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Carrier Frequency Offset Based Robust Radio Frequency Fingerprint for OFDM Communication in Time-Varying Channels
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作者 Liu Gengyi Pan Yijin +2 位作者 Wang Junbo Chen Yijian yu hongkang 《ZTE Communications》 2026年第1期25-33,共9页
The radio frequency(RF)fingerprint technique is a robust method for security enhancement of the physical layer by leveraging the unique RF imperfections inherent in various wireless devices.Among these imperfections,t... The radio frequency(RF)fingerprint technique is a robust method for security enhancement of the physical layer by leveraging the unique RF imperfections inherent in various wireless devices.Among these imperfections,the carrier frequency offset(CFO)stands out as a primary RF fingerprint(RFF)of the transmitter,offering the potential to distinguish among different transmitters.However,accurately estimating CFO in time-varying channels poses significant challenges due to multipath effects and Doppler shifts.In this paper,we focus on estimating CFO for wireless device identification in the orthogonal frequency division multiplexing(OFDM)communication system.To achieve precise CFO estimation under time-varying channels,we propose a frequency domain correlation and spline interpolation(FCSI)algorithm.This approach utilizes pilots distributed across different subcarriers to correlate with prior local sequences,facilitating accurate CFO estimation.Classification is then performed based on the Euclidean distance between the prior RFF and the tested RFF dataset.Simulation results demonstrate that the proposed Mconsecutive average method effectively reduces the classification error rate in the challenging high-frequency(HF)skywave channel environment. 展开更多
关键词 RF fingerprint RF identification carrier frequency offset time-varying channels OFDM
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超大规模天线阵列下的多用户快速波束训练 被引量:2
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作者 司源 禹宏康 陈艺戬 《中兴通讯技术》 北大核心 2024年第1期68-73,共6页
天线阵列孔径增加提升了波束赋形增益,但更窄的波束使得传统的波束训练方法开销成倍增加,制约了系统支持的用户数目。研究了基于哈希函数的快速、低复杂度新型波束训练方案,可以用较低的训练开销在支持更多用户的同时进行波束训练,在此... 天线阵列孔径增加提升了波束赋形增益,但更窄的波束使得传统的波束训练方法开销成倍增加,制约了系统支持的用户数目。研究了基于哈希函数的快速、低复杂度新型波束训练方案,可以用较低的训练开销在支持更多用户的同时进行波束训练,在此基础上提出了随机及固定两种码本设计方法,并对波束对齐成功概率进行理论分析。由于推导得到的波束对齐成功概率是一个复杂函数,无法用于指导码本设计,为此,研究提出一个简单的启发式指标用于评估码本生成参数对性能的影响。仿真结果验证了理论分析的正确性,表明所提波束训练方案能够以低训练开销快速实现多用户波束对齐,同时具有高准确性。 展开更多
关键词 波束训练 多用户 哈希函数 码本设计 性能分析
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