Channel Estimation and Reconstruction in Fluid Antenna System: Oversampling is Essential

IF 10.7 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Wireless Communications Pub Date : 2024-11-12 DOI:10.1109/TWC.2024.3491507
Wee Kiat New;Kai-Kit Wong;Hao Xu;Farshad Rostami Ghadi;Ross Murch;Chan-Byoung Chae
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Abstract

Fluid antenna system (FAS) has recently surfaced as a promising technology for the upcoming sixth generation (6G) wireless networks. Unlike traditional antenna system (TAS) with fixed antenna location, FAS introduces a flexible component in which the radiating element can switch its position within a predefined space. This capability allows FAS to achieve additional diversity and multiplexing gains. Nevertheless, to fully reap the benefits of FAS, obtaining channel state information (CSI) over the predefined space is crucial. In this paper, we study the system with a transmitter equipped with a traditional fixed antenna and a receiver with a fluid antenna by considering an electromagnetic-compliant channel model. We address the challenges of channel estimation and reconstruction using Nyquist sampling and maximum likelihood estimation (MLE) methods. Our analysis reveals a fundamental tradeoff between the accuracy of the reconstructed channel and the number of estimated channels, indicating that half-wavelength sampling is insufficient for perfect reconstruction and that oversampling is essential to enhance accuracy. Despite its advantages, oversampling can introduce practical challenges. Consequently, we propose a suboptimal sampling distance that facilitates efficient channel reconstruction. In addition, we employ the MLE method to bound the channel estimation error by $\epsilon $ , with a specific confidence interval (CI). Our findings enable us to determine the minimum number of estimated channels and the total number of pilot symbols required for efficient channel reconstruction in a given space. Lastly, we investigate the rate performance of FAS and TAS and demonstrate that FAS with imperfect CSI can outperform TAS with perfect CSI. In contrast to existing works, we also show that there is an optimal fluid antenna size that maximizes the achievable rate when considering the energy and bandwidth overheads for full CSI acquisition.
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流体天线系统中的信道估计与重建:过采样至关重要
流体天线系统(FAS)最近成为即将到来的第六代(6G)无线网络的一项有前途的技术。与传统的固定天线位置的天线系统(TAS)不同,FAS引入了一个灵活的组件,其中辐射元件可以在预定义的空间内切换其位置。这种能力允许FAS实现额外的分集和多路复用增益。然而,为了充分利用FAS,获取预定义空间上的通道状态信息(CSI)是至关重要的。本文通过考虑电磁兼容信道模型,研究了采用传统固定天线的发射机和采用流体天线的接收机的系统。我们使用奈奎斯特采样和最大似然估计(MLE)方法来解决信道估计和重建的挑战。我们的分析揭示了重建信道的精度和估计信道的数量之间的基本权衡,表明半波长采样不足以实现完美的重建,而过采样对于提高精度至关重要。尽管有其优点,但过采样也会带来实际的挑战。因此,我们提出了一个次优采样距离,以促进有效的信道重建。此外,我们采用MLE方法以特定的置信区间(CI)将信道估计误差绑定为$\epsilon $。我们的研究结果使我们能够确定在给定空间中有效信道重建所需的估计信道的最小数量和导频符号的总数。最后,我们研究了FAS和TAS的速率性能,并证明具有不完美CSI的FAS优于具有完美CSI的TAS。与现有的工作相比,我们还表明,在考虑到全CSI采集的能量和带宽开销时,存在一个最佳的流体天线尺寸,可以最大限度地提高可实现的速率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
18.60
自引率
10.60%
发文量
708
审稿时长
5.6 months
期刊介绍: The IEEE Transactions on Wireless Communications is a prestigious publication that showcases cutting-edge advancements in wireless communications. It welcomes both theoretical and practical contributions in various areas. The scope of the Transactions encompasses a wide range of topics, including modulation and coding, detection and estimation, propagation and channel characterization, and diversity techniques. The journal also emphasizes the physical and link layer communication aspects of network architectures and protocols. The journal is open to papers on specific topics or non-traditional topics related to specific application areas. This includes simulation tools and methodologies, orthogonal frequency division multiplexing, MIMO systems, and wireless over optical technologies. Overall, the IEEE Transactions on Wireless Communications serves as a platform for high-quality manuscripts that push the boundaries of wireless communications and contribute to advancements in the field.
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