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COMPRESSIVE SENSING BASED ECG MONITORING WITH EFFECTIVE AF DETECTION

Abstract: 

Atrial fibrillation (AF) patients need long-term electrocardiography (ECG) monitoring to detect occurrence of AF. We can acquire ECG signals under low power by compressive sensing based sensor and detect AF by existing algorithms. However, the compression ratio of AF signal is low when DWT basis is applied for CS reconstruction. On the other hand the complexity of AF detection algorithms is high. In this paper, we propose a CS-based ECG monitoring system with effective AF detection. We exploit dictionary learning to improve 2.5x better compression ratio than existing works. With built-in AF detection, we can detect AF with 96.0% sensitivity and 97.2% specificity from highly compressed data, without any complex detection algorithm.

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Paper Details

Authors:
Hung-Chi Kuo, Yu-Min Lin and An-Yeu (Andy) Wu
Submitted On:
1 March 2017 - 1:50am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Hung-Chi Kuo
Paper Code:
BISP-P3.7
Document Year:
2017
Cite

Document Files

Poster_1877_Kuo.pdf

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[1] Hung-Chi Kuo, Yu-Min Lin and An-Yeu (Andy) Wu, " COMPRESSIVE SENSING BASED ECG MONITORING WITH EFFECTIVE AF DETECTION", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1534. Accessed: Jul. 20, 2019.
@article{1534-17,
url = {http://sigport.org/1534},
author = {Hung-Chi Kuo; Yu-Min Lin and An-Yeu (Andy) Wu },
publisher = {IEEE SigPort},
title = { COMPRESSIVE SENSING BASED ECG MONITORING WITH EFFECTIVE AF DETECTION},
year = {2017} }
TY - EJOUR
T1 - COMPRESSIVE SENSING BASED ECG MONITORING WITH EFFECTIVE AF DETECTION
AU - Hung-Chi Kuo; Yu-Min Lin and An-Yeu (Andy) Wu
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1534
ER -
Hung-Chi Kuo, Yu-Min Lin and An-Yeu (Andy) Wu. (2017). COMPRESSIVE SENSING BASED ECG MONITORING WITH EFFECTIVE AF DETECTION. IEEE SigPort. http://sigport.org/1534
Hung-Chi Kuo, Yu-Min Lin and An-Yeu (Andy) Wu, 2017. COMPRESSIVE SENSING BASED ECG MONITORING WITH EFFECTIVE AF DETECTION. Available at: http://sigport.org/1534.
Hung-Chi Kuo, Yu-Min Lin and An-Yeu (Andy) Wu. (2017). " COMPRESSIVE SENSING BASED ECG MONITORING WITH EFFECTIVE AF DETECTION." Web.
1. Hung-Chi Kuo, Yu-Min Lin and An-Yeu (Andy) Wu. COMPRESSIVE SENSING BASED ECG MONITORING WITH EFFECTIVE AF DETECTION [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1534