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Algoritmically improved microwave radar monitors breathing more acurrate than sensorized belt
This paper describes a novel way to measure, process, analyze, and compare respiratory signals acquired by two types of devices: a wearable sensorized belt and a microwave radar-based sensor. Both devices provide breathing rate readouts. First, the background research is presented. Then, the underly...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9400007/ https://www.ncbi.nlm.nih.gov/pubmed/36002632 http://dx.doi.org/10.1038/s41598-022-18808-2 |
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author | Czyżewski, Andrzej Kostek, Bozena Kurowski, Adam Narkiewicz, Krzysztof Graff, Beata Odya, Piotr Śmiałkowski, Tomasz Sroczyński, Andrzej |
author_facet | Czyżewski, Andrzej Kostek, Bozena Kurowski, Adam Narkiewicz, Krzysztof Graff, Beata Odya, Piotr Śmiałkowski, Tomasz Sroczyński, Andrzej |
author_sort | Czyżewski, Andrzej |
collection | PubMed |
description | This paper describes a novel way to measure, process, analyze, and compare respiratory signals acquired by two types of devices: a wearable sensorized belt and a microwave radar-based sensor. Both devices provide breathing rate readouts. First, the background research is presented. Then, the underlying principles and working parameters of the microwave radar-based sensor, a contactless device for monitoring breathing, are described. The breathing rate measurement protocol is then presented, and the proposed algorithm for octave error elimination is introduced. Details are provided about the data processing phase; specifically, the management of signals acquired from two devices with different working principles and how they are resampled with a common processing sample rate. This is followed by an analysis of respiratory signals experimentally acquired by the belt and microwave radar-based sensors. The analysis outcomes were checked using Levene’s test, the Kruskal–Wallis test, and Dunn’s post hoc test. The findings show that the proposed assessment method is statistically stable. The source of variability lies in the person-triggered breathing patterns rather than the working principles of the devices used. Finally, conclusions are derived, and future work is outlined. |
format | Online Article Text |
id | pubmed-9400007 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-94000072022-08-24 Algoritmically improved microwave radar monitors breathing more acurrate than sensorized belt Czyżewski, Andrzej Kostek, Bozena Kurowski, Adam Narkiewicz, Krzysztof Graff, Beata Odya, Piotr Śmiałkowski, Tomasz Sroczyński, Andrzej Sci Rep Article This paper describes a novel way to measure, process, analyze, and compare respiratory signals acquired by two types of devices: a wearable sensorized belt and a microwave radar-based sensor. Both devices provide breathing rate readouts. First, the background research is presented. Then, the underlying principles and working parameters of the microwave radar-based sensor, a contactless device for monitoring breathing, are described. The breathing rate measurement protocol is then presented, and the proposed algorithm for octave error elimination is introduced. Details are provided about the data processing phase; specifically, the management of signals acquired from two devices with different working principles and how they are resampled with a common processing sample rate. This is followed by an analysis of respiratory signals experimentally acquired by the belt and microwave radar-based sensors. The analysis outcomes were checked using Levene’s test, the Kruskal–Wallis test, and Dunn’s post hoc test. The findings show that the proposed assessment method is statistically stable. The source of variability lies in the person-triggered breathing patterns rather than the working principles of the devices used. Finally, conclusions are derived, and future work is outlined. Nature Publishing Group UK 2022-08-24 /pmc/articles/PMC9400007/ /pubmed/36002632 http://dx.doi.org/10.1038/s41598-022-18808-2 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Czyżewski, Andrzej Kostek, Bozena Kurowski, Adam Narkiewicz, Krzysztof Graff, Beata Odya, Piotr Śmiałkowski, Tomasz Sroczyński, Andrzej Algoritmically improved microwave radar monitors breathing more acurrate than sensorized belt |
title | Algoritmically improved microwave radar monitors breathing more acurrate than sensorized belt |
title_full | Algoritmically improved microwave radar monitors breathing more acurrate than sensorized belt |
title_fullStr | Algoritmically improved microwave radar monitors breathing more acurrate than sensorized belt |
title_full_unstemmed | Algoritmically improved microwave radar monitors breathing more acurrate than sensorized belt |
title_short | Algoritmically improved microwave radar monitors breathing more acurrate than sensorized belt |
title_sort | algoritmically improved microwave radar monitors breathing more acurrate than sensorized belt |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9400007/ https://www.ncbi.nlm.nih.gov/pubmed/36002632 http://dx.doi.org/10.1038/s41598-022-18808-2 |
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