基于SVD预处理的物理层密钥生成方法

Q3 Computer Science
Zehui Liu, Min Guo, Yun Ju
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引用次数: 0

摘要

信道噪声、硬件指纹等环境因素会影响物理层密钥生成技术的加密效果,导致生成的密钥一致性较低。特征预处理是提高密钥一致性的常用手段。然而,现有的特征预处理算法大多是通过牺牲密钥生成速率来提高密钥一致性的,实用性不高。为此,提出了一种基于奇异值分解预处理的物理层密钥生成方法。该方法利用SVD特征处理算法对从通信双方提取的信道特征进行预处理,然后再进行量化,从而同时提高密钥一致性和密钥生成率。仿真结果表明,当信道信噪比大于10 dB时,SVD方案的误码率明显低于未经预处理的方案以及DCT和PCA预处理方案;当信噪比大于20 dB时,SVD方案的KGR可以达到10bit/s的水平,显著高于其他三种方案。结果表明,该方案可以显著提高密钥生成速率,同时有效提高密钥一致性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Physical Layer Key Generation Method Based on SVD Pre-processing
Environmental factors such as channel noise and hardware fingerprints affect the encryption effect of physical layer key generation techniques, resulting in low consistency of generated keys. Feature pre-processing is a common means of improving consistency of keys. However, most of the existing feature pre-processing algorithms improve key consistency by sacrificing key generation rate, which is not very usable. Therefore, it is proposed a physical layer key generation method based on SVD pre-processing. This method uses the SVD feature processing algorithm to pre-process the channel features extracted from both sides of the communication before quantization, in order to simultaneously improve key consistency and key generation rate. The simulation results show that when the channel SNR is greater than 10 dB, the BER of the SVD scheme is significantly lower compared to the scheme without pre-processing and the DCT and PCA pre-processing schemes; when the SNR is greater than 20 dB, the SVD scheme KGR can reach a level of 10bit/s, which is significantly higher than the other three schemes. The results show that this scheme can significantly increase the key generation rate while effectively improving key consistency.
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来源期刊
Journal of Cyber Security and Mobility
Journal of Cyber Security and Mobility Computer Science-Computer Networks and Communications
CiteScore
2.30
自引率
0.00%
发文量
10
期刊介绍: Journal of Cyber Security and Mobility is an international, open-access, peer reviewed journal publishing original research, review/survey, and tutorial papers on all cyber security fields including information, computer & network security, cryptography, digital forensics etc. but also interdisciplinary articles that cover privacy, ethical, legal, economical aspects of cyber security or emerging solutions drawn from other branches of science, for example, nature-inspired. The journal aims at becoming an international source of innovation and an essential reading for IT security professionals around the world by providing an in-depth and holistic view on all security spectrum and solutions ranging from practical to theoretical. Its goal is to bring together researchers and practitioners dealing with the diverse fields of cybersecurity and to cover topics that are equally valuable for professionals as well as for those new in the field from all sectors industry, commerce and academia. This journal covers diverse security issues in cyber space and solutions thereof. As cyber space has moved towards the wireless/mobile world, issues in wireless/mobile communications and those involving mobility aspects will also be published.
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