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Continuous Blood Pressure Estimation Based on Two-Domain Fusion Model
Blood pressure (BP) is one of the indispensable elements of physiological health characteristics and a significant indicator for predicting and diagnosing hypertension and cardiovascular diseases. This paper proposes a two-domain fusion model to estimate BP continuously from pulse wave acquired with...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6311810/ https://www.ncbi.nlm.nih.gov/pubmed/30647768 http://dx.doi.org/10.1155/2018/1981627 |
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author | Wang, Qian Xu, Yajie Zeng, Guoqiang Sun, Mingshan |
author_facet | Wang, Qian Xu, Yajie Zeng, Guoqiang Sun, Mingshan |
author_sort | Wang, Qian |
collection | PubMed |
description | Blood pressure (BP) is one of the indispensable elements of physiological health characteristics and a significant indicator for predicting and diagnosing hypertension and cardiovascular diseases. This paper proposes a two-domain fusion model to estimate BP continuously from pulse wave acquired with a pressure sensor. Method. The optimal external pressure applied on the pressure sensor is first determined in order to capture pulse wave in the radial artery. The captured pulse wave is then processed in both the time and frequency domains via filtering and fast Fourier transform. Finally, a set of features are extracted from these two domains and input into a neural network along with blood pressure values measured by a commercial sphygmomanometer for training. The model is then tested on new data for accuracy evaluation. Results. The proposed two-domain fusion method achieved a high degree of accuracy in measuring blood pressure. |
format | Online Article Text |
id | pubmed-6311810 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-63118102019-01-15 Continuous Blood Pressure Estimation Based on Two-Domain Fusion Model Wang, Qian Xu, Yajie Zeng, Guoqiang Sun, Mingshan Comput Math Methods Med Research Article Blood pressure (BP) is one of the indispensable elements of physiological health characteristics and a significant indicator for predicting and diagnosing hypertension and cardiovascular diseases. This paper proposes a two-domain fusion model to estimate BP continuously from pulse wave acquired with a pressure sensor. Method. The optimal external pressure applied on the pressure sensor is first determined in order to capture pulse wave in the radial artery. The captured pulse wave is then processed in both the time and frequency domains via filtering and fast Fourier transform. Finally, a set of features are extracted from these two domains and input into a neural network along with blood pressure values measured by a commercial sphygmomanometer for training. The model is then tested on new data for accuracy evaluation. Results. The proposed two-domain fusion method achieved a high degree of accuracy in measuring blood pressure. Hindawi 2018-12-16 /pmc/articles/PMC6311810/ /pubmed/30647768 http://dx.doi.org/10.1155/2018/1981627 Text en Copyright © 2018 Qian Wang et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Wang, Qian Xu, Yajie Zeng, Guoqiang Sun, Mingshan Continuous Blood Pressure Estimation Based on Two-Domain Fusion Model |
title | Continuous Blood Pressure Estimation Based on Two-Domain Fusion Model |
title_full | Continuous Blood Pressure Estimation Based on Two-Domain Fusion Model |
title_fullStr | Continuous Blood Pressure Estimation Based on Two-Domain Fusion Model |
title_full_unstemmed | Continuous Blood Pressure Estimation Based on Two-Domain Fusion Model |
title_short | Continuous Blood Pressure Estimation Based on Two-Domain Fusion Model |
title_sort | continuous blood pressure estimation based on two-domain fusion model |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6311810/ https://www.ncbi.nlm.nih.gov/pubmed/30647768 http://dx.doi.org/10.1155/2018/1981627 |
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