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Wi-Fi-Based Effortless Indoor Positioning System Using IoT Sensors

Wi-Fi positioning based on fingerprinting has been considered as the most widely used technology in the field of indoor positioning. The fingerprinting database has been used as an essential part of the Wi-Fi positioning system. However, the offline phase of the calibration involves a laborious task...

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Detalles Bibliográficos
Autores principales: Ali, Muhammad Usman, Hur, Soojung, Park, Yongwan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6480415/
https://www.ncbi.nlm.nih.gov/pubmed/30934799
http://dx.doi.org/10.3390/s19071496
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author Ali, Muhammad Usman
Hur, Soojung
Park, Yongwan
author_facet Ali, Muhammad Usman
Hur, Soojung
Park, Yongwan
author_sort Ali, Muhammad Usman
collection PubMed
description Wi-Fi positioning based on fingerprinting has been considered as the most widely used technology in the field of indoor positioning. The fingerprinting database has been used as an essential part of the Wi-Fi positioning system. However, the offline phase of the calibration involves a laborious task of site analysis which involves costs and a waste of time. We offer an indoor positioning system based on the automatic generation of radio maps of the indoor environment. The proposed system does not require any effort and uses Wi-Fi compatible Internet-of-Things (IoT) sensors. Propagation loss parameters are automatically estimated from the online feedback of deployed sensors and the radio maps are updated periodically without any physical intervention. The proposed system leverages the raster maps of an environment with the wall information only, against computationally extensive techniques based on vector maps that require precise information on the length and angles of each wall. Experimental results show that the proposed system has achieved an average accuracy of 2 m, which is comparable to the survey-based Wi-Fi fingerprinting technique.
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spelling pubmed-64804152019-04-29 Wi-Fi-Based Effortless Indoor Positioning System Using IoT Sensors Ali, Muhammad Usman Hur, Soojung Park, Yongwan Sensors (Basel) Article Wi-Fi positioning based on fingerprinting has been considered as the most widely used technology in the field of indoor positioning. The fingerprinting database has been used as an essential part of the Wi-Fi positioning system. However, the offline phase of the calibration involves a laborious task of site analysis which involves costs and a waste of time. We offer an indoor positioning system based on the automatic generation of radio maps of the indoor environment. The proposed system does not require any effort and uses Wi-Fi compatible Internet-of-Things (IoT) sensors. Propagation loss parameters are automatically estimated from the online feedback of deployed sensors and the radio maps are updated periodically without any physical intervention. The proposed system leverages the raster maps of an environment with the wall information only, against computationally extensive techniques based on vector maps that require precise information on the length and angles of each wall. Experimental results show that the proposed system has achieved an average accuracy of 2 m, which is comparable to the survey-based Wi-Fi fingerprinting technique. MDPI 2019-03-27 /pmc/articles/PMC6480415/ /pubmed/30934799 http://dx.doi.org/10.3390/s19071496 Text en © 2019 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
Ali, Muhammad Usman
Hur, Soojung
Park, Yongwan
Wi-Fi-Based Effortless Indoor Positioning System Using IoT Sensors
title Wi-Fi-Based Effortless Indoor Positioning System Using IoT Sensors
title_full Wi-Fi-Based Effortless Indoor Positioning System Using IoT Sensors
title_fullStr Wi-Fi-Based Effortless Indoor Positioning System Using IoT Sensors
title_full_unstemmed Wi-Fi-Based Effortless Indoor Positioning System Using IoT Sensors
title_short Wi-Fi-Based Effortless Indoor Positioning System Using IoT Sensors
title_sort wi-fi-based effortless indoor positioning system using iot sensors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6480415/
https://www.ncbi.nlm.nih.gov/pubmed/30934799
http://dx.doi.org/10.3390/s19071496
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