DocumentCode :
3016835
Title :
Development of adaptive QRS detection rules based on center differentiation method for clinical application
Author :
Yang, Shiau-Ru ; Hsu, Sheng-Chih ; Lu, Shao-Wei ; Ko, Li-Wei ; Lin, Chin-Teng
Author_Institution :
Dept. of Electr. Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
fYear :
2012
fDate :
20-23 May 2012
Firstpage :
2071
Lastpage :
2074
Abstract :
Interpretation of cardiac rhythms is highly dependent on accurate detection of atrial activity. The robustness is an important requirement for clinical usage. This study presents an adaptive QRS detection method for real-time clinical ECG signals. In this method, center differentiation is applied as a whitening filer, and a composite function enhances the high frequency QRS energy. To robustly detect clinical data, a novel threshold selection method based on statistics is proposed. Moreover, this study provides a benchmarking clinical dataset acquired from cardiac patients. Our extensive experimental results using the MIT-BIH arrhythmia database show that our technique can detect beats with 99.67% accuracy, and the sensitivity is 99.83%. With the exceptional QRS detection result, further testing of the proposed method with clinical data shows the accuracy for atrial and ventricular arrhythmias is 82.9% and 90.2%, respectively.
Keywords :
benchmark testing; blood vessels; cardiovascular system; differentiation; diseases; electrocardiography; statistical analysis; ECG signals; MIT-BIH arrhythmia database; adaptive QRS detection rules; atrial activity; atrial arrhythmia; benchmarking clinical dataset; cardiac rhythms; center differentiation method; composite function; statistics; threshold selection method; ventricular arrhythmia; whitening filer; Accuracy; Atrial fibrillation; Databases; Detection algorithms; Electrocardiography; Real time systems; Robustness; Adaptive threshold; atrial fibrillation; electrocardiogram; expert system; real time monitoring; telecardiology;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems (ISCAS), 2012 IEEE International Symposium on
Conference_Location :
Seoul
ISSN :
0271-4302
Print_ISBN :
978-1-4673-0218-0
Type :
conf
DOI :
10.1109/ISCAS.2012.6271690
Filename :
6271690
Link To Document :
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