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Crowdsensing Influences and Error Sources in Urban Outdoor Wi-Fi Fingerprinting Positioning

Wi-Fi fingerprinting positioning systems have been deployed for a long time in location-based services for indoor environments. Combining mobile crowdsensing and Wi-Fi fingerprinting systems could reduce the high cost of collecting the necessary data, enabling the deployment of the resulting system...

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Autores principales: Leca, Cristian-Liviu, Nicolaescu, Ioan, Ciotirnae, Petrica
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7013507/
https://www.ncbi.nlm.nih.gov/pubmed/31940872
http://dx.doi.org/10.3390/s20020427
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author Leca, Cristian-Liviu
Nicolaescu, Ioan
Ciotirnae, Petrica
author_facet Leca, Cristian-Liviu
Nicolaescu, Ioan
Ciotirnae, Petrica
author_sort Leca, Cristian-Liviu
collection PubMed
description Wi-Fi fingerprinting positioning systems have been deployed for a long time in location-based services for indoor environments. Combining mobile crowdsensing and Wi-Fi fingerprinting systems could reduce the high cost of collecting the necessary data, enabling the deployment of the resulting system for outdoor positioning in areas with dense Wi-Fi coverage. In this paper, we present the results attained in the design and evaluation of an urban fingerprinting positioning system based on crowdsensed Wi-Fi measurements. We first assess the quality of the collected measurements, highlighting the influence of received signal strength on data collection. We then evaluate the proposed system by comparing the influence of the crowdsensed fingerprints on the overall positioning accuracy for different scenarios. This evaluation helps gain valuable insight into the design and deployment of urban Wi-Fi positioning systems while also allowing the proposed system to match GPS-like accuracy in similar conditions.
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spelling pubmed-70135072020-03-09 Crowdsensing Influences and Error Sources in Urban Outdoor Wi-Fi Fingerprinting Positioning Leca, Cristian-Liviu Nicolaescu, Ioan Ciotirnae, Petrica Sensors (Basel) Article Wi-Fi fingerprinting positioning systems have been deployed for a long time in location-based services for indoor environments. Combining mobile crowdsensing and Wi-Fi fingerprinting systems could reduce the high cost of collecting the necessary data, enabling the deployment of the resulting system for outdoor positioning in areas with dense Wi-Fi coverage. In this paper, we present the results attained in the design and evaluation of an urban fingerprinting positioning system based on crowdsensed Wi-Fi measurements. We first assess the quality of the collected measurements, highlighting the influence of received signal strength on data collection. We then evaluate the proposed system by comparing the influence of the crowdsensed fingerprints on the overall positioning accuracy for different scenarios. This evaluation helps gain valuable insight into the design and deployment of urban Wi-Fi positioning systems while also allowing the proposed system to match GPS-like accuracy in similar conditions. MDPI 2020-01-12 /pmc/articles/PMC7013507/ /pubmed/31940872 http://dx.doi.org/10.3390/s20020427 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
Leca, Cristian-Liviu
Nicolaescu, Ioan
Ciotirnae, Petrica
Crowdsensing Influences and Error Sources in Urban Outdoor Wi-Fi Fingerprinting Positioning
title Crowdsensing Influences and Error Sources in Urban Outdoor Wi-Fi Fingerprinting Positioning
title_full Crowdsensing Influences and Error Sources in Urban Outdoor Wi-Fi Fingerprinting Positioning
title_fullStr Crowdsensing Influences and Error Sources in Urban Outdoor Wi-Fi Fingerprinting Positioning
title_full_unstemmed Crowdsensing Influences and Error Sources in Urban Outdoor Wi-Fi Fingerprinting Positioning
title_short Crowdsensing Influences and Error Sources in Urban Outdoor Wi-Fi Fingerprinting Positioning
title_sort crowdsensing influences and error sources in urban outdoor wi-fi fingerprinting positioning
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7013507/
https://www.ncbi.nlm.nih.gov/pubmed/31940872
http://dx.doi.org/10.3390/s20020427
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