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Shannon's Energy Based Algorithm in ECG Signal Processing
Physikalisch-Technische Bundesanstalt (PTB) database is electrocardiograms (ECGs) set from healthy volunteers and patients with different heart diseases. PTB is provided for research and teaching purposes by National Metrology Institute of Germany. The analysis method of complex QRS in ECG signals f...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5286493/ https://www.ncbi.nlm.nih.gov/pubmed/28197213 http://dx.doi.org/10.1155/2017/8081361 |
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author | Beyramienanlou, Hamed Lotfivand, Nasser |
author_facet | Beyramienanlou, Hamed Lotfivand, Nasser |
author_sort | Beyramienanlou, Hamed |
collection | PubMed |
description | Physikalisch-Technische Bundesanstalt (PTB) database is electrocardiograms (ECGs) set from healthy volunteers and patients with different heart diseases. PTB is provided for research and teaching purposes by National Metrology Institute of Germany. The analysis method of complex QRS in ECG signals for diagnosis of heart disease is extremely important. In this article, a method on Shannon energy (SE) in order to detect QRS complex in 12 leads of ECG signal is provided. At first, this algorithm computes the Shannon energy (SE) and then makes an envelope of Shannon energy (SE) by using the defined threshold. Then, the signal peaks are determined. The efficiency of the algorithm is tested on 70 cases. Of all 12 standard leads, ECG signals include 840 leads of the PTB Diagnostic ECG Database (PTBDB). The algorithm shows that the Shannon energy (SE) sensitivity is equal to 99.924%, the detection error rate (DER) is equal to 0.155%, Positive Predictivity (+P) is equal to 99.922%, and Classification Accuracy (Acc) is equal to 99.846%. |
format | Online Article Text |
id | pubmed-5286493 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-52864932017-02-14 Shannon's Energy Based Algorithm in ECG Signal Processing Beyramienanlou, Hamed Lotfivand, Nasser Comput Math Methods Med Research Article Physikalisch-Technische Bundesanstalt (PTB) database is electrocardiograms (ECGs) set from healthy volunteers and patients with different heart diseases. PTB is provided for research and teaching purposes by National Metrology Institute of Germany. The analysis method of complex QRS in ECG signals for diagnosis of heart disease is extremely important. In this article, a method on Shannon energy (SE) in order to detect QRS complex in 12 leads of ECG signal is provided. At first, this algorithm computes the Shannon energy (SE) and then makes an envelope of Shannon energy (SE) by using the defined threshold. Then, the signal peaks are determined. The efficiency of the algorithm is tested on 70 cases. Of all 12 standard leads, ECG signals include 840 leads of the PTB Diagnostic ECG Database (PTBDB). The algorithm shows that the Shannon energy (SE) sensitivity is equal to 99.924%, the detection error rate (DER) is equal to 0.155%, Positive Predictivity (+P) is equal to 99.922%, and Classification Accuracy (Acc) is equal to 99.846%. Hindawi Publishing Corporation 2017 2017-01-18 /pmc/articles/PMC5286493/ /pubmed/28197213 http://dx.doi.org/10.1155/2017/8081361 Text en Copyright © 2017 H. Beyramienanlou and N. Lotfivand. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Beyramienanlou, Hamed Lotfivand, Nasser Shannon's Energy Based Algorithm in ECG Signal Processing |
title | Shannon's Energy Based Algorithm in ECG Signal Processing |
title_full | Shannon's Energy Based Algorithm in ECG Signal Processing |
title_fullStr | Shannon's Energy Based Algorithm in ECG Signal Processing |
title_full_unstemmed | Shannon's Energy Based Algorithm in ECG Signal Processing |
title_short | Shannon's Energy Based Algorithm in ECG Signal Processing |
title_sort | shannon's energy based algorithm in ecg signal processing |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5286493/ https://www.ncbi.nlm.nih.gov/pubmed/28197213 http://dx.doi.org/10.1155/2017/8081361 |
work_keys_str_mv | AT beyramienanlouhamed shannonsenergybasedalgorithminecgsignalprocessing AT lotfivandnasser shannonsenergybasedalgorithminecgsignalprocessing |