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arXiv 2302.04802eess.SPcs.ITmath.IT
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近场太赫兹通信:基于模型与无模型的信道估计

Near-Field Terahertz Communications: Model-Based and Model-Free Channel Estimation

Ahmet M. Elbir, Wei Shi, Anastasios K. Papazafeiropoulos, Pandelis Kourtessis, Symeon Chatzinotas

AI总结:

针对宽带近场太赫兹信道估计中的波束分裂问题,本文提出NB感知OMP字典方法与基于FL的多用户无模型方案,降低复杂度与开销并提升估计性能。

摘要:

太赫兹(THz)频段凭借其丰富的可用带宽和极窄的波束宽度,有望成为第六代(6G)无线网络的关键使能技术之一。由于高频工作,系统采用电学上较小的阵列孔径,并且信号波前在近场中变为球面。因此,THz系统中的信道获取应考虑近场信号模型。不同于以往大多忽略近场波束分裂(NB)影响、且仅考虑窄带场景或远场模型的工作,本文针对存在NB的宽带THz信道估计,提出了一种基于模型和一种无模型的技术。基于模型的方法建立在正交匹配追踪(OMP)算法之上,我们为其设计了一个NB感知字典。其核心思想是利用NB引起的角度和距离偏差。随后,我们采用OMP算法,该算法考虑这些偏差,从而自然减轻NB的影响。我们进一步提出一种基于联邦学习(FL)的方法,作为多用户场景下信道估计的无模型解决方案,以实现更低的复杂度和训练开销。通过数值仿真,我们与现有最先进技术进行比较,证明了所提信道估计技术在宽带THz系统中的有效性。

英文摘要:

Terahertz (THz) band is expected to be one of the key enabling technologies of the sixth generation (6G) wireless networks because of its abundant available bandwidth and very narrow beam width. Due to high frequency operations, electrically small array apertures are employed, and the signal wavefront becomes spherical in the near-field. Therefore, near-field signal model should be considered for channel acquisition in THz systems. Unlike prior works which mostly ignore the impact of near-field beam-split (NB) and consider either narrowband scenario or far-field models, this paper introduces both a model-based and a model-free techniques for wideband THz channel estimation in the presence of NB. The model-based approach is based on orthogonal matching pursuit (OMP) algorithm, for which we design an NB-aware dictionary. The key idea is to exploit the angular and range deviations due to the NB. We then employ the OMP algorithm, which accounts for the deviations thereby ipso facto mitigating the effect of NB. We further introduce a federated learning (FL)-based approach as a model-free solution for channel estimation in a multi-user scenario to achieve reduced complexity and training overhead. Through numerical simulations, we demonstrate the effectiveness of the proposed channel estimation techniques for wideband THz systems in comparison with the existing state-of-the-art techniques.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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