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Acoustic sensing as a novel wearable approach for cardiac monitoring at the wrist
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s41598-019-55599-5.pdf | Published version | 2.29 MB | Adobe PDF | View/Open |
Title: | Acoustic sensing as a novel wearable approach for cardiac monitoring at the wrist |
Authors: | Sharma, P Anas Imtiaz, S Rodriguez-Villegas, E |
Item Type: | Journal Article |
Abstract: | This paper introduces the concept of using acoustic sensing over the radial artery to extract cardiac parameters for continuous vital sign monitoring. It proposes a novel measurement principle that allows detection of the heart sounds together with the pulse wave, an attribute not possible with existing photoplethysmography (PPG)-based methods for monitoring at wrist. The validity of the proposed principle is demonstrated using a new miniature, battery-operated wearable device to sense the acoustic signals and a novel algorithm to extract the heart rate from these signals. The algorithm utilizes the power spectral analysis of the acoustic pulse signal to detect the S1 sounds and additionally, the K-means method to remove motion artifacts for an accurate heartbeat detection. It has been validated on a dataset consisting of 12 subjects with a data length of 6 hours. The results demonstrate an accuracy of 98.78\%, mean absolute error of 0.28 bpm, limits of agreement between -1.68 and 1.69 bpm, and a correlation coefficient of 0.998 with reference to a state-of-the-art PPG-based commercial device. The results in this proof of concept study demonstrate the potential of this new sensing modality to be used as an alternative, or to complement existing methods, for continuous monitoring of heart rate at wrist. |
Issue Date: | 27-Dec-2019 |
Date of Acceptance: | 29-Nov-2019 |
URI: | http://hdl.handle.net/10044/1/75427 |
DOI: | 10.1038/s41598-019-55599-5 |
ISSN: | 2045-2322 |
Publisher: | Nature Publishing Group |
Journal / Book Title: | Scientific Reports - Nature |
Volume: | 9 |
Copyright Statement: | © The Author(s). 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 Cre-ative 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 per-mitted 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/. |
Keywords: | Science & Technology Multidisciplinary Sciences Science & Technology - Other Topics HEART-RATE QRS DETECTION VALIDATION SENSORS 0601 Biochemistry and Cell Biology 0299 Other Physical Sciences |
Publication Status: | Published |
Article Number: | ARTN 20079 |
Appears in Collections: | Electrical and Electronic Engineering Faculty of Engineering |