Novel fiducial and non-fiducial approaches to electrocardiogram-based biometric systems

被引:67
作者
Coutinho, David Pereira [1 ,2 ]
Silva, Hugo [1 ]
Gamboa, Hugo [3 ]
Fred, Ana [1 ,4 ]
Figueiredo, Mario [1 ,4 ]
机构
[1] Inst Telecommun, P-1049001 Lisbon, Portugal
[2] Inst Super Engn Lisboa, Dept Elect Telecommun & Comp Engn, P-1959007 Lisbon, Portugal
[3] Univ Nova Lisboa, Fac Ciencias Tecnol, P-2829516 Caparica, Portugal
[4] Inst Super Tecn, Dept Elect & Comp Engn, P-1049001 Lisbon, Portugal
关键词
IDENTITY VERIFICATION; ECG;
D O I
10.1049/iet-bmt.2012.0055
中图分类号
TP18 [人工智能理论];
学科分类号
140502 [人工智能];
摘要
The electrocardiogram (ECG) is a non-invasive and widely used technique for cardiac electrophysiological assessment. Although the ECG has traditionally only been used for functional diagnostic and evaluation, several advances in electrophysiological sensing have made available robust signal acquisition devices, particularly suited for ambulatory conditions, widening its range of applications. In particular, recent work has shown the potential of the ECG as a biometric trait, both for human identification and authentication. This study sets the ground for an ECG-based real-time biometric system. The authors describe an experimental setup and the evaluation of new fiducial and non-fiducial approaches, including data acquisition, signal processing, feature extraction and analysis and classification methodologies, showing the applicability of the ECG as a real-time biometric. Performance evaluation was done in clinical-grade ECG recording from 51 healthy control individuals (of a publicly available benchmark dataset) as well as on data collected from 26 healthy volunteers performing computer activities without any posture or motion limitations, thus simulating a regular computer usage scenario.
引用
收藏
页码:64 / 75
页数:12
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