Cargando…
Estimation of Human Body Vital Signs Based on 60 GHz Doppler Radar Using a Bound-Constrained Optimization Algorithm
In this study, a bound-constrained optimization algorithm is applied for estimating physiological data (pulse and breathing rate) of human body using 60 GHz Doppler radar, by detecting displacements induced by breathing and the heartbeat of a human subject. The influence of mutual phasing between th...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6068558/ https://www.ncbi.nlm.nih.gov/pubmed/30002354 http://dx.doi.org/10.3390/s18072254 |
_version_ | 1783343296651722752 |
---|---|
author | Zhang, Ting Sarrazin, Julien Valerio, Guido Istrate, Dan |
author_facet | Zhang, Ting Sarrazin, Julien Valerio, Guido Istrate, Dan |
author_sort | Zhang, Ting |
collection | PubMed |
description | In this study, a bound-constrained optimization algorithm is applied for estimating physiological data (pulse and breathing rate) of human body using 60 GHz Doppler radar, by detecting displacements induced by breathing and the heartbeat of a human subject. The influence of mutual phasing between the two movements is analyzed in a theoretical framework and the application of optimization algorithms is proved to be able to accurately detect both breathing and heartbeat rates, despite intermodulation effects between them. Different optimization procedures are compared and shown to be more robust to receiver noise and artifacts of random body motion than a direct spectrum analysis. In case of a large-scale constrained bound, a parallel optimization procedure executed in subranges is proposed to realize accurate detection in a reduced span of time. |
format | Online Article Text |
id | pubmed-6068558 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-60685582018-08-07 Estimation of Human Body Vital Signs Based on 60 GHz Doppler Radar Using a Bound-Constrained Optimization Algorithm Zhang, Ting Sarrazin, Julien Valerio, Guido Istrate, Dan Sensors (Basel) Article In this study, a bound-constrained optimization algorithm is applied for estimating physiological data (pulse and breathing rate) of human body using 60 GHz Doppler radar, by detecting displacements induced by breathing and the heartbeat of a human subject. The influence of mutual phasing between the two movements is analyzed in a theoretical framework and the application of optimization algorithms is proved to be able to accurately detect both breathing and heartbeat rates, despite intermodulation effects between them. Different optimization procedures are compared and shown to be more robust to receiver noise and artifacts of random body motion than a direct spectrum analysis. In case of a large-scale constrained bound, a parallel optimization procedure executed in subranges is proposed to realize accurate detection in a reduced span of time. MDPI 2018-07-12 /pmc/articles/PMC6068558/ /pubmed/30002354 http://dx.doi.org/10.3390/s18072254 Text en © 2018 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 Zhang, Ting Sarrazin, Julien Valerio, Guido Istrate, Dan Estimation of Human Body Vital Signs Based on 60 GHz Doppler Radar Using a Bound-Constrained Optimization Algorithm |
title | Estimation of Human Body Vital Signs Based on 60 GHz Doppler Radar Using a Bound-Constrained Optimization Algorithm |
title_full | Estimation of Human Body Vital Signs Based on 60 GHz Doppler Radar Using a Bound-Constrained Optimization Algorithm |
title_fullStr | Estimation of Human Body Vital Signs Based on 60 GHz Doppler Radar Using a Bound-Constrained Optimization Algorithm |
title_full_unstemmed | Estimation of Human Body Vital Signs Based on 60 GHz Doppler Radar Using a Bound-Constrained Optimization Algorithm |
title_short | Estimation of Human Body Vital Signs Based on 60 GHz Doppler Radar Using a Bound-Constrained Optimization Algorithm |
title_sort | estimation of human body vital signs based on 60 ghz doppler radar using a bound-constrained optimization algorithm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6068558/ https://www.ncbi.nlm.nih.gov/pubmed/30002354 http://dx.doi.org/10.3390/s18072254 |
work_keys_str_mv | AT zhangting estimationofhumanbodyvitalsignsbasedon60ghzdopplerradarusingaboundconstrainedoptimizationalgorithm AT sarrazinjulien estimationofhumanbodyvitalsignsbasedon60ghzdopplerradarusingaboundconstrainedoptimizationalgorithm AT valerioguido estimationofhumanbodyvitalsignsbasedon60ghzdopplerradarusingaboundconstrainedoptimizationalgorithm AT istratedan estimationofhumanbodyvitalsignsbasedon60ghzdopplerradarusingaboundconstrainedoptimizationalgorithm |