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Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations
In this study, we proposed a novel method for extracting the instantaneous respiratory rate (IRR) from the pulse oximeter photoplethysmogram (PPG). The method was performed in three main steps: (1) a time-frequency transform called synchrosqueezing transform (SST) was used to extract the respiratory...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6058306/ https://www.ncbi.nlm.nih.gov/pubmed/30072918 http://dx.doi.org/10.3389/fphys.2018.00948 |
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author | Dehkordi, Parastoo Garde, Ainara Molavi, Behnam Ansermino, J. Mark Dumont, Guy A. |
author_facet | Dehkordi, Parastoo Garde, Ainara Molavi, Behnam Ansermino, J. Mark Dumont, Guy A. |
author_sort | Dehkordi, Parastoo |
collection | PubMed |
description | In this study, we proposed a novel method for extracting the instantaneous respiratory rate (IRR) from the pulse oximeter photoplethysmogram (PPG). The method was performed in three main steps: (1) a time-frequency transform called synchrosqueezing transform (SST) was used to extract the respiratory-induced intensity, amplitude and frequency variation signals from PPG, (2) the second SST was applied to each extracted respiratory-induced variation signal to estimate the corresponding IRR, and (3) the proposed peak-conditioned fusion method then combined the IRR estimates to calculate the final IRR. We validated the implemented method with capnography and nasal/oral airflow as the reference RR using the limits of agreement (LOA) approach. Compared to simple fusion and single respiratory-induced variation estimations, peak-conditioned fusion shows better performance. It provided a bias of 0.28 bpm with the 95% LOAs ranging from −3.62 to 4.17, validated against capnography and a bias of 0.04 bpm with the 95% LOAs ranging from −5.74 to 5.82, validated against nasal/oral airflow. This algorithm would expand the functionality of a conventional pulse oximetry beyond the measurement of heart rate and oxygen saturation to measure the respiratory rate continuously and instantly. |
format | Online Article Text |
id | pubmed-6058306 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-60583062018-08-02 Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations Dehkordi, Parastoo Garde, Ainara Molavi, Behnam Ansermino, J. Mark Dumont, Guy A. Front Physiol Physiology In this study, we proposed a novel method for extracting the instantaneous respiratory rate (IRR) from the pulse oximeter photoplethysmogram (PPG). The method was performed in three main steps: (1) a time-frequency transform called synchrosqueezing transform (SST) was used to extract the respiratory-induced intensity, amplitude and frequency variation signals from PPG, (2) the second SST was applied to each extracted respiratory-induced variation signal to estimate the corresponding IRR, and (3) the proposed peak-conditioned fusion method then combined the IRR estimates to calculate the final IRR. We validated the implemented method with capnography and nasal/oral airflow as the reference RR using the limits of agreement (LOA) approach. Compared to simple fusion and single respiratory-induced variation estimations, peak-conditioned fusion shows better performance. It provided a bias of 0.28 bpm with the 95% LOAs ranging from −3.62 to 4.17, validated against capnography and a bias of 0.04 bpm with the 95% LOAs ranging from −5.74 to 5.82, validated against nasal/oral airflow. This algorithm would expand the functionality of a conventional pulse oximetry beyond the measurement of heart rate and oxygen saturation to measure the respiratory rate continuously and instantly. Frontiers Media S.A. 2018-07-18 /pmc/articles/PMC6058306/ /pubmed/30072918 http://dx.doi.org/10.3389/fphys.2018.00948 Text en Copyright © 2018 Dehkordi, Garde, Molavi, Ansermino and Dumont. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Physiology Dehkordi, Parastoo Garde, Ainara Molavi, Behnam Ansermino, J. Mark Dumont, Guy A. Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations |
title | Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations |
title_full | Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations |
title_fullStr | Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations |
title_full_unstemmed | Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations |
title_short | Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations |
title_sort | extracting instantaneous respiratory rate from multiple photoplethysmogram respiratory-induced variations |
topic | Physiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6058306/ https://www.ncbi.nlm.nih.gov/pubmed/30072918 http://dx.doi.org/10.3389/fphys.2018.00948 |
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