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A Hybrid Indoor Altimetry Based on Barometer and UWB

Accurate altimetry is essential for location-based services in commercial and industrial applications. However, current altimetry methods only provide low-accuracy measurements, particularly in multistorey buildings with irregular structures, such as hollow areas found in various industrial and comm...

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Autores principales: Si, Minghao, Wang, Yunjia, Zhou, Ning, Seow, Cheekiat, Siljak, Harun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10180845/
https://www.ncbi.nlm.nih.gov/pubmed/37177383
http://dx.doi.org/10.3390/s23094180
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author Si, Minghao
Wang, Yunjia
Zhou, Ning
Seow, Cheekiat
Siljak, Harun
author_facet Si, Minghao
Wang, Yunjia
Zhou, Ning
Seow, Cheekiat
Siljak, Harun
author_sort Si, Minghao
collection PubMed
description Accurate altimetry is essential for location-based services in commercial and industrial applications. However, current altimetry methods only provide low-accuracy measurements, particularly in multistorey buildings with irregular structures, such as hollow areas found in various industrial and commercial sites. This paper innovatively proposes a tightly coupled indoor altimetry system that utilizes floor identification to improve height measurement accuracy. The system includes two optimized algorithms that improve floor identification accuracy through activity detection and address the problem of difficult convergence of z-axis coordinates due to indoor coplanarity by applying constraints to iterative least squares (ILS). Two experiments were conducted in a teaching building and a laboratory, including an irregular environment with a hollow area. The results show that our proposed method for identifying floors based on activity detection outperforms other methods. In dynamic experiments, our method effectively eliminates repeated transformations during the up- and downstairs process, and in static experiments, it minimizes the impact of barometric drift. Furthermore, our proposed altimetry method based on constrained ILS achieves significantly improved positioning accuracy compared to ILS, 1D-CNN, and WC. Specifically, in the teaching building, our method achieves improvements of 0.84 m, 0.288 m, and 0.248 m, respectively, while in the laboratory, the improvements are 2.607 m, 0.696 m, and 0.625 m.
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spelling pubmed-101808452023-05-13 A Hybrid Indoor Altimetry Based on Barometer and UWB Si, Minghao Wang, Yunjia Zhou, Ning Seow, Cheekiat Siljak, Harun Sensors (Basel) Article Accurate altimetry is essential for location-based services in commercial and industrial applications. However, current altimetry methods only provide low-accuracy measurements, particularly in multistorey buildings with irregular structures, such as hollow areas found in various industrial and commercial sites. This paper innovatively proposes a tightly coupled indoor altimetry system that utilizes floor identification to improve height measurement accuracy. The system includes two optimized algorithms that improve floor identification accuracy through activity detection and address the problem of difficult convergence of z-axis coordinates due to indoor coplanarity by applying constraints to iterative least squares (ILS). Two experiments were conducted in a teaching building and a laboratory, including an irregular environment with a hollow area. The results show that our proposed method for identifying floors based on activity detection outperforms other methods. In dynamic experiments, our method effectively eliminates repeated transformations during the up- and downstairs process, and in static experiments, it minimizes the impact of barometric drift. Furthermore, our proposed altimetry method based on constrained ILS achieves significantly improved positioning accuracy compared to ILS, 1D-CNN, and WC. Specifically, in the teaching building, our method achieves improvements of 0.84 m, 0.288 m, and 0.248 m, respectively, while in the laboratory, the improvements are 2.607 m, 0.696 m, and 0.625 m. MDPI 2023-04-22 /pmc/articles/PMC10180845/ /pubmed/37177383 http://dx.doi.org/10.3390/s23094180 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Si, Minghao
Wang, Yunjia
Zhou, Ning
Seow, Cheekiat
Siljak, Harun
A Hybrid Indoor Altimetry Based on Barometer and UWB
title A Hybrid Indoor Altimetry Based on Barometer and UWB
title_full A Hybrid Indoor Altimetry Based on Barometer and UWB
title_fullStr A Hybrid Indoor Altimetry Based on Barometer and UWB
title_full_unstemmed A Hybrid Indoor Altimetry Based on Barometer and UWB
title_short A Hybrid Indoor Altimetry Based on Barometer and UWB
title_sort hybrid indoor altimetry based on barometer and uwb
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10180845/
https://www.ncbi.nlm.nih.gov/pubmed/37177383
http://dx.doi.org/10.3390/s23094180
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