Reliability of electrocardiogram signals during feature extraction stage for smart textile shirts

Wearable smart textiles have garnered significant interest due to their high flexibility, reusability, convenience and ability to work on home-based, real-life and real-time monitoring. Wearable smart textiles are shirts with inbuilt textile sensors that enable electrocardiogram (ECG) data to be...

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Main Authors: Mohd Nawawi, Muhammad Muizz, Sidek, Khairul Azami, Azman, Amelia Wong, Mohd Nasir, Nashrul Fazli
Format: Conference or Workshop Item
Language:English
English
Published: IOP Publishing 2021
Subjects:
Online Access:http://irep.iium.edu.my/94119/1/94119_Reliability%20of%20electrocardiogram%20signals%20during%20feature%20extraction.pdf
http://irep.iium.edu.my/94119/7/94119_Reliability%20of%20electrocardiogram%20signals%20during%20feature%20extraction_SCOPUS.pdf
http://irep.iium.edu.my/94119/
https://iopscience.iop.org/article/10.1088/1742-6596/2071/1/012043
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spelling my.iium.irep.941192022-01-12T03:53:44Z http://irep.iium.edu.my/94119/ Reliability of electrocardiogram signals during feature extraction stage for smart textile shirts Mohd Nawawi, Muhammad Muizz Sidek, Khairul Azami Azman, Amelia Wong Mohd Nasir, Nashrul Fazli TK7885 Computer engineering Wearable smart textiles have garnered significant interest due to their high flexibility, reusability, convenience and ability to work on home-based, real-life and real-time monitoring. Wearable smart textiles are shirts with inbuilt textile sensors that enable electrocardiogram (ECG) data to be collected more comfortably and smoothly outside the laboratory and clinical environment for a continuous and longer duration for ECG data collection. However, the existing ECG wearable smart textile main challenge is maintaining the quality and reliability of data across multiple wearable smart textile shirts. Therefore, this research analyses the capability of ECG morphology during Feature Extraction stages for different wearable smart textile shirts. This paper reports the experiment conducted on eleven healthy volunteers, either wearing the Hexoskin smart shirt or the HeartIn Fit shirt or both. ECG data were recorded while they are doing normal daily routine activities for at least 45 minutes. The study demonstrates a significant possibility of reliability in Feature Extraction stages at different time instances among subject and wearable smart textiles shirts. With R peaks average between 0.543 to 1.194 mV and R-R interval average between 0.625 to 0.799 seconds, the study concludes that both wearable smart textiles do not significantly differ in Feature Extraction stages. Thus, both wearable smart textiles gave a significant result, although both are affected by their wearer's motion artefacts during the shifting of body postures and the wearer's body physical states. Furthermore, the ECG morphology in this study has yielded a promising result in real life and as on-the-go ECG smart textile biometric readiness for future explorations. IOP Publishing 2021 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/94119/1/94119_Reliability%20of%20electrocardiogram%20signals%20during%20feature%20extraction.pdf application/pdf en http://irep.iium.edu.my/94119/7/94119_Reliability%20of%20electrocardiogram%20signals%20during%20feature%20extraction_SCOPUS.pdf Mohd Nawawi, Muhammad Muizz and Sidek, Khairul Azami and Azman, Amelia Wong and Mohd Nasir, Nashrul Fazli (2021) Reliability of electrocardiogram signals during feature extraction stage for smart textile shirts. In: International Conference on Biomedical Engineering (ICoBE 2021), 14-15 September 2021, Virtual. https://iopscience.iop.org/article/10.1088/1742-6596/2071/1/012043
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
English
topic TK7885 Computer engineering
spellingShingle TK7885 Computer engineering
Mohd Nawawi, Muhammad Muizz
Sidek, Khairul Azami
Azman, Amelia Wong
Mohd Nasir, Nashrul Fazli
Reliability of electrocardiogram signals during feature extraction stage for smart textile shirts
description Wearable smart textiles have garnered significant interest due to their high flexibility, reusability, convenience and ability to work on home-based, real-life and real-time monitoring. Wearable smart textiles are shirts with inbuilt textile sensors that enable electrocardiogram (ECG) data to be collected more comfortably and smoothly outside the laboratory and clinical environment for a continuous and longer duration for ECG data collection. However, the existing ECG wearable smart textile main challenge is maintaining the quality and reliability of data across multiple wearable smart textile shirts. Therefore, this research analyses the capability of ECG morphology during Feature Extraction stages for different wearable smart textile shirts. This paper reports the experiment conducted on eleven healthy volunteers, either wearing the Hexoskin smart shirt or the HeartIn Fit shirt or both. ECG data were recorded while they are doing normal daily routine activities for at least 45 minutes. The study demonstrates a significant possibility of reliability in Feature Extraction stages at different time instances among subject and wearable smart textiles shirts. With R peaks average between 0.543 to 1.194 mV and R-R interval average between 0.625 to 0.799 seconds, the study concludes that both wearable smart textiles do not significantly differ in Feature Extraction stages. Thus, both wearable smart textiles gave a significant result, although both are affected by their wearer's motion artefacts during the shifting of body postures and the wearer's body physical states. Furthermore, the ECG morphology in this study has yielded a promising result in real life and as on-the-go ECG smart textile biometric readiness for future explorations.
format Conference or Workshop Item
author Mohd Nawawi, Muhammad Muizz
Sidek, Khairul Azami
Azman, Amelia Wong
Mohd Nasir, Nashrul Fazli
author_facet Mohd Nawawi, Muhammad Muizz
Sidek, Khairul Azami
Azman, Amelia Wong
Mohd Nasir, Nashrul Fazli
author_sort Mohd Nawawi, Muhammad Muizz
title Reliability of electrocardiogram signals during feature extraction stage for smart textile shirts
title_short Reliability of electrocardiogram signals during feature extraction stage for smart textile shirts
title_full Reliability of electrocardiogram signals during feature extraction stage for smart textile shirts
title_fullStr Reliability of electrocardiogram signals during feature extraction stage for smart textile shirts
title_full_unstemmed Reliability of electrocardiogram signals during feature extraction stage for smart textile shirts
title_sort reliability of electrocardiogram signals during feature extraction stage for smart textile shirts
publisher IOP Publishing
publishDate 2021
url http://irep.iium.edu.my/94119/1/94119_Reliability%20of%20electrocardiogram%20signals%20during%20feature%20extraction.pdf
http://irep.iium.edu.my/94119/7/94119_Reliability%20of%20electrocardiogram%20signals%20during%20feature%20extraction_SCOPUS.pdf
http://irep.iium.edu.my/94119/
https://iopscience.iop.org/article/10.1088/1742-6596/2071/1/012043
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score 13.160551