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Estimation of the Respiratory Rate from Localised ECG at Different Auscultation Sites
The respiratory rate (RR) is a vital physiological parameter in prediagnosis and daily monitoring. It can be obtained indirectly from Electrocardiogram (ECG) signals using ECG-derived respiration (EDR) techniques. As part of the study in designing an early cardiac screening system, this work aimed t...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7796076/ https://www.ncbi.nlm.nih.gov/pubmed/33375588 http://dx.doi.org/10.3390/s21010078 |
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author | Bao, Xinqi Abdala, Aimé Kingwengwe Kamavuako, Ernest Nlandu |
author_facet | Bao, Xinqi Abdala, Aimé Kingwengwe Kamavuako, Ernest Nlandu |
author_sort | Bao, Xinqi |
collection | PubMed |
description | The respiratory rate (RR) is a vital physiological parameter in prediagnosis and daily monitoring. It can be obtained indirectly from Electrocardiogram (ECG) signals using ECG-derived respiration (EDR) techniques. As part of the study in designing an early cardiac screening system, this work aimed to study whether the accuracy of ECG derived RR depends on the auscultation sites. Experiments were conducted on 12 healthy subjects to obtain simultaneous ECG (at auscultation sites and Lead I as reference) and respiration signals from a microphone close to the nostril. Four EDR algorithms were tested on the data to estimate RR in both the time and frequency domain. Results reveal that: (1) The location of the ECG electrodes between auscultation sites does not impact the estimation of RR, (2) baseline wander and amplitude modulation algorithms outperformed the frequency modulation and band-pass filter algorithms, (3) using frequency domain features to estimate RR can provide more accurate RR except when using the band-pass filter algorithm. These results pave the way for ECG-based RR estimation in miniaturised integrated cardiac screening device. |
format | Online Article Text |
id | pubmed-7796076 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-77960762021-01-10 Estimation of the Respiratory Rate from Localised ECG at Different Auscultation Sites Bao, Xinqi Abdala, Aimé Kingwengwe Kamavuako, Ernest Nlandu Sensors (Basel) Article The respiratory rate (RR) is a vital physiological parameter in prediagnosis and daily monitoring. It can be obtained indirectly from Electrocardiogram (ECG) signals using ECG-derived respiration (EDR) techniques. As part of the study in designing an early cardiac screening system, this work aimed to study whether the accuracy of ECG derived RR depends on the auscultation sites. Experiments were conducted on 12 healthy subjects to obtain simultaneous ECG (at auscultation sites and Lead I as reference) and respiration signals from a microphone close to the nostril. Four EDR algorithms were tested on the data to estimate RR in both the time and frequency domain. Results reveal that: (1) The location of the ECG electrodes between auscultation sites does not impact the estimation of RR, (2) baseline wander and amplitude modulation algorithms outperformed the frequency modulation and band-pass filter algorithms, (3) using frequency domain features to estimate RR can provide more accurate RR except when using the band-pass filter algorithm. These results pave the way for ECG-based RR estimation in miniaturised integrated cardiac screening device. MDPI 2020-12-25 /pmc/articles/PMC7796076/ /pubmed/33375588 http://dx.doi.org/10.3390/s21010078 Text en © 2020 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 Bao, Xinqi Abdala, Aimé Kingwengwe Kamavuako, Ernest Nlandu Estimation of the Respiratory Rate from Localised ECG at Different Auscultation Sites |
title | Estimation of the Respiratory Rate from Localised ECG at Different Auscultation Sites |
title_full | Estimation of the Respiratory Rate from Localised ECG at Different Auscultation Sites |
title_fullStr | Estimation of the Respiratory Rate from Localised ECG at Different Auscultation Sites |
title_full_unstemmed | Estimation of the Respiratory Rate from Localised ECG at Different Auscultation Sites |
title_short | Estimation of the Respiratory Rate from Localised ECG at Different Auscultation Sites |
title_sort | estimation of the respiratory rate from localised ecg at different auscultation sites |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7796076/ https://www.ncbi.nlm.nih.gov/pubmed/33375588 http://dx.doi.org/10.3390/s21010078 |
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