Radio Frequency Public Key Generator for Digital Cryptographic Application

被引:0
|
作者
Kang, Jusung [1 ]
Kim, Young-Sik [2 ]
Lee, Heung-No [1 ]
机构
[1] Gwangju Inst Sci & Technol, Sch Elect Engn & Comp Sci, Gwangju 61005, South Korea
[2] Daegu Gyeongbuk Inst Sci & Technol, Dept Elect Engn & Comp Sci, Daegu 42988, South Korea
来源
IEEE ACCESS | 2023年 / 11卷
关键词
Radio frequency; Public key; Cryptography; Authentication; Internet of Things; Feature extraction; RF signals; Radio frequency fingerprinting; public key generator; public key cryptography; digital signature scheme; public key infrastructure; CLASSIFIERS; IMPACT;
D O I
10.1109/ACCESS.2023.3340305
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In Internet of Things (IoT) environments, effective public key management is crucial for managing numerous devices. RF features, primarily considered analog features within physical layer authentication by RF Fingerprinting (RFF) processes, present a novel approach to key management. In this research, we introduce a novel RF-based Public Key Generator (RF-PubKG) model that maps RF features into cryptographic sequences by incorporating a Key Generation (KeyGen) layer into the RFF model. The RF-PubKG demonstrates superior performance, achieving 97.2% accuracy at a 20dB SNR and further improving to 99.6% in noise-free conditions with a Frame Error Rate (FER) below 1%. The generated public key sets exhibit negligible correlation, with intra-key-set correlations not exceeding 0.24 and inter-model correlations falling below 0.04, highlighting the reliability of the RF-PubKG model. The integration with the Rivest-Shamir-Adleman (RSA) algorithm provides proof-of-concept for the RF-PubKG-based digital signature scheme, effectively simplifying the Certificate Authorities (CAs) management and, consequently, reducing Public Key Infrastructure (PKI) complexity. This simplification promises effective public key management within the Public Key Cryptography (PKC), thereby enhancing the efficiency of digital signature verification processes.
引用
收藏
页码:140867 / 140880
页数:14
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