학술논문

ECG-Based Authentication Using Timing-Aware Domain-Specific Architecture
Document Type
Periodical
Source
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems IEEE Trans. Comput.-Aided Des. Integr. Circuits Syst. Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on. 39(11):3373-3384 Nov, 2020
Subject
Components, Circuits, Devices and Systems
Computing and Processing
Electrocardiography
Authentication
Biometrics (access control)
Timing
Feature extraction
Computer architecture
Side-channel attacks
Biometric authentication
domain-specific architectures (DSAs)
electrocardiogram (ECG)
energy efficient
Internet of Biometric Things (IoBT)
Internet of Things (IoT)
secure architectures
side-channel attacks
Language
ISSN
0278-0070
1937-4151
Abstract
Electrocardiogram (ECG) biometric authentication (EBA) is a promising approach for human identification, particularly in consumer devices, due to the individualized, ubiquitous, and easily identifiable nature of ECG signals. Thus, computing architectures for EBA must be accurate, fast, energy efficient, and secure. In this article, first, we implement an EBA algorithm to achieve 100% accuracy in user authentication. Thereafter, we extensively analyze the algorithm to show the distinct variance in execution requirements and reveal the latency bottleneck across the algorithm’s different steps. Based on our analysis, we propose a domain-specific architecture (DSA) to satisfy the execution requirements of the algorithm’s different steps and minimize the latency bottleneck. We explore different variations of the DSA, including one that features the added benefit of ensuring constant timing across the different EBA steps, in order to mitigate the vulnerability to timing-based side-channel attacks. Our DSA improves the latency compared to a base ARM-based processor by up to $4.24\times $ , while the constant timing DSA improves the latency by up to 19%. Also, our DSA improves the energy by up to $5.59\times $ , as compared to the base processor.