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Infrastructure-Less Indoor Localization Using the Microphone, Magnetometer and Light Sensor of a Smartphone
In this paper, we present the development of an infrastructure-less indoor location system (ILS), which relies on the use of a microphone, a magnetometer and a light sensor of a smartphone, all three of which are essentially passive sensors, relying on signals available practically in any building i...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4570425/ https://www.ncbi.nlm.nih.gov/pubmed/26295237 http://dx.doi.org/10.3390/s150820355 |
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author | Galván-Tejada, Carlos E. García-Vázquez, Juan Pablo Galván-Tejada, Jorge I. Delgado-Contreras, J. Rubén Brena, Ramon F. |
author_facet | Galván-Tejada, Carlos E. García-Vázquez, Juan Pablo Galván-Tejada, Jorge I. Delgado-Contreras, J. Rubén Brena, Ramon F. |
author_sort | Galván-Tejada, Carlos E. |
collection | PubMed |
description | In this paper, we present the development of an infrastructure-less indoor location system (ILS), which relies on the use of a microphone, a magnetometer and a light sensor of a smartphone, all three of which are essentially passive sensors, relying on signals available practically in any building in the world, no matter how developed the region is. In our work, we merge the information from those sensors to estimate the user’s location in an indoor environment. A multivariate model is applied to find the user’s location, and we evaluate the quality of the resulting model in terms of sensitivity and specificity. Our experiments were carried out in an office environment during summer and winter, to take into account changes in light patterns, as well as changes in the Earth’s magnetic field irregularities. The experimental results clearly show the benefits of using the information fusion of multiple sensors when contrasted with the use of a single source of information. |
format | Online Article Text |
id | pubmed-4570425 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-45704252015-09-17 Infrastructure-Less Indoor Localization Using the Microphone, Magnetometer and Light Sensor of a Smartphone Galván-Tejada, Carlos E. García-Vázquez, Juan Pablo Galván-Tejada, Jorge I. Delgado-Contreras, J. Rubén Brena, Ramon F. Sensors (Basel) Article In this paper, we present the development of an infrastructure-less indoor location system (ILS), which relies on the use of a microphone, a magnetometer and a light sensor of a smartphone, all three of which are essentially passive sensors, relying on signals available practically in any building in the world, no matter how developed the region is. In our work, we merge the information from those sensors to estimate the user’s location in an indoor environment. A multivariate model is applied to find the user’s location, and we evaluate the quality of the resulting model in terms of sensitivity and specificity. Our experiments were carried out in an office environment during summer and winter, to take into account changes in light patterns, as well as changes in the Earth’s magnetic field irregularities. The experimental results clearly show the benefits of using the information fusion of multiple sensors when contrasted with the use of a single source of information. MDPI 2015-08-18 /pmc/articles/PMC4570425/ /pubmed/26295237 http://dx.doi.org/10.3390/s150820355 Text en © 2015 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 license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Galván-Tejada, Carlos E. García-Vázquez, Juan Pablo Galván-Tejada, Jorge I. Delgado-Contreras, J. Rubén Brena, Ramon F. Infrastructure-Less Indoor Localization Using the Microphone, Magnetometer and Light Sensor of a Smartphone |
title | Infrastructure-Less Indoor Localization Using the Microphone, Magnetometer and Light Sensor of a Smartphone |
title_full | Infrastructure-Less Indoor Localization Using the Microphone, Magnetometer and Light Sensor of a Smartphone |
title_fullStr | Infrastructure-Less Indoor Localization Using the Microphone, Magnetometer and Light Sensor of a Smartphone |
title_full_unstemmed | Infrastructure-Less Indoor Localization Using the Microphone, Magnetometer and Light Sensor of a Smartphone |
title_short | Infrastructure-Less Indoor Localization Using the Microphone, Magnetometer and Light Sensor of a Smartphone |
title_sort | infrastructure-less indoor localization using the microphone, magnetometer and light sensor of a smartphone |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4570425/ https://www.ncbi.nlm.nih.gov/pubmed/26295237 http://dx.doi.org/10.3390/s150820355 |
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