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Accurate and Robust Floor Positioning in Complex Indoor Environments
With the widespread development of location-based services, the demand for accurate indoor positioning is getting more and more urgent. Floor positioning, as a prerequisite for indoor positioning in multi-story buildings, is particularly important. Though lots of work has been done on floor position...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7249035/ https://www.ncbi.nlm.nih.gov/pubmed/32397404 http://dx.doi.org/10.3390/s20092698 |
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author | Huang, Jingyu Luo, Haiyong Shao, Wenhua Zhao, Fang Yan, Shuo |
author_facet | Huang, Jingyu Luo, Haiyong Shao, Wenhua Zhao, Fang Yan, Shuo |
author_sort | Huang, Jingyu |
collection | PubMed |
description | With the widespread development of location-based services, the demand for accurate indoor positioning is getting more and more urgent. Floor positioning, as a prerequisite for indoor positioning in multi-story buildings, is particularly important. Though lots of work has been done on floor positioning, the existing studies on floor positioning in complex multi-story buildings with large hollow areas through multiple floors still cannot meet the application requirements because of low accuracy and robustness. To obtain accurate and robust floor estimation in complex multi-story buildings, we propose a novel floor positioning method, which combines the Wi-Fi based floor positioning (BWFP), the barometric pressure-based floor positioning (BPFP) with HMM and the XGBoost based user motion detection. Extensive experiments show that using our proposed method can achieve 99.2% accuracy, which outperforms other state-of-the-art floor estimation methods. |
format | Online Article Text |
id | pubmed-7249035 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-72490352020-06-10 Accurate and Robust Floor Positioning in Complex Indoor Environments Huang, Jingyu Luo, Haiyong Shao, Wenhua Zhao, Fang Yan, Shuo Sensors (Basel) Article With the widespread development of location-based services, the demand for accurate indoor positioning is getting more and more urgent. Floor positioning, as a prerequisite for indoor positioning in multi-story buildings, is particularly important. Though lots of work has been done on floor positioning, the existing studies on floor positioning in complex multi-story buildings with large hollow areas through multiple floors still cannot meet the application requirements because of low accuracy and robustness. To obtain accurate and robust floor estimation in complex multi-story buildings, we propose a novel floor positioning method, which combines the Wi-Fi based floor positioning (BWFP), the barometric pressure-based floor positioning (BPFP) with HMM and the XGBoost based user motion detection. Extensive experiments show that using our proposed method can achieve 99.2% accuracy, which outperforms other state-of-the-art floor estimation methods. MDPI 2020-05-09 /pmc/articles/PMC7249035/ /pubmed/32397404 http://dx.doi.org/10.3390/s20092698 Text en © 2020 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 Huang, Jingyu Luo, Haiyong Shao, Wenhua Zhao, Fang Yan, Shuo Accurate and Robust Floor Positioning in Complex Indoor Environments |
title | Accurate and Robust Floor Positioning in Complex Indoor Environments |
title_full | Accurate and Robust Floor Positioning in Complex Indoor Environments |
title_fullStr | Accurate and Robust Floor Positioning in Complex Indoor Environments |
title_full_unstemmed | Accurate and Robust Floor Positioning in Complex Indoor Environments |
title_short | Accurate and Robust Floor Positioning in Complex Indoor Environments |
title_sort | accurate and robust floor positioning in complex indoor environments |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7249035/ https://www.ncbi.nlm.nih.gov/pubmed/32397404 http://dx.doi.org/10.3390/s20092698 |
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