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Continuous Space Estimation: Increasing WiFi-Based Indoor Localization Resolution without Increasing the Site-Survey Effort †

Although much research has taken place in WiFi indoor localization systems, their accuracy can still be improved. When designing this kind of system, fingerprint-based methods are a common choice. The problem with fingerprint-based methods comes with the need of site surveying the environment, which...

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Detalles Bibliográficos
Autores principales: Hernández, Noelia, Ocaña, Manuel, Alonso, Jose M., Kim, Euntai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5298720/
https://www.ncbi.nlm.nih.gov/pubmed/28098773
http://dx.doi.org/10.3390/s17010147
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author Hernández, Noelia
Ocaña, Manuel
Alonso, Jose M.
Kim, Euntai
author_facet Hernández, Noelia
Ocaña, Manuel
Alonso, Jose M.
Kim, Euntai
author_sort Hernández, Noelia
collection PubMed
description Although much research has taken place in WiFi indoor localization systems, their accuracy can still be improved. When designing this kind of system, fingerprint-based methods are a common choice. The problem with fingerprint-based methods comes with the need of site surveying the environment, which is effort consuming. In this work, we propose an approach, based on support vector regression, to estimate the received signal strength at non-site-surveyed positions of the environment. Experiments, performed in a real environment, show that the proposed method could be used to improve the resolution of fingerprint-based indoor WiFi localization systems without increasing the site survey effort.
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spelling pubmed-52987202017-02-10 Continuous Space Estimation: Increasing WiFi-Based Indoor Localization Resolution without Increasing the Site-Survey Effort † Hernández, Noelia Ocaña, Manuel Alonso, Jose M. Kim, Euntai Sensors (Basel) Article Although much research has taken place in WiFi indoor localization systems, their accuracy can still be improved. When designing this kind of system, fingerprint-based methods are a common choice. The problem with fingerprint-based methods comes with the need of site surveying the environment, which is effort consuming. In this work, we propose an approach, based on support vector regression, to estimate the received signal strength at non-site-surveyed positions of the environment. Experiments, performed in a real environment, show that the proposed method could be used to improve the resolution of fingerprint-based indoor WiFi localization systems without increasing the site survey effort. MDPI 2017-01-13 /pmc/articles/PMC5298720/ /pubmed/28098773 http://dx.doi.org/10.3390/s17010147 Text en © 2017 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
Hernández, Noelia
Ocaña, Manuel
Alonso, Jose M.
Kim, Euntai
Continuous Space Estimation: Increasing WiFi-Based Indoor Localization Resolution without Increasing the Site-Survey Effort †
title Continuous Space Estimation: Increasing WiFi-Based Indoor Localization Resolution without Increasing the Site-Survey Effort †
title_full Continuous Space Estimation: Increasing WiFi-Based Indoor Localization Resolution without Increasing the Site-Survey Effort †
title_fullStr Continuous Space Estimation: Increasing WiFi-Based Indoor Localization Resolution without Increasing the Site-Survey Effort †
title_full_unstemmed Continuous Space Estimation: Increasing WiFi-Based Indoor Localization Resolution without Increasing the Site-Survey Effort †
title_short Continuous Space Estimation: Increasing WiFi-Based Indoor Localization Resolution without Increasing the Site-Survey Effort †
title_sort continuous space estimation: increasing wifi-based indoor localization resolution without increasing the site-survey effort †
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5298720/
https://www.ncbi.nlm.nih.gov/pubmed/28098773
http://dx.doi.org/10.3390/s17010147
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