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...

Full description

Saved in:
Bibliographic Details
Main Authors: Nipon Theera-Umpon, Panyaphon Phiphatkhunarnon, Sansanee Auephanwiriyakul
Format: Book Series
Published: 2018
Online Access:https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84880729696&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/47759
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Chiang Mai University
id th-cmuir.6653943832-47759
record_format dspace
spelling th-cmuir.6653943832-477592018-04-25T08:43:40Z Linear prediction-based reconstruction of electrocardiogram with premature ventricular contraction for heart rate variability analysis Nipon Theera-Umpon Panyaphon Phiphatkhunarnon Sansanee Auephanwiriyakul 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. 2018-04-25T08:43:40Z 2018-04-25T08:43:40Z 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/6653943832/47759
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
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
spellingShingle Nipon Theera-Umpon
Panyaphon Phiphatkhunarnon
Sansanee Auephanwiriyakul
Linear prediction-based reconstruction of electrocardiogram with premature ventricular contraction for heart rate variability analysis
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/6653943832/47759
_version_ 1681423122160418816

Similar Items