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Gravity-Based Methods for Heading Computation in Pedestrian Dead Reckoning
One of the common ways for solving indoor navigation is known as Pedestrian Dead Reckoning (PDR), which employs inertial and magnetic sensors typically embedded in a smartphone carried by a user. Estimation of the pedestrian’s heading is a crucial step in PDR algorithms, since it is a dominant facto...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427504/ https://www.ncbi.nlm.nih.gov/pubmed/30866554 http://dx.doi.org/10.3390/s19051170 |
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author | Manos, Adi Klein, Itzik Hazan, Tamir |
author_facet | Manos, Adi Klein, Itzik Hazan, Tamir |
author_sort | Manos, Adi |
collection | PubMed |
description | One of the common ways for solving indoor navigation is known as Pedestrian Dead Reckoning (PDR), which employs inertial and magnetic sensors typically embedded in a smartphone carried by a user. Estimation of the pedestrian’s heading is a crucial step in PDR algorithms, since it is a dominant factor in the positioning accuracy. In this paper, rather than assuming the device to be fixed in a certain orientation on the pedestrian, we focus on estimating the vertical direction in the sensor frame of an unconstrained smartphone. To that end, we establish a framework for gravity direction estimation and highlight the important role it has for solving the heading in the horizontal plane. Furthermore, we provide detailed derivation of several approaches for calculating the heading angle, based on either the gyroscope or the magnetic sensor, all of which employ the estimated vertical direction. These various methods—both for gravity direction and for heading estimation—are demonstrated, analyzed and compared using data recorded from field experiments with commercial smartphones. |
format | Online Article Text |
id | pubmed-6427504 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-64275042019-04-15 Gravity-Based Methods for Heading Computation in Pedestrian Dead Reckoning Manos, Adi Klein, Itzik Hazan, Tamir Sensors (Basel) Article One of the common ways for solving indoor navigation is known as Pedestrian Dead Reckoning (PDR), which employs inertial and magnetic sensors typically embedded in a smartphone carried by a user. Estimation of the pedestrian’s heading is a crucial step in PDR algorithms, since it is a dominant factor in the positioning accuracy. In this paper, rather than assuming the device to be fixed in a certain orientation on the pedestrian, we focus on estimating the vertical direction in the sensor frame of an unconstrained smartphone. To that end, we establish a framework for gravity direction estimation and highlight the important role it has for solving the heading in the horizontal plane. Furthermore, we provide detailed derivation of several approaches for calculating the heading angle, based on either the gyroscope or the magnetic sensor, all of which employ the estimated vertical direction. These various methods—both for gravity direction and for heading estimation—are demonstrated, analyzed and compared using data recorded from field experiments with commercial smartphones. MDPI 2019-03-07 /pmc/articles/PMC6427504/ /pubmed/30866554 http://dx.doi.org/10.3390/s19051170 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 Manos, Adi Klein, Itzik Hazan, Tamir Gravity-Based Methods for Heading Computation in Pedestrian Dead Reckoning |
title | Gravity-Based Methods for Heading Computation in Pedestrian Dead Reckoning |
title_full | Gravity-Based Methods for Heading Computation in Pedestrian Dead Reckoning |
title_fullStr | Gravity-Based Methods for Heading Computation in Pedestrian Dead Reckoning |
title_full_unstemmed | Gravity-Based Methods for Heading Computation in Pedestrian Dead Reckoning |
title_short | Gravity-Based Methods for Heading Computation in Pedestrian Dead Reckoning |
title_sort | gravity-based methods for heading computation in pedestrian dead reckoning |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427504/ https://www.ncbi.nlm.nih.gov/pubmed/30866554 http://dx.doi.org/10.3390/s19051170 |
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