685/
https://www.ncbi.nlm.nih.gov/pubmed/32977644
http://dx.doi.org/10.3390/s20195464
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