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A hybrid approach to the simultaneous eliminating of power-line interference and associated ringing artifacts in electrocardiograms

BACKGROUND: The second-order, infinite impulse response notch filter is widely used to remove electrical power line noise in electrocardiograms (ECGs). However this filtering process often introduces spurious ringing artifacts in the vicinity of raw signal with sharp transitions. It is challenging t...

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Autores principales: Zhou, Xiaolin, Zhang, Yuanting
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3701603/
https://www.ncbi.nlm.nih.gov/pubmed/23672732
http://dx.doi.org/10.1186/1475-925X-12-42
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author Zhou, Xiaolin
Zhang, Yuanting
author_facet Zhou, Xiaolin
Zhang, Yuanting
author_sort Zhou, Xiaolin
collection PubMed
description BACKGROUND: The second-order, infinite impulse response notch filter is widely used to remove electrical power line noise in electrocardiograms (ECGs). However this filtering process often introduces spurious ringing artifacts in the vicinity of raw signal with sharp transitions. It is challenging to simultaneously remove these two types of noise without losing vital information about cardiac activities. OBJECTIVE: Our objective is to devise a method to remove the power-line interference without introducing artifacts nor losing vital information. To this end we have developed the "hybrid approach" involving two-sided filtration and multi-iterative approximation techniques. The two-sided filtration technique can suppress the interference but some cardiac components are lost. The lost information can be restored using multi-iterative approximation technique. RESULTS: For evaluation, four artificial data sets, each including 91 ECGs of different heart rates, were generated by a dynamical model. Four publicly-accessible sets of clinical data (MIT-BIH Arrhythmia, QT, PTB Diagnostic ECG, and T-Wave Alternans Challenge Databases) were also selected. Our new hybrid approach and the existing method were tested with these two types of signal under various pre-determined conditions. In contrast with the existing method, the hybrid approach can provide more than 27.40 dB and 37.77 dB reduction in signal distortion for 95% and 60% of artificial ECGs respectively; it can provide in excess of 11.78 dB and 17.48 dB reduction in distortion for 95% and 60% of these real records respectively. CONCLUSIONS: Overall, a significant reduction in signal distortion is demonstrated. These test results indicate that the newly proposed approach outperforms the traditional method assessed on both the artificial and clinical ECGs and suggest it could be of practical use for clinicians in the future.
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spelling pubmed-37016032013-07-10 A hybrid approach to the simultaneous eliminating of power-line interference and associated ringing artifacts in electrocardiograms Zhou, Xiaolin Zhang, Yuanting Biomed Eng Online Research BACKGROUND: The second-order, infinite impulse response notch filter is widely used to remove electrical power line noise in electrocardiograms (ECGs). However this filtering process often introduces spurious ringing artifacts in the vicinity of raw signal with sharp transitions. It is challenging to simultaneously remove these two types of noise without losing vital information about cardiac activities. OBJECTIVE: Our objective is to devise a method to remove the power-line interference without introducing artifacts nor losing vital information. To this end we have developed the "hybrid approach" involving two-sided filtration and multi-iterative approximation techniques. The two-sided filtration technique can suppress the interference but some cardiac components are lost. The lost information can be restored using multi-iterative approximation technique. RESULTS: For evaluation, four artificial data sets, each including 91 ECGs of different heart rates, were generated by a dynamical model. Four publicly-accessible sets of clinical data (MIT-BIH Arrhythmia, QT, PTB Diagnostic ECG, and T-Wave Alternans Challenge Databases) were also selected. Our new hybrid approach and the existing method were tested with these two types of signal under various pre-determined conditions. In contrast with the existing method, the hybrid approach can provide more than 27.40 dB and 37.77 dB reduction in signal distortion for 95% and 60% of artificial ECGs respectively; it can provide in excess of 11.78 dB and 17.48 dB reduction in distortion for 95% and 60% of these real records respectively. CONCLUSIONS: Overall, a significant reduction in signal distortion is demonstrated. These test results indicate that the newly proposed approach outperforms the traditional method assessed on both the artificial and clinical ECGs and suggest it could be of practical use for clinicians in the future. BioMed Central 2013-05-14 /pmc/articles/PMC3701603/ /pubmed/23672732 http://dx.doi.org/10.1186/1475-925X-12-42 Text en Copyright © 2013 Zhou and Zhang; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Zhou, Xiaolin
Zhang, Yuanting
A hybrid approach to the simultaneous eliminating of power-line interference and associated ringing artifacts in electrocardiograms
title A hybrid approach to the simultaneous eliminating of power-line interference and associated ringing artifacts in electrocardiograms
title_full A hybrid approach to the simultaneous eliminating of power-line interference and associated ringing artifacts in electrocardiograms
title_fullStr A hybrid approach to the simultaneous eliminating of power-line interference and associated ringing artifacts in electrocardiograms
title_full_unstemmed A hybrid approach to the simultaneous eliminating of power-line interference and associated ringing artifacts in electrocardiograms
title_short A hybrid approach to the simultaneous eliminating of power-line interference and associated ringing artifacts in electrocardiograms
title_sort hybrid approach to the simultaneous eliminating of power-line interference and associated ringing artifacts in electrocardiograms
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3701603/
https://www.ncbi.nlm.nih.gov/pubmed/23672732
http://dx.doi.org/10.1186/1475-925X-12-42
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