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arXiv 2201.11291cs.CR
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PPG在身份认证中的应用综述

A Survey of PPG's Application in Authentication

Lin Li, Chao Chen, Lei Pan, Leo Yu Zhang, Zhifeng Wang, Jun Zhang, Yang Xiang

AI总结:

本文针对早期生物特征认证易受欺骗攻击的问题,全面综述了具备采集简单、难窃取、可活体检测优势的PPG信号在身份认证领域的研究进展、应用局限及未来方向。

摘要:

生物特征认证因使用便捷且安全性高而得到蓬勃发展。早期的生物特征机制易遭受欺骗攻击。近年来,不可观测的生理信号(如脑电图Electroencephalogram、光电容积描记图Photoplethysmogram、心电图Electrocardiogram)作为生物特征为这一问题提供了潜在的解决方案。其中,光电容积描记图(PPG)通过光学方法测量人体血流量的变化。在临床中,研究人员通常利用PPG信号获取患者的血氧饱和度、心率等信息,以辅助诊断心脏相关疾病。由于PPG信号包含丰富的个体心脏信息,研究人员已开始探索其在网络安全应用中的潜力。PPG信号的独特优势(采集简单、难以窃取、具备活体检测能力)使其能够从多方面提升身份认证的安全性与可用性。然而,基于PPG的身份认证研究仍处于起步阶段,缺乏系统性梳理阻碍了该领域的新研究。我们对基于PPG的身份认证开展了全面研究,讨论了这些应用的局限性,并指出了未来的研究方向。

英文摘要:

Biometric authentication prospered because of its convenient use and security. Early generations of biometric mechanisms suffer from spoofing attacks. Recently, unobservable physiological signals (e.g., Electroencephalogram, Photoplethysmogram, Electrocardiogram) as biometrics offer a potential remedy to this problem. In particular, Photoplethysmogram (PPG) measures the change in blood flow of the human body by an optical method. Clinically, researchers commonly use PPG signals to obtain patients' blood oxygen saturation, heart rate, and other information to assist in diagnosing heart-related diseases. Since PPG signals contain a wealth of individual cardiac information, researchers have begun to explore their potential in cyber security applications. The unique advantages (simple acquisition, difficult to steal, and live detection) of the PPG signal allow it to improve the security and usability of the authentication in various aspects. However, the research on PPG-based authentication is still in its infancy. The lack of systematization hinders new research in this field. We conduct a comprehensive study of PPG-based authentication and discuss these applications' limitations before pointing out future research directions.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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