Development of an electrocardiogram based biometric identification system: a case study in the university

Mohammed Nadzri, Nur Izzati and Sidek, Khairul Azami and Wicaksono, Dedy H.B (2016) Development of an electrocardiogram based biometric identification system: a case study in the university. Journal of Telecommunication, Electronic and Computer Engineering, 8 (4). pp. 115-120. ISSN 2180-1843 E-ISSN 2289-8131

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Abstract

This paper focuses on the electrocardiogram (ECG) based biometric identification system in the university scenario as an alternative to the traditional methods being used nowadays. There are a lot of researches and studies about ECG based biometric system where some of them showed positive result. However, ECG based biometric system in the university scenario is under-researched. Therefore, this issue will be the main focus of our study. A total of five subjects were used for experimentation purposes. A bandpass filter is used to remove unwanted portion of the signal. Unique features are extracted from these filtered ECG signals. Later, Multi layer Perceptron and Naïve Bayes are used to classify the subjects using the discriminant features. Based on the experimentation results, classification accuracies of 90% and 80 % were achieved which suggest the capability of our proposed system to identify individuals. The result provides an alternative mechanism to detect a person besides using the traditional methods.

Item Type:	Article (Journal)
Additional Information:	4698/52814
Uncontrolled Keywords:	Electrocardiogram, multilayer perceptron, naïve bayes
Subjects:	T Technology > TK Electrical engineering. Electronics Nuclear engineering > TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices > TK7885 Computer engineering
Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button):	Kulliyyah of Engineering > Department of Electrical and Computer Engineering
Depositing User:	Assoc Prof Dr Khairul Azami Sidek
Date Deposited:	10 Nov 2016 11:44
Last Modified:	13 Apr 2017 12:00
URI:	http://irep.iium.edu.my/id/eprint/52814

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