Title :
Pulse Active Ratio (PAR): A new feature extraction technique for ECG biometric authentication
Author :
Safie, Sairul I. ; Soraghan, John J. ; Petropoulakis, Lykourgos
Author_Institution :
Centre for Excellence in Signal & Image Process. (CeSIP), Univ. of Strathclyde, Glasgow, UK
Abstract :
A new feature extraction method known as Pulse Active Ratio (PAR) implemented on electrocardiogram (ECG) signals for biometric authentication is presented. It is developed based on the principle of Pulse Width Modulation (PWM) which is widely used in the field of power and communication engineering. A total of 486 ECGs from 113 subjects taken from the Physikalisch-Technische Bundesanstalt (PTB) database are used in this study. Biometric performance profile such as the area under ROC (AUR) and equal error rate (EER) are used in the simulations. It is shown that PAR outperforms conventional temporal and amplitude feature extraction techniques.
Keywords :
biometrics (access control); electrocardiography; feature extraction; medical signal processing; pulse width modulation; ECG biometric authentication; ECG signal; Physikalisch-Technische Bundesanstalt database; area under receiving operating characteristic curve; biometric authentication; electrocardiography; equal error rate; feature extraction technique; pulse active ratio; pulse width modulation principle; Authentication; Conferences; Databases; Electrocardiography; Feature extraction; Peak to average power ratio; Vectors;
Conference_Titel :
Signal and Image Processing Applications (ICSIPA), 2011 IEEE International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4577-0243-3
DOI :
10.1109/ICSIPA.2011.6144124