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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...

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Autores principales: Huang, Jingyu, Luo, Haiyong, Shao, Wenhua, Zhao, Fang, Yan, Shuo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
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.
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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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