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Comparing Localization Performance of IEEE 802.11p and LTE-V V2I Communications

The future of transportation systems is going towards autonomous and assisted driving, aiming to reach full automation. There is huge focus on communication technologies expected to offer vehicular application services, of which most are location-based services. This paper provides a study on locali...

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Detalles Bibliográficos
Autores principales: Halili, Rreze, Weyn, Maarten, Berkvens, Rafael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7998953/
https://www.ncbi.nlm.nih.gov/pubmed/33805615
http://dx.doi.org/10.3390/s21062031
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author Halili, Rreze
Weyn, Maarten
Berkvens, Rafael
author_facet Halili, Rreze
Weyn, Maarten
Berkvens, Rafael
author_sort Halili, Rreze
collection PubMed
description The future of transportation systems is going towards autonomous and assisted driving, aiming to reach full automation. There is huge focus on communication technologies expected to offer vehicular application services, of which most are location-based services. This paper provides a study on localization accuracy limits using vehicle-to-infrastructure communication channels provided by IEEE 802.11p and LTE-V, considering two different vehicular network designs. Real data measurements obtained on our highway testbed are used to model and simulate propagation channels, the position of base stations, and the route followed by the vehicle. Cramer–Rao lower bound, geometric dilution of precision, and least square error for time difference of arrival localization technique are investigated. Based on our analyses and findings, LTE-V outperforms IEEE 802.11p. However, it is apparent that providing larger signal bandwidth dedicated to localization, with network sites positioned at both sides of the highway, and considering the geometry between vehicle and network sites, improve vehicle localization accuracy.
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spelling pubmed-79989532021-03-28 Comparing Localization Performance of IEEE 802.11p and LTE-V V2I Communications Halili, Rreze Weyn, Maarten Berkvens, Rafael Sensors (Basel) Article The future of transportation systems is going towards autonomous and assisted driving, aiming to reach full automation. There is huge focus on communication technologies expected to offer vehicular application services, of which most are location-based services. This paper provides a study on localization accuracy limits using vehicle-to-infrastructure communication channels provided by IEEE 802.11p and LTE-V, considering two different vehicular network designs. Real data measurements obtained on our highway testbed are used to model and simulate propagation channels, the position of base stations, and the route followed by the vehicle. Cramer–Rao lower bound, geometric dilution of precision, and least square error for time difference of arrival localization technique are investigated. Based on our analyses and findings, LTE-V outperforms IEEE 802.11p. However, it is apparent that providing larger signal bandwidth dedicated to localization, with network sites positioned at both sides of the highway, and considering the geometry between vehicle and network sites, improve vehicle localization accuracy. MDPI 2021-03-13 /pmc/articles/PMC7998953/ /pubmed/33805615 http://dx.doi.org/10.3390/s21062031 Text en © 2021 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
Halili, Rreze
Weyn, Maarten
Berkvens, Rafael
Comparing Localization Performance of IEEE 802.11p and LTE-V V2I Communications
title Comparing Localization Performance of IEEE 802.11p and LTE-V V2I Communications
title_full Comparing Localization Performance of IEEE 802.11p and LTE-V V2I Communications
title_fullStr Comparing Localization Performance of IEEE 802.11p and LTE-V V2I Communications
title_full_unstemmed Comparing Localization Performance of IEEE 802.11p and LTE-V V2I Communications
title_short Comparing Localization Performance of IEEE 802.11p and LTE-V V2I Communications
title_sort comparing localization performance of ieee 802.11p and lte-v v2i communications
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7998953/
https://www.ncbi.nlm.nih.gov/pubmed/33805615
http://dx.doi.org/10.3390/s21062031
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