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Beat-to-beat fetal heart rate analysis using portable medical device and wavelet transformation technique
Objective: Beat-to-beat tele-fetal monitoring and comparison with clinical data are studied with a wavelet transformation approach. Tele-fetal monitoring is a big progress toward a wearable medical device for pregnant women capable of obtaining prenatal care at home. Study Design: We apply a wavelet...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9830175/ https://www.ncbi.nlm.nih.gov/pubmed/36636218 http://dx.doi.org/10.1016/j.heliyon.2022.e12655 |
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author | Farahi, Maria Casals, Alícia Sarrafzadeh, Omid Zamani, Yasaman Ahmadi, Hooran Behbood, Naeimeh Habibian, Hessam |
author_facet | Farahi, Maria Casals, Alícia Sarrafzadeh, Omid Zamani, Yasaman Ahmadi, Hooran Behbood, Naeimeh Habibian, Hessam |
author_sort | Farahi, Maria |
collection | PubMed |
description | Objective: Beat-to-beat tele-fetal monitoring and comparison with clinical data are studied with a wavelet transformation approach. Tele-fetal monitoring is a big progress toward a wearable medical device for pregnant women capable of obtaining prenatal care at home. Study Design: We apply a wavelet transformation algorithm for fetal cardiac monitoring using a portable fetal Doppler medical device. After an investigation of 85 different mother wavelets, a bio-orthogonal 2.2 mother wavelet in level 4 of decomposition is chosen. The efficiency of the proposed method is evaluated using two data sets including public and clinical. Results: From publicly available data on PhysioBank, and simultaneous clinical measurement, we prove that the comparison between obtained fetal heart rate by the algorithm and the baselines yields a promising accuracy beyond 95%. Conclusion: Finally, we conclude that the proposed algorithm would be a robust technique for any similar tele-fetal monitoring approach. |
format | Online Article Text |
id | pubmed-9830175 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-98301752023-01-11 Beat-to-beat fetal heart rate analysis using portable medical device and wavelet transformation technique Farahi, Maria Casals, Alícia Sarrafzadeh, Omid Zamani, Yasaman Ahmadi, Hooran Behbood, Naeimeh Habibian, Hessam Heliyon Research Article Objective: Beat-to-beat tele-fetal monitoring and comparison with clinical data are studied with a wavelet transformation approach. Tele-fetal monitoring is a big progress toward a wearable medical device for pregnant women capable of obtaining prenatal care at home. Study Design: We apply a wavelet transformation algorithm for fetal cardiac monitoring using a portable fetal Doppler medical device. After an investigation of 85 different mother wavelets, a bio-orthogonal 2.2 mother wavelet in level 4 of decomposition is chosen. The efficiency of the proposed method is evaluated using two data sets including public and clinical. Results: From publicly available data on PhysioBank, and simultaneous clinical measurement, we prove that the comparison between obtained fetal heart rate by the algorithm and the baselines yields a promising accuracy beyond 95%. Conclusion: Finally, we conclude that the proposed algorithm would be a robust technique for any similar tele-fetal monitoring approach. Elsevier 2022-12-22 /pmc/articles/PMC9830175/ /pubmed/36636218 http://dx.doi.org/10.1016/j.heliyon.2022.e12655 Text en © 2022 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research Article Farahi, Maria Casals, Alícia Sarrafzadeh, Omid Zamani, Yasaman Ahmadi, Hooran Behbood, Naeimeh Habibian, Hessam Beat-to-beat fetal heart rate analysis using portable medical device and wavelet transformation technique |
title | Beat-to-beat fetal heart rate analysis using portable medical device and wavelet transformation technique |
title_full | Beat-to-beat fetal heart rate analysis using portable medical device and wavelet transformation technique |
title_fullStr | Beat-to-beat fetal heart rate analysis using portable medical device and wavelet transformation technique |
title_full_unstemmed | Beat-to-beat fetal heart rate analysis using portable medical device and wavelet transformation technique |
title_short | Beat-to-beat fetal heart rate analysis using portable medical device and wavelet transformation technique |
title_sort | beat-to-beat fetal heart rate analysis using portable medical device and wavelet transformation technique |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9830175/ https://www.ncbi.nlm.nih.gov/pubmed/36636218 http://dx.doi.org/10.1016/j.heliyon.2022.e12655 |
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