Cargando…

Comparison between Chest-Worn Accelerometer and Gyroscope Performance for Heart Rate and Respiratory Rate Monitoring

The demand for wearable devices to simultaneously monitor heart rate (HR) and respiratory rate (RR) values has grown due to the incidence increase in cardiovascular and respiratory diseases. The use of inertial measurement unit (IMU) sensors, embedding both accelerometers and gyroscopes, may ensure...

Descripción completa

Detalles Bibliográficos
Autores principales: Romano, Chiara, Schena, Emiliano, Formica, Domenico, Massaroni, Carlo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9599933/
https://www.ncbi.nlm.nih.gov/pubmed/36290971
http://dx.doi.org/10.3390/bios12100834
_version_ 1784816715845074944
author Romano, Chiara
Schena, Emiliano
Formica, Domenico
Massaroni, Carlo
author_facet Romano, Chiara
Schena, Emiliano
Formica, Domenico
Massaroni, Carlo
author_sort Romano, Chiara
collection PubMed
description The demand for wearable devices to simultaneously monitor heart rate (HR) and respiratory rate (RR) values has grown due to the incidence increase in cardiovascular and respiratory diseases. The use of inertial measurement unit (IMU) sensors, embedding both accelerometers and gyroscopes, may ensure a non-intrusive and low-cost monitoring. While both accelerometers and gyroscopes have been assessed independently for both HR and RR monitoring, there lacks a comprehensive comparison between them when used simultaneously. In this study, we used both accelerometers and gyroscopes embedded in a single IMU sensor for the simultaneous monitoring of HR and RR. The following main findings emerged: (i) the accelerometer outperformed the gyroscope in terms of accuracy in both HR and RR estimation; (ii) the window length used to estimate HR and RR values influences the accuracy; and (iii) increasing the length over 25 s does not provide a relevant improvement, but accuracy improves when the subject is seated or lying down, and deteriorates in the standing posture. Our study provides a comprehensive comparison between two promising systems, highlighting their potentiality for real-time cardiorespiratory monitoring. Furthermore, we give new insights into the influence of window length and posture on the systems’ performance, which can be useful to spread this approach in clinical settings.
format Online
Article
Text
id pubmed-9599933
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-95999332022-10-27 Comparison between Chest-Worn Accelerometer and Gyroscope Performance for Heart Rate and Respiratory Rate Monitoring Romano, Chiara Schena, Emiliano Formica, Domenico Massaroni, Carlo Biosensors (Basel) Article The demand for wearable devices to simultaneously monitor heart rate (HR) and respiratory rate (RR) values has grown due to the incidence increase in cardiovascular and respiratory diseases. The use of inertial measurement unit (IMU) sensors, embedding both accelerometers and gyroscopes, may ensure a non-intrusive and low-cost monitoring. While both accelerometers and gyroscopes have been assessed independently for both HR and RR monitoring, there lacks a comprehensive comparison between them when used simultaneously. In this study, we used both accelerometers and gyroscopes embedded in a single IMU sensor for the simultaneous monitoring of HR and RR. The following main findings emerged: (i) the accelerometer outperformed the gyroscope in terms of accuracy in both HR and RR estimation; (ii) the window length used to estimate HR and RR values influences the accuracy; and (iii) increasing the length over 25 s does not provide a relevant improvement, but accuracy improves when the subject is seated or lying down, and deteriorates in the standing posture. Our study provides a comprehensive comparison between two promising systems, highlighting their potentiality for real-time cardiorespiratory monitoring. Furthermore, we give new insights into the influence of window length and posture on the systems’ performance, which can be useful to spread this approach in clinical settings. MDPI 2022-10-06 /pmc/articles/PMC9599933/ /pubmed/36290971 http://dx.doi.org/10.3390/bios12100834 Text en © 2022 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
Romano, Chiara
Schena, Emiliano
Formica, Domenico
Massaroni, Carlo
Comparison between Chest-Worn Accelerometer and Gyroscope Performance for Heart Rate and Respiratory Rate Monitoring
title Comparison between Chest-Worn Accelerometer and Gyroscope Performance for Heart Rate and Respiratory Rate Monitoring
title_full Comparison between Chest-Worn Accelerometer and Gyroscope Performance for Heart Rate and Respiratory Rate Monitoring
title_fullStr Comparison between Chest-Worn Accelerometer and Gyroscope Performance for Heart Rate and Respiratory Rate Monitoring
title_full_unstemmed Comparison between Chest-Worn Accelerometer and Gyroscope Performance for Heart Rate and Respiratory Rate Monitoring
title_short Comparison between Chest-Worn Accelerometer and Gyroscope Performance for Heart Rate and Respiratory Rate Monitoring
title_sort comparison between chest-worn accelerometer and gyroscope performance for heart rate and respiratory rate monitoring
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9599933/
https://www.ncbi.nlm.nih.gov/pubmed/36290971
http://dx.doi.org/10.3390/bios12100834
work_keys_str_mv AT romanochiara comparisonbetweenchestwornaccelerometerandgyroscopeperformanceforheartrateandrespiratoryratemonitoring
AT schenaemiliano comparisonbetweenchestwornaccelerometerandgyroscopeperformanceforheartrateandrespiratoryratemonitoring
AT formicadomenico comparisonbetweenchestwornaccelerometerandgyroscopeperformanceforheartrateandrespiratoryratemonitoring
AT massaronicarlo comparisonbetweenchestwornaccelerometerandgyroscopeperformanceforheartrateandrespiratoryratemonitoring