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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2014
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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. |
format | Online Article Text |
id | pubmed-4179037 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT suhyoungsoo indoormagneticsignaturebasedlocalizationalgorithmwithoutpersondependentparametercalibration AT amarbayasgalanbaatardorj indoormagneticsignaturebasedlocalizationalgorithmwithoutpersondependentparametercalibration |