A Conversion Algorithm for ECG signals on a 2D array based on Digital Signal Processing

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This work proposes a computational algorithm to convert digital files containing electrocardiogram (ECG) information into 1D signals. Many medical databases have in storage files containing ECG information that is not easy to process for computational algorithms. Digitization by the proposed method...

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Detalles Bibliográficos
Autores: Cabanillas, Julio Cesar, Kemper, Guillermo, Del Carpio, Christian
Formato: artículo
Fecha de Publicación:2022
Institución:Universidad Peruana de Ciencias Aplicadas
Repositorio:UPC-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorioacademico.upc.edu.pe:10757/660903
Enlace del recurso:http://hdl.handle.net/10757/660903
Nivel de acceso:acceso embargado
Materia:2D array
Conversion
Digital Signal Processing
ECG signals
Printed Signal Digitization
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dc.title.es_PE.fl_str_mv A Conversion Algorithm for ECG signals on a 2D array based on Digital Signal Processing
title A Conversion Algorithm for ECG signals on a 2D array based on Digital Signal Processing
spellingShingle A Conversion Algorithm for ECG signals on a 2D array based on Digital Signal Processing
Cabanillas, Julio Cesar
2D array
Conversion
Digital Signal Processing
ECG signals
Printed Signal Digitization
title_short A Conversion Algorithm for ECG signals on a 2D array based on Digital Signal Processing
title_full A Conversion Algorithm for ECG signals on a 2D array based on Digital Signal Processing
title_fullStr A Conversion Algorithm for ECG signals on a 2D array based on Digital Signal Processing
title_full_unstemmed A Conversion Algorithm for ECG signals on a 2D array based on Digital Signal Processing
title_sort A Conversion Algorithm for ECG signals on a 2D array based on Digital Signal Processing
author Cabanillas, Julio Cesar
author_facet Cabanillas, Julio Cesar
Kemper, Guillermo
Del Carpio, Christian
author_role author
author2 Kemper, Guillermo
Del Carpio, Christian
author2_role author
author
dc.contributor.author.fl_str_mv Cabanillas, Julio Cesar
Kemper, Guillermo
Del Carpio, Christian
dc.subject.es_PE.fl_str_mv 2D array
Conversion
Digital Signal Processing
ECG signals
Printed Signal Digitization
topic 2D array
Conversion
Digital Signal Processing
ECG signals
Printed Signal Digitization
description This work proposes a computational algorithm to convert digital files containing electrocardiogram (ECG) information into 1D signals. Many medical databases have in storage files containing ECG information that is not easy to process for computational algorithms. Digitization by the proposed method makes it possible to modernize the databases of many health centers in order to perform post-processing of the signals obtained. This method is based on applying digital signal processing techniques to images obtained from a PDF file produced by an electrocardiograph. The proposed algorithm takes into consideration the thickness of the printed signal in the PDF image so that it does not introduce distortion in the final 1D signal. Due to the distribution of the ECG signals on the PDF files the algorithm identifies and segments the signals on 2 dimensions. The results show that the proposed method can correctly reproduce the information of the ECG waves captured in the PDF file regardless of the elements outside the ECG signal such as the background grid or the different information indicators, whether they are labels or references of the ECG signals. The algorithm has an accuracy of 95% based on the statistical analysis performed for all samples.
publishDate 2022
dc.date.accessioned.none.fl_str_mv 2022-09-08T15:27:52Z
dc.date.available.none.fl_str_mv 2022-09-08T15:27:52Z
dc.date.issued.fl_str_mv 2022-01-01
dc.type.es_PE.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.doi.none.fl_str_mv 10.1109/ICCCAS55266.2022.9824234
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/10757/660903
dc.identifier.journal.es_PE.fl_str_mv 11th International Conference on Communications, Circuits and Systems, ICCCAS 2022
dc.identifier.eid.none.fl_str_mv 2-s2.0-85135625989
dc.identifier.scopusid.none.fl_str_mv SCOPUS_ID:85135625989
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identifier_str_mv 10.1109/ICCCAS55266.2022.9824234
11th International Conference on Communications, Circuits and Systems, ICCCAS 2022
2-s2.0-85135625989
SCOPUS_ID:85135625989
0000 0001 2196 144X
url http://hdl.handle.net/10757/660903
dc.language.iso.es_PE.fl_str_mv eng
language eng
dc.relation.url.es_PE.fl_str_mv https://ieeexplore.ieee.org/document/9824234
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dc.publisher.es_PE.fl_str_mv Institute of Electrical and Electronics Engineers Inc.
dc.source.none.fl_str_mv reponame:UPC-Institucional
instname:Universidad Peruana de Ciencias Aplicadas
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instname_str Universidad Peruana de Ciencias Aplicadas
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dc.source.journaltitle.none.fl_str_mv 11th International Conference on Communications, Circuits and Systems, ICCCAS 2022
dc.source.beginpage.none.fl_str_mv 105
dc.source.endpage.none.fl_str_mv 109
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spelling 93f678a728a1af330954ccaaee24674150081a224b2a512525985a4d85a3aa8658f5004056e887f85b6dcb547923698a967f3f500Cabanillas, Julio CesarKemper, GuillermoDel Carpio, Christian2022-09-08T15:27:52Z2022-09-08T15:27:52Z2022-01-0110.1109/ICCCAS55266.2022.9824234http://hdl.handle.net/10757/66090311th International Conference on Communications, Circuits and Systems, ICCCAS 20222-s2.0-85135625989SCOPUS_ID:851356259890000 0001 2196 144XThis work proposes a computational algorithm to convert digital files containing electrocardiogram (ECG) information into 1D signals. Many medical databases have in storage files containing ECG information that is not easy to process for computational algorithms. Digitization by the proposed method makes it possible to modernize the databases of many health centers in order to perform post-processing of the signals obtained. This method is based on applying digital signal processing techniques to images obtained from a PDF file produced by an electrocardiograph. The proposed algorithm takes into consideration the thickness of the printed signal in the PDF image so that it does not introduce distortion in the final 1D signal. Due to the distribution of the ECG signals on the PDF files the algorithm identifies and segments the signals on 2 dimensions. The results show that the proposed method can correctly reproduce the information of the ECG waves captured in the PDF file regardless of the elements outside the ECG signal such as the background grid or the different information indicators, whether they are labels or references of the ECG signals. The algorithm has an accuracy of 95% based on the statistical analysis performed for all samples.application/htmlengInstitute of Electrical and Electronics Engineers Inc.https://ieeexplore.ieee.org/document/9824234info:eu-repo/semantics/embargoedAccess2D arrayConversionDigital Signal ProcessingECG signalsPrinted Signal DigitizationA Conversion Algorithm for ECG signals on a 2D array based on Digital Signal Processinginfo:eu-repo/semantics/article11th International Conference on Communications, Circuits and Systems, ICCCAS 2022105109reponame:UPC-Institucionalinstname:Universidad Peruana de Ciencias Aplicadasinstacron:UPCLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorioacademico.upc.edu.pe/bitstream/10757/660903/1/license.txt8a4605be74aa9ea9d79846c1fba20a33MD51false10757/660903oai:repositorioacademico.upc.edu.pe:10757/6609032022-09-08 15:27:53.281Repositorio académico upcupc@openrepository.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