A Conversion Algorithm for ECG signals on a 2D array based on Digital Signal Processing
Descripción del Articulo
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...
| Autores: | , , |
|---|---|
| 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 |
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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 |
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2-s2.0-85135625989 |
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SCOPUS_ID:85135625989 |
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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 |
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http://hdl.handle.net/10757/660903 |
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eng |
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eng |
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https://ieeexplore.ieee.org/document/9824234 |
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Institute of Electrical and Electronics Engineers Inc. |
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11th International Conference on Communications, Circuits and Systems, ICCCAS 2022 |
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105 |
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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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 |
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La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).