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An optimal filter for short photoplethysmogram signals
A photoplethysmogram (PPG) contains a wealth of cardiovascular system information, and with the development of wearable technology, it has become the basic technique for evaluating cardiovascular health and detecting diseases. However, due to the varying environments in which wearable devices are us...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5928853/ https://www.ncbi.nlm.nih.gov/pubmed/29714722 http://dx.doi.org/10.1038/sdata.2018.76 |
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author | Liang, Yongbo Elgendi, Mohamed Chen, Zhencheng Ward, Rabab |
author_facet | Liang, Yongbo Elgendi, Mohamed Chen, Zhencheng Ward, Rabab |
author_sort | Liang, Yongbo |
collection | PubMed |
description | A photoplethysmogram (PPG) contains a wealth of cardiovascular system information, and with the development of wearable technology, it has become the basic technique for evaluating cardiovascular health and detecting diseases. However, due to the varying environments in which wearable devices are used and, consequently, their varying susceptibility to noise interference, effective processing of PPG signals is challenging. Thus, the aim of this study was to determine the optimal filter and filter order to be used for PPG signal processing to make the systolic and diastolic waves more salient in the filtered PPG signal using the skewness quality index. Nine types of filters with 10 different orders were used to filter 219 (2.1s) short PPG signals. The signals were divided into three categories by PPG experts according to their noise levels: excellent, acceptable, or unfit. Results show that the Chebyshev II filter can improve the PPG signal quality more effectively than other types of filters and that the optimal order for the Chebyshev II filter is the 4(th) order. |
format | Online Article Text |
id | pubmed-5928853 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-59288532018-05-10 An optimal filter for short photoplethysmogram signals Liang, Yongbo Elgendi, Mohamed Chen, Zhencheng Ward, Rabab Sci Data Analysis A photoplethysmogram (PPG) contains a wealth of cardiovascular system information, and with the development of wearable technology, it has become the basic technique for evaluating cardiovascular health and detecting diseases. However, due to the varying environments in which wearable devices are used and, consequently, their varying susceptibility to noise interference, effective processing of PPG signals is challenging. Thus, the aim of this study was to determine the optimal filter and filter order to be used for PPG signal processing to make the systolic and diastolic waves more salient in the filtered PPG signal using the skewness quality index. Nine types of filters with 10 different orders were used to filter 219 (2.1s) short PPG signals. The signals were divided into three categories by PPG experts according to their noise levels: excellent, acceptable, or unfit. Results show that the Chebyshev II filter can improve the PPG signal quality more effectively than other types of filters and that the optimal order for the Chebyshev II filter is the 4(th) order. Nature Publishing Group 2018-05-01 /pmc/articles/PMC5928853/ /pubmed/29714722 http://dx.doi.org/10.1038/sdata.2018.76 Text en Copyright © 2018, The Author(s) http://creativecommons.org/licenses/by/4.0/ Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Analysis Liang, Yongbo Elgendi, Mohamed Chen, Zhencheng Ward, Rabab An optimal filter for short photoplethysmogram signals |
title | An optimal filter for short photoplethysmogram signals |
title_full | An optimal filter for short photoplethysmogram signals |
title_fullStr | An optimal filter for short photoplethysmogram signals |
title_full_unstemmed | An optimal filter for short photoplethysmogram signals |
title_short | An optimal filter for short photoplethysmogram signals |
title_sort | optimal filter for short photoplethysmogram signals |
topic | Analysis |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5928853/ https://www.ncbi.nlm.nih.gov/pubmed/29714722 http://dx.doi.org/10.1038/sdata.2018.76 |
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