DocumentCode
2618625
Title
R-wave detection: A comparative analysis of four methods using newborn piglet ECG
Author
Dong, Shiying ; Xu, Fangfei ; Lingwood, Barbara ; Mesbah, Mostefa ; Boashash, Boualem
Author_Institution
Perinatal Res. Centre, Univ. of Queensland, Herston, QLD, Australia
fYear
2010
fDate
10-13 May 2010
Firstpage
320
Lastpage
323
Abstract
In the electrocardiograph (ECG), R-wave is the positive upward deflection in the QRS complex which represents the depolarization of both left and right ventricles. Accurate detection of the R-wave peaks in the ECG plays a primary role in the construction and analysis of the heart rate variability (HRV). Numerous methods have been proposed to enhance the robustness and accuracy of the automatic detection. The majority of these methods have been developed for adult ECG and may not perform adequately in the case of the newborn. In this study, we analysed the performance of four R-wave detection methods that were applied on newborn piglet ECG data. These methods are based on: first derivative, wavelet transform, and nonlinear transform. The results of our performance analysis showed that the nonlinear approach based on the Hilbert transform marginally outperformed the others, with the highest sensitivity (Se) of 99.95%, the lowest detection error(ER) of 0.12% and a high positive prediction (+P) of 99.93%.
Keywords
Hilbert transforms; electrocardiography; medical signal detection; wavelet transforms; zoology; ECG; Hilbert transform; QRS complex; R-wave detection; automatic detection; depolarization; detection error; electrocardiograph; first derivative; heart rate variability; left ventricle; newborn piglet; nonlinear transform; positive upward deflection; right ventricle; robustness; sensitivity; wavelet transform; Biology; Book reviews; Electrocardiography; Erbium; IP networks; Electrocardiograph; Heart rate variability; Newborn; QRS complex; R-wave detection;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Sciences Signal Processing and their Applications (ISSPA), 2010 10th International Conference on
Conference_Location
Kuala Lumpur
Print_ISBN
978-1-4244-7165-2
Type
conf
DOI
10.1109/ISSPA.2010.5605472
Filename
5605472
Link To Document