Specific Emitter Identification for WiFi Devices via Bezier Curve Fitting

被引:1
|
作者
Guo, Shaoying [1 ,2 ]
Xu, Yanyun [1 ,2 ]
Huang, Weiqing [1 ,2 ]
Liu, Bo [1 ,2 ]
机构
[1] Chinese Acad Sci, Inst Informat Engn, Beijing, Peoples R China
[2] Univ Chinese Acad Sci, Sch Cyber Secur, Beijing, Peoples R China
来源
2021 IEEE 32ND ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (PIMRC) | 2021年
关键词
wireless communication network security; specific emitter identification (SEI); radio frequency (RF) fingerprints; spectrum trace; Bezier curve fitting;
D O I
10.1109/PIMRC50174.2021.9569319
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
A well-done specific emitter identification (SEI) method via radio frequency (RF) fingerprint is a physical-layer-based approach for wireless communication network security. In this paper, we propose an efficient SEI method based on the spectrum trace skeleton and Bezier curve fitting. The method utilizes the original spectrum trace directly instead of collecting and processing time-domain data. The control points obtained by Bezier curve fitting with the spectrum trace skeleton are selected to act as the new features for identification. It can retain the information of the spectrum trace to the most extent while reducing feature dimension. It is proved that the proposed method has effective and reliable performance for identifying WiFi devices. The total identification accuracy can reach 98.4% even at a low signal-to-noise ratio (SNR). Furthermore, compared with time-domain methods, the proposed method has a lower feature dimension and saves running time and storage space.
引用
收藏
页数:7
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