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SSA-VMD for UWB Radar Sensor Vital Sign Extraction
The combination of advanced radar sensor technology and smart grid has broad prospects. It is meaningful to monitor the respiration and heartbeat of grid employees under resting state through radar sensors to ensure that they are in a healthy working state. Ultra-wideband (UWB) radar sensor is suita...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9861067/ https://www.ncbi.nlm.nih.gov/pubmed/36679548 http://dx.doi.org/10.3390/s23020756 |
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author | Yu, Huimin Huang, Wenjun Du, Baoqiang |
author_facet | Yu, Huimin Huang, Wenjun Du, Baoqiang |
author_sort | Yu, Huimin |
collection | PubMed |
description | The combination of advanced radar sensor technology and smart grid has broad prospects. It is meaningful to monitor the respiration and heartbeat of grid employees under resting state through radar sensors to ensure that they are in a healthy working state. Ultra-wideband (UWB) radar sensor is suitable for this application because of its strong penetration ability, high range resolution and low average power consumption. However, due to weak heartbeat amplitude and measurement noise, the accurate measurement of the target heart rate is a challenge. In this paper, singular spectrum analysis (SSA) is proposed to reconstruct the eigenvalues of noisy vital signs to eliminate noise peaks around the heartbeat rate; combined with the variational modal decomposition (VMD), the target vital signs can be extracted with high accuracy. The experiment confirmed that the target vital sign information can be extracted with high accuracy from ten subjects at different distances, which can play an important role in short distance human detection and vital sign monitoring. |
format | Online Article Text |
id | pubmed-9861067 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-98610672023-01-22 SSA-VMD for UWB Radar Sensor Vital Sign Extraction Yu, Huimin Huang, Wenjun Du, Baoqiang Sensors (Basel) Article The combination of advanced radar sensor technology and smart grid has broad prospects. It is meaningful to monitor the respiration and heartbeat of grid employees under resting state through radar sensors to ensure that they are in a healthy working state. Ultra-wideband (UWB) radar sensor is suitable for this application because of its strong penetration ability, high range resolution and low average power consumption. However, due to weak heartbeat amplitude and measurement noise, the accurate measurement of the target heart rate is a challenge. In this paper, singular spectrum analysis (SSA) is proposed to reconstruct the eigenvalues of noisy vital signs to eliminate noise peaks around the heartbeat rate; combined with the variational modal decomposition (VMD), the target vital signs can be extracted with high accuracy. The experiment confirmed that the target vital sign information can be extracted with high accuracy from ten subjects at different distances, which can play an important role in short distance human detection and vital sign monitoring. MDPI 2023-01-09 /pmc/articles/PMC9861067/ /pubmed/36679548 http://dx.doi.org/10.3390/s23020756 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 Yu, Huimin Huang, Wenjun Du, Baoqiang SSA-VMD for UWB Radar Sensor Vital Sign Extraction |
title | SSA-VMD for UWB Radar Sensor Vital Sign Extraction |
title_full | SSA-VMD for UWB Radar Sensor Vital Sign Extraction |
title_fullStr | SSA-VMD for UWB Radar Sensor Vital Sign Extraction |
title_full_unstemmed | SSA-VMD for UWB Radar Sensor Vital Sign Extraction |
title_short | SSA-VMD for UWB Radar Sensor Vital Sign Extraction |
title_sort | ssa-vmd for uwb radar sensor vital sign extraction |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9861067/ https://www.ncbi.nlm.nih.gov/pubmed/36679548 http://dx.doi.org/10.3390/s23020756 |
work_keys_str_mv | AT yuhuimin ssavmdforuwbradarsensorvitalsignextraction AT huangwenjun ssavmdforuwbradarsensorvitalsignextraction AT dubaoqiang ssavmdforuwbradarsensorvitalsignextraction |