用于生物特征信息的同态加密算法的比较评价

IF 2.1 Q2 ENGINEERING, MULTIDISCIPLINARY Inventions Pub Date : 2023-08-11 DOI:10.3390/inventions8040102
Georgiana Crihan, M. Craciun, L. Dumitriu
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引用次数: 0

摘要

本文使用Arduino模块,对基于指纹识别与RFID技术互连的混合身份验证机制的实现和评估进行了初步研究,该机制可以部署在不同的场景中,包括秘密保密网络。为了提高认证过程中的安全性、效率和便利性,我们对两种同态加密算法Paillier部分同态算法和Brakerski–Gentry–Vaikuntanathan全同态加密方案进行了比较评估,这两种算法应用于从上述设备中提取的生物特征模板,通过分析诸如直方图分析、均方误差(MSE)、峰值信噪比(PSNR)、结构相似性指数度量(SSIM)、像素数变化率(NPCR)、统一平均变化强度(UACI)、相关系数以及平均加密时间和维度的因素。从安全和隐私的角度来看,目前的研究结果表明,所设计的机制是一种可靠且低成本的身份验证替代方案,可以促进对计算机系统和网络的安全访问,并将未经授权访问的风险降至最低。
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A Comparative Assessment of Homomorphic Encryption Algorithms Applied to Biometric Information
This paper provides preliminary research regarding the implementation and evaluation of a hybrid mechanism of authentication based on fingerprint recognition interconnected with RFID technology, using Arduino modules, that can be deployed in different scenarios, including secret classified networks. To improve security, increase efficiency, and enhance convenience in the process of authentication, we perform a comparative assessment between two homomorphic encryption algorithms, the Paillier partial homomorphic algorithm and the Brakerski–Gentry–Vaikuntanathan fully homomorphic encryption scheme, applied to biometric templates extracted from the device mentioned above, by analyzing factors such as a histogram analysis, mean squared error (MSE), peak signal-to-noise ratio (PSNR), the structural similarity index measure (SSIM), the number of pixel change rate (NPCR), the unified average changing intensity (UACI), the correlation coefficient, and average encryption time and dimension. From security and privacy perspectives, the present findings suggest that the designed mechanism represents a reliable and low-cost authentication alternative that can facilitate secure access to computer systems and networks and minimize the risk of unauthorized access.
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来源期刊
Inventions
Inventions Engineering-Engineering (all)
CiteScore
4.80
自引率
11.80%
发文量
91
审稿时长
12 weeks
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