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Implementation of a Data Packet Generator Using Pattern Matching for Wearable ECG Monitoring Systems
In this paper, a packet generator using a pattern matching algorithm for real-time abnormal heartbeat detection is proposed. The packet generator creates a very small data packet which conveys sufficient crucial information for health condition analysis. The data packet envelopes real time ECG signa...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4168412/ https://www.ncbi.nlm.nih.gov/pubmed/25029280 http://dx.doi.org/10.3390/s140712623 |
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author | Noh, Yun Hong Jeong, Do Un |
author_facet | Noh, Yun Hong Jeong, Do Un |
author_sort | Noh, Yun Hong |
collection | PubMed |
description | In this paper, a packet generator using a pattern matching algorithm for real-time abnormal heartbeat detection is proposed. The packet generator creates a very small data packet which conveys sufficient crucial information for health condition analysis. The data packet envelopes real time ECG signals and transmits them to a smartphone via Bluetooth. An Android application was developed specifically to decode the packet and extract ECG information for health condition analysis. Several graphical presentations are displayed and shown on the smartphone. We evaluate the performance of abnormal heartbeat detection accuracy using the MIT/BIH Arrhythmia Database and real time experiments. The experimental result confirm our finding that abnormal heart beat detection is practically possible. We also performed data compression ratio and signal restoration performance evaluations to establish the usefulness of the proposed packet generator and the results were excellent. |
format | Online Article Text |
id | pubmed-4168412 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-41684122014-09-19 Implementation of a Data Packet Generator Using Pattern Matching for Wearable ECG Monitoring Systems Noh, Yun Hong Jeong, Do Un Sensors (Basel) Article In this paper, a packet generator using a pattern matching algorithm for real-time abnormal heartbeat detection is proposed. The packet generator creates a very small data packet which conveys sufficient crucial information for health condition analysis. The data packet envelopes real time ECG signals and transmits them to a smartphone via Bluetooth. An Android application was developed specifically to decode the packet and extract ECG information for health condition analysis. Several graphical presentations are displayed and shown on the smartphone. We evaluate the performance of abnormal heartbeat detection accuracy using the MIT/BIH Arrhythmia Database and real time experiments. The experimental result confirm our finding that abnormal heart beat detection is practically possible. We also performed data compression ratio and signal restoration performance evaluations to establish the usefulness of the proposed packet generator and the results were excellent. MDPI 2014-07-15 /pmc/articles/PMC4168412/ /pubmed/25029280 http://dx.doi.org/10.3390/s140712623 Text en © 2014 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/). |
spellingShingle | Article Noh, Yun Hong Jeong, Do Un Implementation of a Data Packet Generator Using Pattern Matching for Wearable ECG Monitoring Systems |
title | Implementation of a Data Packet Generator Using Pattern Matching for Wearable ECG Monitoring Systems |
title_full | Implementation of a Data Packet Generator Using Pattern Matching for Wearable ECG Monitoring Systems |
title_fullStr | Implementation of a Data Packet Generator Using Pattern Matching for Wearable ECG Monitoring Systems |
title_full_unstemmed | Implementation of a Data Packet Generator Using Pattern Matching for Wearable ECG Monitoring Systems |
title_short | Implementation of a Data Packet Generator Using Pattern Matching for Wearable ECG Monitoring Systems |
title_sort | implementation of a data packet generator using pattern matching for wearable ecg monitoring systems |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4168412/ https://www.ncbi.nlm.nih.gov/pubmed/25029280 http://dx.doi.org/10.3390/s140712623 |
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