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Individual Biometric Identification Using Multi-Cycle Electrocardiographic Waveform Patterns
Wonki Lee1, Seulgee Kim2, Daeeun Kim3
1School of Electrical and Electronic Engineering, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul 120-749, Korea. wonkilee@yonsei.ac.kr.
This study introduces a novel electrocardiogram (ECG) pattern matching method for biometric identification. The technique achieves high accuracy, with finger measurements reaching 100% identification success.
Area of Science:
- Biometrics
- Cardiology
- Signal Processing
Background:
- Electrocardiogram (ECG) waveforms reflect unique individual heart electrical properties.
- ECG patterns offer potential for biometric recognition applications.
Purpose of the Study:
- To present a new method for individual biometric identification using the entire ECG waveform pattern.
- To evaluate the effectiveness of different pattern matching algorithms for ECG-based biometrics.
Main Methods:
- Multi-cycle ECG signals were acquired using a 3-wire ECG circuit with electrodes on wrists or fingers.
- Four pattern matching algorithms (cosine similarity, cross correlation, city block, Euclidean distance) were tested.
- k-fold cross-validation was employed to assess generalization on independent datasets.
Main Results:
- Wrist measurements achieved up to 93.3% accuracy with three heartbeats for 55 subjects.
- Finger measurements demonstrated superior performance, reaching 99.3% with two heartbeats and 100% with three heartbeats for 20 subjects.
Conclusions:
- The proposed ECG waveform pattern matching method shows high potential for reliable individual biometric identification.
- ECG biometrics, particularly using finger measurements, offers a promising non-invasive identification approach.
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