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...
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| Published in | Sensors (Basel, Switzerland) Vol. 14; no. 7; pp. 12623 - 12639 |
|---|---|
| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Switzerland
MDPI AG
15.07.2014
MDPI |
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| Abstract | 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. |
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| AbstractList | 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. |
| Author | Noh, Yun Hong Jeong, Do Un |
| Author_xml | – sequence: 1 givenname: Yun Hong surname: Noh fullname: Noh, Yun Hong email: noh108@dongseo.ac.kr organization: Division of Computer & Information Engineering, Dongseo University, 47 Jure-ro, Sasang-gu, Busan 617-716, Korea. noh108@dongseo.ac.kr – sequence: 2 givenname: Do Un surname: Jeong fullname: Jeong, Do Un email: dujeong@dongseo.ac.kr organization: Division of Computer & Information Engineering, Dongseo University, 47 Jure-ro, Sasang-gu, Busan 617-716, Korea. dujeong@dongseo.ac.kr |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/25029280$$D View this record in MEDLINE/PubMed |
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| Cites_doi | 10.1186/1475-925X-1-5 10.1109/TBME.2003.816074 10.1109/10.623058 10.1109/TBME.2007.912658 10.1109/TBME.2006.877103 10.1016/j.medengphy.2006.01.008 10.1016/j.measurement.2012.01.017 10.1109/CIC.2005.1588176 10.1007/978-3-540-73044-6_94 10.1109/10.237680 10.1186/1475-925X-3-28 10.1109/TBME.2004.827359 10.1109/TITB.2004.837888 10.1109/TBME.2009.2013934 |
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| DOI | 10.3390/s140712623 |
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| SubjectTerms | abnormal heartbeat Algorithms Arrhythmias, Cardiac - diagnosis Cardiac arrhythmia Cardiovascular disease Classification Data compression Data Compression - methods data packet generator Data transmission Diagnosis, Computer-Assisted - instrumentation Diagnosis, Computer-Assisted - methods ECG Electrocardiography, Ambulatory - instrumentation Electrocardiography, Ambulatory - methods Equipment Design Equipment Failure Analysis Generators Health Heart Humans Matching Monitoring systems Morphology Packets (communication) pattern matching Pattern Recognition, Automated - methods Performance evaluation Real time Reproducibility of Results Sensitivity and Specificity Sensors Signal processing smartphone Smartphones Telemedicine - instrumentation Telemedicine - methods User-Computer Interface wearable |
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| Title | Implementation of a data packet generator using pattern matching for wearable ECG monitoring systems |
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