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Indoor Magnetic Signature Based Localization Algorithm without Person-Dependent Parameter Calibration

Location-dependent differences of ambient magnetic fields inside a building can be used to estimate location. In this paper, an inertial/magnetic sensor is attached to a belt position and its location is estimated using the ambient magnetic field. The walking distance is estimated using the linear r...

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Detalles Bibliográficos
Autores principales: Suh, Young Soo, Amarbayasgalan, Baatardorj
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4179037/
https://www.ncbi.nlm.nih.gov/pubmed/25106021
http://dx.doi.org/10.3390/s140814375
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author Suh, Young Soo
Amarbayasgalan, Baatardorj
author_facet Suh, Young Soo
Amarbayasgalan, Baatardorj
author_sort Suh, Young Soo
collection PubMed
description Location-dependent differences of ambient magnetic fields inside a building can be used to estimate location. In this paper, an inertial/magnetic sensor is attached to a belt position and its location is estimated using the ambient magnetic field. The walking distance is estimated using the linear relationship between the walking step length and the maximum acceleration during the step. The magnetic field data during walking is compared with a pre-collected magnetic signature. In this process, calibration steps are required for two person-dependent parameters : the walking step length estimation parameter and the hard iron parameter. An adaptive algorithm is proposed, in which these person-dependent parameters are estimated in addition to the location. Thus no person-dependent parameter calibration process is required. Through experiments, it is shown that the location and parameters are estimated accurately.
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spelling pubmed-41790372014-10-02 Indoor Magnetic Signature Based Localization Algorithm without Person-Dependent Parameter Calibration Suh, Young Soo Amarbayasgalan, Baatardorj Sensors (Basel) Article Location-dependent differences of ambient magnetic fields inside a building can be used to estimate location. In this paper, an inertial/magnetic sensor is attached to a belt position and its location is estimated using the ambient magnetic field. The walking distance is estimated using the linear relationship between the walking step length and the maximum acceleration during the step. The magnetic field data during walking is compared with a pre-collected magnetic signature. In this process, calibration steps are required for two person-dependent parameters : the walking step length estimation parameter and the hard iron parameter. An adaptive algorithm is proposed, in which these person-dependent parameters are estimated in addition to the location. Thus no person-dependent parameter calibration process is required. Through experiments, it is shown that the location and parameters are estimated accurately. MDPI 2014-08-07 /pmc/articles/PMC4179037/ /pubmed/25106021 http://dx.doi.org/10.3390/s140814375 Text en © 2014 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/3.0/).
spellingShingle Article
Suh, Young Soo
Amarbayasgalan, Baatardorj
Indoor Magnetic Signature Based Localization Algorithm without Person-Dependent Parameter Calibration
title Indoor Magnetic Signature Based Localization Algorithm without Person-Dependent Parameter Calibration
title_full Indoor Magnetic Signature Based Localization Algorithm without Person-Dependent Parameter Calibration
title_fullStr Indoor Magnetic Signature Based Localization Algorithm without Person-Dependent Parameter Calibration
title_full_unstemmed Indoor Magnetic Signature Based Localization Algorithm without Person-Dependent Parameter Calibration
title_short Indoor Magnetic Signature Based Localization Algorithm without Person-Dependent Parameter Calibration
title_sort indoor magnetic signature based localization algorithm without person-dependent parameter calibration
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4179037/
https://www.ncbi.nlm.nih.gov/pubmed/25106021
http://dx.doi.org/10.3390/s140814375
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