Linear prediction-based reconstruction of electrocardiogram with premature ventricular contraction for heart rate variability analysis

Linear prediction-based reconstruction of electrocardiogram with premature ventricular contraction for heart rate variability analysis

A method to detect the locations of premature ventricular contraction (PVC) and reconstruct electrocardiogram (ECG) is proposed in this work. The ECG reconstruction is based on the linear prediction method. For the sake of known ground truths, a set of PVC beats was synthetically inserted to ECG fro...

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Main Authors: Nipon Theera-Umpon, Panyaphon Phiphatkhunarnon, Sansanee Auephanwiriyakul
Format: Book Series
Published: 2018
Subjects:
Engineering
Online Access:https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84880729696&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/52552
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-525522018-09-04T09:27:00Z Linear prediction-based reconstruction of electrocardiogram with premature ventricular contraction for heart rate variability analysis Nipon Theera-Umpon Panyaphon Phiphatkhunarnon Sansanee Auephanwiriyakul Engineering A method to detect the locations of premature ventricular contraction (PVC) and reconstruct electrocardiogram (ECG) is proposed in this work. The ECG reconstruction is based on the linear prediction method. For the sake of known ground truths, a set of PVC beats was synthetically inserted to ECG from the MIT-BIH normal sinus rhythm database. The experimental results show that the heart rate variability (HRV) measures derived from the reconstructed ECG's are very close to the ground truths in both time domain and frequency domain. The comparison to the methods commonly used by experts, i.e., removing the abnormal RR intervals or averaging RR intervals before calculating the HRV measures, also shows the better performance by the proposed method. © 2013 Springer Science+Business Media Dordrecht. 2018-09-04T09:27:00Z 2018-09-04T09:27:00Z 2013-08-01 Book Series 18761119 18761100 2-s2.0-84880729696 10.1007/978-94-007-6516-0_30 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84880729696&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/52552
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Engineering
spellingShingle Engineering
Nipon Theera-Umpon
Panyaphon Phiphatkhunarnon
Sansanee Auephanwiriyakul
Linear prediction-based reconstruction of electrocardiogram with premature ventricular contraction for heart rate variability analysis
description A method to detect the locations of premature ventricular contraction (PVC) and reconstruct electrocardiogram (ECG) is proposed in this work. The ECG reconstruction is based on the linear prediction method. For the sake of known ground truths, a set of PVC beats was synthetically inserted to ECG from the MIT-BIH normal sinus rhythm database. The experimental results show that the heart rate variability (HRV) measures derived from the reconstructed ECG's are very close to the ground truths in both time domain and frequency domain. The comparison to the methods commonly used by experts, i.e., removing the abnormal RR intervals or averaging RR intervals before calculating the HRV measures, also shows the better performance by the proposed method. © 2013 Springer Science+Business Media Dordrecht.
format Book Series
author Nipon Theera-Umpon
Panyaphon Phiphatkhunarnon
Sansanee Auephanwiriyakul
author_facet Nipon Theera-Umpon
Panyaphon Phiphatkhunarnon
Sansanee Auephanwiriyakul
author_sort Nipon Theera-Umpon
title Linear prediction-based reconstruction of electrocardiogram with premature ventricular contraction for heart rate variability analysis
title_short Linear prediction-based reconstruction of electrocardiogram with premature ventricular contraction for heart rate variability analysis
title_full Linear prediction-based reconstruction of electrocardiogram with premature ventricular contraction for heart rate variability analysis
title_fullStr Linear prediction-based reconstruction of electrocardiogram with premature ventricular contraction for heart rate variability analysis
title_full_unstemmed Linear prediction-based reconstruction of electrocardiogram with premature ventricular contraction for heart rate variability analysis
title_sort linear prediction-based reconstruction of electrocardiogram with premature ventricular contraction for heart rate variability analysis
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84880729696&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/52552
_version_ 1681423971937943552

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