A novel personal identity verification approach using a discrete wavelet transform of the ECG signal

被引:51
作者
Chiu, Chuang-Chien [1 ]
Chuang, Chou-Min [1 ]
Hsu, Chih-Yu
机构
[1] Feng Chia Univ, Dept Automat Control Engn, Taichung 40724, Taiwan
来源
MUE: 2008 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND UBIQUITOUS ENGINEERING, PROCEEDINGS | 2008年
关键词
electrocardiogram; identity verification; biometric identification system; discrete wavelet transform;
D O I
10.1109/MUE.2008.67
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The purpose of this research is to develop a real time system for individual verification with the electrocardiogram (ECG) signal. The ECG signal varies from person to person and it can be used as a new biometric for individual verification. The discrete wavelet transform extract signal features by wavelet coefficients of one-lead ECG signal. Using the proposed approach on 35 normal subjects and 10 arrhythmia patients, 100% verification rate was obtained for normal subjects and 81% verification rate for arrhythmia patients. Furthermore, the performance of the ECG verification system was evaluated by the false acceptance rate (FAR) and false rejection rate (FRR). The FAR was 0.83% and FRR was 0.86% for a database containing only 35 normal subjects. When 10 arrhythmia patients were added into the database, the FAR became 12.50% and the FRR 5.11%. The experimental results demonstrate that the proposed system works very well for normal subjects.
引用
收藏
页码:201 / +
页数:2
相关论文
共 13 条
[1]  
[Anonymous], 1990, Proceedings Computers in Cardiology
[2]   ECG analysis: A new approach in human identification [J].
Biel, L ;
Pettersson, O ;
Philipson, L ;
Wide, P .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2001, 50 (03) :808-812
[3]  
GARICA JO, 2004, IEEE SIGNAL PROCESSI, P50
[4]   A database for evaluation of algorithms for measurement of QT and other waveform intervals in the ECG [J].
Laguna, P ;
Mark, RG ;
Goldberg, A ;
Moody, GB .
COMPUTERS IN CARDIOLOGY 1997, VOL 24, 1997, 24 :673-676
[5]   VITAL SIGNS OF IDENTITY [J].
MILLER, B .
IEEE SPECTRUM, 1994, 31 (02) :22-30
[6]   The impact of the MIT-BIH arrhythmia database [J].
Moody, GA ;
Mark, RG .
IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 2001, 20 (03) :45-50
[7]  
NARCOWICH FJ, 2001, 1 COURSE WAVELETS FO
[8]  
SHEN TW, 2002, 2 JOINT C IEEE ENG M, P23
[9]  
SIMON BP, 1997, COMPUTERS BIOMEDICAL, P257
[10]   Development of QRS detection method for real-time ambulatory cardiac monitor [J].
So, HH ;
Chan, KL .
PROCEEDINGS OF THE 19TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 19, PTS 1-6: MAGNIFICENT MILESTONES AND EMERGING OPPORTUNITIES IN MEDICAL ENGINEERING, 1997, 19 :289-292