Wavelet distance measure for person identification using electrocardiograms

被引:253
作者
Chan, Adrian D. C. [1 ]
Hamdy, Mohyeldin M. [1 ]
Badre, Armin [1 ]
Badee, Vesal
机构
[1] Carleton Univ, Dept Syst & Comp Engn, Ottawa, ON K1S 5B6, Canada
关键词
biometric; electrocardiogram (ECG); intra subject variability; person identification; wavelets;
D O I
10.1109/TIM.2007.909996
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, the authors present an evaluation of a new biometric based on electrocardiogram (ECG) waveforms. ECG data were collected from 50 subjects during three data-recording sessions on different days using a simple user interface, where subjects held two electrodes on the pads of their thumbs using their thumb and index fingers. Data from session 1 were used to establish an enrolled database, and data from the remaining two sessions were used as test cases. Classification was performed using three different quantitative measures: percent residual difference, correlation coefficient, and a novel distance measure based on wavelet transform. The wavelet distance measure has a classification accuracy of 89%, outperforming the other methods by nearly 10%. This ECG person-identification modality would be a useful supplement for conventional biometrics, such as fingerprint and palm recognition systems.
引用
收藏
页码:248 / 253
页数:6
相关论文
共 15 条
  • [1] REPRODUCIBILITY OF THE SIGNAL-AVERAGED ELECTROCARDIOGRAM USING INDIVIDUAL LEAD ANALYSIS
    AGANAUSKIENE, J
    SORNMO, L
    ATARIUS, R
    BLOMSTROMLUNDQVIST, C
    [J]. EUROPEAN HEART JOURNAL, 1995, 16 (09) : 1244 - 1254
  • [2] BESAR R, 2000, P IEEE INT C AC SPEE, V6, P3614
  • [3] ECG analysis: A new approach in human identification
    Biel, L
    Pettersson, O
    Philipson, L
    Wide, P
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2001, 50 (03) : 808 - 812
  • [4] Fusion of audio and video information for multi modal person authentication
    Duc, B
    Bigun, ES
    Bigun, J
    Maitre, G
    Fischer, S
    [J]. PATTERN RECOGNITION LETTERS, 1997, 18 (09) : 835 - 843
  • [5] THE ELECTROCARDIOGRAM IN OBESITY
    EISENSTEIN, I
    EDELSTEIN, J
    SARMA, R
    SANMARCO, M
    SELVESTER, RH
    [J]. JOURNAL OF ELECTROCARDIOLOGY, 1982, 15 (02) : 115 - 118
  • [6] EFFECTS OF AGE, SEX, AND BODY HABITUS ON QRS AND ST-T POTENTIAL MAPS OF 1100 NORMAL SUBJECTS
    GREEN, LS
    LUX, RL
    HAWS, CW
    WILLIAMS, RR
    HUNT, SC
    BURGESS, MJ
    [J]. CIRCULATION, 1985, 71 (02) : 244 - 253
  • [7] Irvine JM, 2001, IC-AI'2001: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOLS I-III, P1106
  • [8] Israel SA, 2004, 32ND APPLIED IMAGERY PATTERN RECOGNITION WORKSHOP, PROCEEDINGS, P226
  • [9] A technique for avoiding false acceptance in ECG identification
    Kyoso, M
    [J]. IEEE EMBS APBME 2003, 2003, : 190 - 191
  • [10] Kyoso M, 2001, P ANN INT IEEE EMBS, V23, P3721, DOI 10.1109/IEMBS.2001.1019645