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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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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