A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression

The assessment of ECG signal quality after compression is an essential part of the compression process. Compression facilitates the signal archiving, speeds up signal transmission, and reduces the energy consumption. Conversely, lossy compression distorts the signals. Therefore, it is necessary to e...

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Main Authors: Andrea Němcová, Radovan Smíšek, Lucie Maršánová, Lukáš Smital, Martin Vítek
Format: Article
Language:English
Published: Hindawi Limited 2018-01-01
Series:BioMed Research International
Online Access:http://dx.doi.org/10.1155/2018/1868519
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spelling doaj-65ad7f12d80e42cd8897f60eebf9a8682020-11-24T22:13:48ZengHindawi LimitedBioMed Research International2314-61332314-61412018-01-01201810.1155/2018/18685191868519A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after CompressionAndrea Němcová0Radovan Smíšek1Lucie Maršánová2Lukáš Smital3Martin Vítek4Department of Biomedical Engineering, The Faculty of Electrical Engineering and Communication, Brno University of Technology, Technická 12, 616 00 Brno, Czech RepublicDepartment of Biomedical Engineering, The Faculty of Electrical Engineering and Communication, Brno University of Technology, Technická 12, 616 00 Brno, Czech RepublicDepartment of Biomedical Engineering, The Faculty of Electrical Engineering and Communication, Brno University of Technology, Technická 12, 616 00 Brno, Czech RepublicDepartment of Biomedical Engineering, The Faculty of Electrical Engineering and Communication, Brno University of Technology, Technická 12, 616 00 Brno, Czech RepublicDepartment of Biomedical Engineering, The Faculty of Electrical Engineering and Communication, Brno University of Technology, Technická 12, 616 00 Brno, Czech RepublicThe assessment of ECG signal quality after compression is an essential part of the compression process. Compression facilitates the signal archiving, speeds up signal transmission, and reduces the energy consumption. Conversely, lossy compression distorts the signals. Therefore, it is necessary to express the compression performance through both compression efficiency and signal quality. This paper provides an overview of objective algorithms for the assessment of both ECG signal quality after compression and compression efficiency. In this area, there is a lack of standardization, and there is no extensive review as such. 40 methods were tested in terms of their suitability for quality assessment. For this purpose, the whole CSE database was used. The tested signals were compressed using an algorithm based on SPIHT with varying efficiency. As a reference, compressed signals were manually assessed by two experts and classified into three quality groups. Owing to the experts’ classification, we determined corresponding ranges of selected quality evaluation methods’ values. The suitability of the methods for quality assessment was evaluated based on five criteria. For the assessment of ECG signal quality after compression, we recommend using a combination of these methods: PSim SDNN, QS, SNR1, MSE, PRDN1, MAX, STDERR, and WEDD SWT.http://dx.doi.org/10.1155/2018/1868519
collection DOAJ
language English
format Article
sources DOAJ
author Andrea Němcová
Radovan Smíšek
Lucie Maršánová
Lukáš Smital
Martin Vítek
spellingShingle Andrea Němcová
Radovan Smíšek
Lucie Maršánová
Lukáš Smital
Martin Vítek
A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression
BioMed Research International
author_facet Andrea Němcová
Radovan Smíšek
Lucie Maršánová
Lukáš Smital
Martin Vítek
author_sort Andrea Němcová
title A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression
title_short A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression
title_full A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression
title_fullStr A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression
title_full_unstemmed A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression
title_sort comparative analysis of methods for evaluation of ecg signal quality after compression
publisher Hindawi Limited
series BioMed Research International
issn 2314-6133
2314-6141
publishDate 2018-01-01
description The assessment of ECG signal quality after compression is an essential part of the compression process. Compression facilitates the signal archiving, speeds up signal transmission, and reduces the energy consumption. Conversely, lossy compression distorts the signals. Therefore, it is necessary to express the compression performance through both compression efficiency and signal quality. This paper provides an overview of objective algorithms for the assessment of both ECG signal quality after compression and compression efficiency. In this area, there is a lack of standardization, and there is no extensive review as such. 40 methods were tested in terms of their suitability for quality assessment. For this purpose, the whole CSE database was used. The tested signals were compressed using an algorithm based on SPIHT with varying efficiency. As a reference, compressed signals were manually assessed by two experts and classified into three quality groups. Owing to the experts’ classification, we determined corresponding ranges of selected quality evaluation methods’ values. The suitability of the methods for quality assessment was evaluated based on five criteria. For the assessment of ECG signal quality after compression, we recommend using a combination of these methods: PSim SDNN, QS, SNR1, MSE, PRDN1, MAX, STDERR, and WEDD SWT.
url http://dx.doi.org/10.1155/2018/1868519
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