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An Improved Heuristic Drift Elimination Method for Indoor Pedestrian Positioning
Indoor positioning is currently a research hotspot. In recent years, Pedestrian Dead Reckoning (PDR) has been widely used in indoor positioning. However, the positioning error caused by heading drifts will accumulate as the walking distance increases, so some methods need to be used to correct the h...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6021924/ https://www.ncbi.nlm.nih.gov/pubmed/29880777 http://dx.doi.org/10.3390/s18061874 |
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author | Deng, Zhihong Cao, Yun Wang, Pengyu Wang, Bo |
author_facet | Deng, Zhihong Cao, Yun Wang, Pengyu Wang, Bo |
author_sort | Deng, Zhihong |
collection | PubMed |
description | Indoor positioning is currently a research hotspot. In recent years, Pedestrian Dead Reckoning (PDR) has been widely used in indoor positioning. However, the positioning error caused by heading drifts will accumulate as the walking distance increases, so some methods need to be used to correct the heading angle. Heuristic Drift Elimination (HDE) is an effective heading correction algorithm, which only uses the information of a building’s dominant directions to reduce the heading error, but it does not apply to the non-dominant direction condition. In this paper, we propose a heading drift suppressing method for the limitation of HDE. Firstly, the method constructs membership functions to judge the pedestrian’s motion according to the result of comprehensive evaluation. Then, it further determines by a threshold condition whether the pedestrian walks along the dominant directions, and a heading error measurement is introduced for heading correction. Finally, we verify by experiments that the proposed method can correct heading angles properly for different conditions, which indicates an adaptability to the environment. |
format | Online Article Text |
id | pubmed-6021924 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-60219242018-07-02 An Improved Heuristic Drift Elimination Method for Indoor Pedestrian Positioning Deng, Zhihong Cao, Yun Wang, Pengyu Wang, Bo Sensors (Basel) Article Indoor positioning is currently a research hotspot. In recent years, Pedestrian Dead Reckoning (PDR) has been widely used in indoor positioning. However, the positioning error caused by heading drifts will accumulate as the walking distance increases, so some methods need to be used to correct the heading angle. Heuristic Drift Elimination (HDE) is an effective heading correction algorithm, which only uses the information of a building’s dominant directions to reduce the heading error, but it does not apply to the non-dominant direction condition. In this paper, we propose a heading drift suppressing method for the limitation of HDE. Firstly, the method constructs membership functions to judge the pedestrian’s motion according to the result of comprehensive evaluation. Then, it further determines by a threshold condition whether the pedestrian walks along the dominant directions, and a heading error measurement is introduced for heading correction. Finally, we verify by experiments that the proposed method can correct heading angles properly for different conditions, which indicates an adaptability to the environment. MDPI 2018-06-07 /pmc/articles/PMC6021924/ /pubmed/29880777 http://dx.doi.org/10.3390/s18061874 Text en © 2018 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 Deng, Zhihong Cao, Yun Wang, Pengyu Wang, Bo An Improved Heuristic Drift Elimination Method for Indoor Pedestrian Positioning |
title | An Improved Heuristic Drift Elimination Method for Indoor Pedestrian Positioning |
title_full | An Improved Heuristic Drift Elimination Method for Indoor Pedestrian Positioning |
title_fullStr | An Improved Heuristic Drift Elimination Method for Indoor Pedestrian Positioning |
title_full_unstemmed | An Improved Heuristic Drift Elimination Method for Indoor Pedestrian Positioning |
title_short | An Improved Heuristic Drift Elimination Method for Indoor Pedestrian Positioning |
title_sort | improved heuristic drift elimination method for indoor pedestrian positioning |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6021924/ https://www.ncbi.nlm.nih.gov/pubmed/29880777 http://dx.doi.org/10.3390/s18061874 |
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