基于Hammerstein系统参数分离的无线OFDM设备多径抵消射频指纹

IF 2.1 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE IEEE Canadian Journal of Electrical and Computer Engineering Pub Date : 2022-12-12 DOI:10.1109/ICJECE.2022.3217328
Honglin Yuan;Yan Yan;Zhihua Bao;Chen Xu;Juping Gu;Jiangzhou Wang
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引用次数: 3

摘要

基于射频指纹(RFF)的无线设备认证可以用于无线网络物理层的接入安全和无线电频谱管理领域。然而,在移动通信中,无线多径衰落信道很容易破坏RFF的稳定性。基于Hammerstein系统参数分离技术,针对基于块的无线正交频分复用(OFDM)设备,提出了一种考虑发射机非线性和同相正交(IQ)不平衡的RFF指纹识别方法,该方法消除了时变多径信道的不利影响。首先,利用Hammerstein系统参数分离技术估计了发射机非线性模型的参数和无线多径信道的有限冲激响应(FIR)。其次,利用信道的FIR估计获得最佳IQ失衡参数组合。最后,将非线性模型的估计参数和IQ失衡作为RFF对发射机进行分类。理论分析和数值实验表明,所获得的RFF是稳定的,并且使用该方法对同一模型和同一系列具有细微差异的发射机进行融合认证是可行的。
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Multipath Canceled RF Fingerprinting for Wireless OFDM Devices Based on Hammerstein System Parameter Separation
Radio frequency fingerprint (RFF) based authentication of wireless devices can be used in the fields of the access security at the physical-layer of wireless networks and radio spectrum management. However, the stability of RFF is easily damaged by the wireless multipath fading channel in mobile communications. An RFF fingerprinting method with the nonlinearity and in-phase and quadrature (IQ) imbalance of the transmitter is proposed for chunk-based wireless orthogonal frequency division multiplexing (OFDM) devices based on a Hammerstein system parameter separation technique, which cancels the adverse influence of the time-varying multipath channel. First, the parameters of the nonlinear model of the transmitter and finite impulse response (FIR) of the wireless multipath channel are estimated with the Hammerstein system parameter separation technique. Second, the best IQ imbalance parameter combination is obtained with the FIR estimation of the channel. Finally, the estimated parameters of the nonlinear model and IQ imbalance are used as RFFs to classify the transmitters. Theoretical analyses and numerical experiments demonstrate that the obtained RFFs are stable and the fusion authentication of transmitters with subtle differences from the same model and same series is feasible using the novel method.
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