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Fluid Antenna Systems Enabled by Reconfigurable Holographic Surfaces: Beamforming Design and Experimental Validation 可重构全息表面的流体天线系统:波束成形设计和实验验证
Shupei Zhang;Yuze Zhang;Hiroaki Hashida;Yonina C. Eldar;Marco Di Renzo;Boya Di
Fluid antenna systems (FASs) have emerged as a promising antenna technology for 6G networks by tapping into new degrees of freedom (DoF) in antenna positions to harness multiplexing gains. In this paper, we propose an implementation of FASs enabled by reconfigurable holographic surfaces (RHSs) and construct a 384-element prototype with amplitude-modulation capabilities, RHSs can adjust the antenna positions by activating different subsets of elements. Due to unknown user locations, multiple antenna ports, and varying channel environments, however, the design of beamforming schemes relying on acquiring accurate channel state information (CSI) suffers high complexity. To avoid CSI acquisition, we design a low-overhead fluid beam training scheme for RHS-enabled FAS. Unlike fixed-position antennas, fluid beam training employs different antenna positions via element activation, namely sliding windows, for each codeword to improve the channel quality, thereby enhancing the received signal strength (RSS). Such an element activation method is also applied to reprogram the effective array aperture, hence the fluid beam training adopts a hierarchical structure where the beamwidth of codewords narrows across layers. Experimental and simulation results verify the variation of RSS with sliding windows. Compared to traditional schemes, the proposed fluid beam training utilizing sliding windows achieves higher training accuracy and data rates.
流体天线系统(FASs)通过利用天线位置的新自由度(DoF)来利用多路复用增益,已经成为6G网络的一种有前途的天线技术。在本文中,我们提出了一种基于可重构全息表面(rss)的FASs实现方法,并构建了一个具有调幅能力的384单元原型,rss可以通过激活不同的单元子集来调整天线的位置。然而,由于未知的用户位置、多个天线端口和不同的信道环境,依赖于获取准确的信道状态信息(CSI)的波束形成方案的设计具有很高的复杂性。为了避免CSI采集,我们设计了一个低开销的流体束训练方案,用于支持rhs的FAS。与固定位置天线不同,流体波束训练通过单元激活(即滑动窗口)对每个码字采用不同的天线位置来改善信道质量,从而增强接收信号强度(RSS)。这种单元激活方法也被用于重新编程有效阵列孔径,因此流体束训练采用分层结构,其中码字的波束宽度跨层变窄。实验和仿真结果验证了滑动窗口对相对导向的影响。与传统方法相比,本文提出的基于滑动窗口的流束训练方法具有更高的训练精度和数据率。
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引用次数: 0
Correlation and Drop Velocity in Fluid Antenna Systems: Modeling and Performance 流体天线系统的相关性和下降速度:建模和性能
Javier Otero Martinez;Borja Genoves Guzman;Ana Garcia Armada
Emerging technologies like Fluid Antenna Systems (FAS) are important ingredients toward new generation communications. In particular, we focus on systems based on the reconfigurability capabilities of liquid antennas, which are a subset of FAS that use a liquid as their main conductor. Despite recent pertinent advances in the field, the reconfiguration speed was not directly addressed in the literature, as it is assumed to be very high in most works. However, it is a crucial parameter that defines the system’s capabilities and performance bounds. In addition, a few approaches to spatial correlation modeling are presented here that are also needed for a holistic performance evaluation. Hence, a numerical methodology is proposed to realistically model both parameters. Performance metrics are also addressed, which aid in identifying and comprehending the system’s strengths and weaknesses. The importance of these models and metrics is showcased by reconfiguring the FAS, proposing several algorithms and illustrating their features. As a result, we show that it is possible to obtain a realistic performance evaluation for FAS and improve currently available models and performance to further progress on this topic.
流体天线系统(FAS)等新兴技术是新一代通信的重要组成部分。我们特别关注基于液体天线可重构能力的系统,液体天线是FAS的一个子集,使用液体作为其主要导体。尽管最近在该领域取得了相关进展,但在文献中没有直接解决重新配置的速度,因为在大多数作品中都认为它非常高。但是,它是定义系统功能和性能界限的关键参数。此外,本文还介绍了一些空间相关建模的方法,这些方法也需要进行整体性能评估。因此,提出了一种数值方法来真实地模拟这两个参数。还讨论了性能度量,这有助于识别和理解系统的优点和缺点。这些模型和指标的重要性通过重新配置FAS,提出了几种算法并说明了它们的特征来展示。因此,我们表明有可能获得FAS的现实性能评估,并改进当前可用的模型和性能,以进一步推进这一主题。
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引用次数: 0
Energy Efficient Fluid Antenna Relay (FAR)-Assisted Wireless Communications 节能流体天线中继(FAR)-辅助无线通信
Ruopeng Xu;Zhaohui Yang;Zhaoyang Zhang;Mohammad Shikh-Bahaei;Kaibin Huang;Dusit Niyato
In this paper, we propose an energy efficient wireless communication system based on fluid antenna relay (FAR) to solve the problem of non-line-of-sight (NLoS) links caused by blockages with considering the physical properties. Driven by the demand for the sixth generation (6G) communication, fluid antenna systems (FASs) have become a key technology due to their flexibility in dynamically adjusting antenna positions. Existing research on FAS primarily focuses on line-of-sight (LoS) communication scenarios, and neglects the situations where only NLoS links exist. To address the issues posted by NLoS communication, we design an FAR-assisted communication system combined with amplify-and-forward (AF) protocol. In order to alleviate the high energy consumption introduced by AF protocol while ensuring communication quality, we formulate an energy efficiency (EE) maximization problem. By optimizing the positions of the fluid antennas (FAs) on both sides of the FAR, we achieve controllable phase shifts of the signals transmitting through the blockage which causes the NLoS link. Besides, we establish a channel model that jointly considers the blockage-through matrix, large-scale fading, and small-scale fading. To maximize the EE of the system, we jointly optimize the FAR position, FA positions, power control, and beamforming design under given constraints, and propose an iterative algorithm to solve this formulated optimization problem. Simulation results show that the proposed algorithm outperforms the traditional schemes in terms of EE, achieving up to 23.39% and 39.94% higher EE than the conventional reconfigurable intelligent surface (RIS) scheme and traditional AF relay scheme, respectively.
本文在考虑物理特性的基础上,提出了一种基于流体天线中继(FAR)的节能无线通信系统,以解决非视距(NLoS)链路阻塞问题。在第六代(6G)通信需求的推动下,流体天线系统(FASs)因其能够灵活地动态调整天线位置而成为一项关键技术。现有的FAS研究主要集中在视距通信场景,而忽略了仅存在视距链路的情况。为了解决NLoS通信带来的问题,我们设计了一种结合放大转发(AF)协议的远辅助通信系统。为了在保证通信质量的同时缓解自动对焦协议带来的高能耗,我们提出了一个能量效率(EE)最大化问题。通过优化远端两侧的流体天线(FAs)的位置,我们实现了通过阻塞传输的信号的相移可控。此外,我们还建立了一个联合考虑阻塞通过矩阵、大规模衰落和小规模衰落的信道模型。为了使系统的EE最大化,我们在给定的约束条件下对FAR位置、FA位置、功率控制和波束形成设计进行了联合优化,并提出了一种迭代算法来求解这一公式优化问题。仿真结果表明,该算法在EE方面优于传统方案,EE分别比传统的可重构智能表面(RIS)方案和传统AF中继方案提高23.39%和39.94%。
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引用次数: 0
Beam Alignment for MIMO Fluid Antenna Systems MIMO流体天线系统的波束对准
Hao Jiang;Zhaolin Wang;Yuanwei Liu;Arumugam Nallanathan;Hyundong Shin
Beam alignment for multiple-input and multiple-output fluid antenna systems (MIMO-FAS) is studied, where two-sided beamforming and port activation are optimized without channel estimation to enhance transmission rate. In contrast to conventional position-fixed MIMO setups, MIMO-FAS leverages flexible beamforming to achieve higher gains with a smaller number of antennas. However, realizing these gains typically requires high-complexity channel estimation methods, especially in MIMO scenarios. To overcome this challenge, a channel estimation-free active-sensing framework for beam alignment in MIMO-FAS is proposed, which consists of three components: 1) A new ping-pong transmission protocol is conceived, enabling full-dimensional pilot reception through sequential sub-array activation. 2) Based on this protocol, two learning-based active-sensing algorithms are proposed for full-dimensional beam alignment via online and offline learning, respectively. 3) A greedy-policy-based method is developed to design the port activation matrices and associated beamforming vectors based on the active-sensing results. Numerical results demonstrate that: 1) the proposed active-sensing framework can effectively utilize the advantages of FAS over conventional MIMO systems without channel estimations; and: 2) the online-learning method enhances generalizability by eliminating the need for extensive centralized offline training, while the offline-learning method ensures robustness and low-complexity beam alignment by leveraging prior knowledge from the training phase.
研究了多输入多输出流体天线系统(MIMO-FAS)的波束对准问题,在不进行信道估计的情况下,对双向波束形成和端口激活进行优化,以提高传输速率。与传统的位置固定MIMO设置相比,MIMO- fas利用灵活的波束形成,以更少的天线数量实现更高的增益。然而,实现这些增益通常需要高复杂性的信道估计方法,特别是在MIMO场景中。为了克服这一挑战,提出了一种MIMO-FAS中无信道估计的波束对准主动传感框架,该框架由三个部分组成:1)提出了一种新的乒乓传输协议,通过顺序子阵列激活实现全维导频接收。2)基于该协议,分别通过在线和离线学习,提出了两种基于学习的全维光束对准主动感知算法。3)基于主动感知结果,提出了一种基于贪婪策略的港口激活矩阵和相关波束形成矢量设计方法。数值结果表明:1)所提出的主动感知框架可以有效地利用FAS相对于传统MIMO系统的优势;2)在线学习方法通过消除大量集中的离线训练来增强泛化能力,而离线学习方法通过利用训练阶段的先验知识来确保鲁棒性和低复杂度的波束对准。
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引用次数: 0
Optimal Antenna Configuration Filtering and Joint Power Control in Fluid Antenna Multiple Access Networks 流体天线多址网络中最优天线组态滤波与联合功率控制
Xiaopeng Yuan;Ning Guo;Yulin Hu;Robert Schober;Anke Schmeink
In this work, we study a fluid antenna multiple access (FAMA) system, where a base station (BS) with multiple fluid antennas is responsible for the communication service supply to multiple users also equipped with fluid antennas. We concentrate on the optimal joint antenna configuration and resource allocation design, where the transmit power control is jointly optimized with the antenna configuration including BS antenna assignment and port selection at all activated fluid antennas. The large number of discrete variables needed for antenna configuration makes the joint optimization very challenging. To address these challenges without loss of optimality, we develop in this work a novel methodology for globally optimal FAMA designs. We first focus on FAMA throughput maximization while taking user fairness into account and accordingly formulate a mixed-integer nonlinear problem. To facilitate the optimal design, we characterize the optimal power control with given antenna configuration, which enables us to build up a system of equations and inequalities (SEI) tailored for examining the achievability of any throughput level. A fixpoint-based approach is subsequently proposed for effectively inferring the solvability of established SEI, as well as the throughput achievability. Leveraging the proposed fixpoint-based inference approach, we develop an efficient iterative algorithm for the optimal antenna configuration filtering, where all nonoptimal configuration candidates are efficiently filtered and removed via fixpoint inspections. The optimal power control associated with the optimal antenna configuration finalizes the globally optimal FAMA design. Afterwards, we extend the whole design methodology to a scenario requesting energy efficiency maximization, achieving globally optimal energy-efficient FAMA design. Finally, the obtained FAMA solutions are examined via numerical simulations, verifying the global optimality and spotlighting the high benefits of considering joint antenna configuration and power control in FAMA.
本文研究了一种流体天线多址(FAMA)系统,在该系统中,一个具有多个流体天线的基站(BS)负责向同时配备有流体天线的多个用户提供通信服务。重点研究联合天线的最优配置和资源分配设计,在所有激活的流体天线中,联合优化发射功率控制和天线配置,包括BS天线分配和端口选择。天线构型所需的大量离散变量使得关节优化非常具有挑战性。为了在不失去最优性的情况下解决这些挑战,我们在这项工作中开发了一种全局最优FAMA设计的新方法。我们首先关注FAMA吞吐量最大化,同时考虑用户公平性,并据此提出一个混合整数非线性问题。为了便于优化设计,我们描述了给定天线配置的最优功率控制,这使我们能够建立一个专门用于检查任何吞吐量水平的可实现性的方程和不等式(SEI)系统。随后提出了一种基于固定点的方法,用于有效地推断已建立的SEI的可解性以及吞吐量可实现性。利用提出的基于不动点的推理方法,我们开发了一种有效的最优天线配置滤波迭代算法,其中所有非最优配置候选被有效地过滤并通过不动点检查去除。最优功率控制与最优天线配置相结合,最终实现全局最优FAMA设计。然后,我们将整个设计方法扩展到要求能源效率最大化的场景,实现全球最优的能源效率FAMA设计。最后,通过数值仿真验证了所得到的FAMA解的全局最优性,并突出了在FAMA中考虑联合天线配置和功率控制的高效益。
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引用次数: 0
Revisiting Spatial Block-Correlation Model for Fluid Antenna Systems: From Constant to Variable Correlations 重新审视流体天线系统的空间块相关模型:从恒定关联到可变关联
Xiazhi Lai;Tuo Wu;Lifeng Mai;Maged Elkashlan;Naofal Al-Dhahir;Mérouane Debbah;George K. Karagiannidis;Chau Yuen
Fluid antenna systems (FAS) have emerged as a promising technology to achieve high spatial diversity by dynamically reconfiguring multiple closely spaced $N$ antenna ports. However, the inherent spatial correlation among these ports poses significant challenges for accurate performance analysis. Traditional block-correlation modeling algorithms, which partition the $Ntimes N$ Toeplitz-structured correlation matrix into independent $D$ blocks with constant correlation coefficients, often yield substantial approximation errors to block-correlation models, especially in scenarios with limited ports. In this paper, we revisit the spatial block-correlation model for FAS and introduce a novel block-correlation modeling algorithm in tuning the model parameters, which realizes the variable block-correlation model in practice. Our proposed approach derives closed-form expressions for the optimal block-specific correlation coefficients and develops a low-complexity heuristic algorithm that reduces the computational complexity from exponential $D^{N-D}$ to linear $(N-D)times D$ searches, thereby achieving significantly lower approximation error compared to constant correlation models. To validate the effectiveness of our variable block-correlation modeling algorithm, we first apply it to point-to-point FAS communications with closely spaced ports, deriving analytical expressions for the joint probability density function (PDF) of channel amplitudes and outage probability. Our analysis shows that the proposed algorithm offers tractable performance evaluation and superior accuracy, particularly when the number of ports is small ( $Nlt 20$ ). Furthermore, we extend our framework to classical FAS-assisted reconfigurable intelligent surface (FAS-RIS) communications, where the interplay between direct and RIS-assisted links complicates the channel statistics. By integrating the central limit theorem (CLT) with variable block-correlation model, we derive tractable outage probability expressions that capture the coupling effects among different channel coefficients. Extensive numerical simulations under various system configurations demonstrate that variable block-correlation model not only outperforms conventional constant-correlation approaches in terms of approximation accuracy and robustness, but also provides reliable performance prediction in threshold-sensitive and challenging propagation environments. These results underscore the practical value of our approach for the design and optimization of next-generation FAS-based wireless networks.
流体天线系统(FAS)是一种很有前途的技术,它通过动态重新配置多个紧密间隔的天线端口来实现高空间分集。然而,这些端口之间固有的空间相关性对准确的性能分析提出了重大挑战。传统的块相关建模算法将$N × N$ toeplitz结构的相关矩阵划分为具有恒定相关系数的独立的$D$块,通常会对块相关模型产生很大的近似误差,特别是在端口有限的情况下。本文回顾了FAS的空间块相关模型,并引入了一种新的块相关建模算法来调整模型参数,从而在实践中实现了可变块相关模型。我们提出的方法推导出最优块特定相关系数的封闭形式表达式,并开发了一种低复杂度启发式算法,将计算复杂度从指数$D^{N-D}$降低到线性$(N-D)乘以D$搜索,从而实现与恒定相关模型相比显着降低的近似误差。为了验证我们的可变块相关建模算法的有效性,我们首先将其应用于具有紧密间隔端口的点对点FAS通信,推导出信道幅度和中断概率的联合概率密度函数(PDF)的解析表达式。我们的分析表明,所提出的算法提供了易于处理的性能评估和优越的准确性,特别是当端口数量较少($Nlt 20$)时。此外,我们将我们的框架扩展到经典的fas辅助可重构智能表面(FAS-RIS)通信,其中直接和ris辅助链路之间的相互作用使信道统计复杂化。将中心极限定理(CLT)与变块相关模型相结合,得到了可处理的中断概率表达式,该表达式反映了不同信道系数之间的耦合效应。在各种系统配置下的大量数值模拟表明,变量块相关模型不仅在逼近精度和鲁棒性方面优于常规的恒定相关方法,而且在阈值敏感和具有挑战性的传播环境中提供了可靠的性能预测。这些结果强调了我们的方法在设计和优化下一代基于fas的无线网络方面的实用价值。
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引用次数: 0
Fundamentals and Experiments of Robust Respiration Sensing via Cell-Free Massive MIMO 无细胞大规模MIMO鲁棒呼吸传感的基础和实验
Haoqiu Xiong;Robbert Beerten;Qing Zhang;Yang Miao;Zhuangzhuang Cui;Sofie Pollin
Respiration monitoring via radio signals enables contactless health sensing but suffers from interference caused by nearby motion. We propose a robust respiration sensing framework using Cell-free Massive MIMO (CF-mMIMO), which leverages spatial macro-diversity for interference resilience. Specifically, we analyze respiration sensing in single-antenna channels using Power Spectral Density (PSD) to reveal the impact of interference on the breathing channel’s movement spectrum. Based on this, we introduce a new metric, Sensing-Signal-to-Interference Ratio (SSIR), to evaluate local channel quality without requiring ground truth. Then, we design a Weighted Antenna Combining (WAC) method to prioritize reliable sensing links and suppress distortion. Experimental validation using a 64-antenna CF-mMIMO testbed with 100 Orthogonal Frequency-Division Multiplexing (OFDM) subcarriers over an 18 MHz bandwidth confirms the framework’s robustness. In the presence of interference, the WAC method achieves a mean waveform correlation of 0.81 with ground truth, significantly outperforming single-antenna (0.52), averaging-based methods (0.53), and existing Wi-Fi approaches. Finally, we analyze the impact of time, frequency, and spatial resource allocation on both communication and sensing performance. Results show that increasing bandwidth and antenna count benefits both communication and sensing. With a sufficient number of antennas, respiration sensing remains accurate even with long coherence times (1 second) and narrow bandwidths (3 subcarriers), enabling its integration into communication systems with negligible overhead, making it practically “for free”. This makes CF-mMIMO a promising architecture for robust and scalable Integrated Sensing and Communication (ISAC) health monitoring.
通过无线电信号进行呼吸监测可以实现非接触式健康感应,但会受到附近运动造成的干扰。我们提出了一种鲁棒的呼吸传感框架,使用无细胞大规模MIMO (CF-mMIMO),它利用空间宏观多样性进行干扰恢复。具体来说,我们使用功率谱密度(PSD)分析单天线通道中的呼吸传感,以揭示干扰对呼吸通道运动频谱的影响。在此基础上,我们引入了一种新的度量,即传感信号干扰比(SSIR),在不要求接地真值的情况下评估本地信道质量。然后,我们设计了加权天线组合(WAC)方法来优先考虑可靠的传感链路并抑制失真。使用64天线CF-mMIMO试验台,在18 MHz带宽上使用100个正交频分复用(OFDM)子载波进行实验验证,验证了该框架的鲁棒性。在存在干扰的情况下,WAC方法与地真值的平均波形相关性为0.81,显著优于单天线(0.52)、基于平均的方法(0.53)和现有的Wi-Fi方法。最后,我们分析了时间、频率和空间资源分配对通信和感知性能的影响。结果表明,增加带宽和天线数量对通信和传感都有好处。有了足够数量的天线,呼吸感应即使在长相干时间(1秒)和窄带宽(3个子载波)下也能保持准确,使其能够以可忽略不计的开销集成到通信系统中,使其几乎“免费”。这使得CF-mMIMO成为一种很有前途的架构,用于健壮且可扩展的集成传感和通信(ISAC)运行状况监控。
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引用次数: 0
Fluid Antenna-Assisted Rectangular Differential Index Modulation: A Non-Coherent System Design, Optimization, and Performance Analysis 流体天线辅助矩形差折射率调制:一种非相干系统设计、优化和性能分析
Peng Zhang;Jian Dang;Miaowen Wen;Zaichen Zhang;Liang Wu;Yudong Yao
Fluid antenna-enabled multiple-input multiple-output (FA-MIMO) systems hold significant application potential; however, they also introduce substantial costs in channel state information (CSI) acquisition. In this paper, we propose a novel FA-assisted rectangular differential index modulation (FA-RDIM) scheme for MIMO systems, aiming to achieve high spectral efficiency while addressing the problem of the increased CSI acquisition cost. The transmitted information is mapped to modulation symbols and cyclic shifts of FA pattern indices. A multi-stage detection method is introduced, which reduces computational complexity by identifying the most likely candidates for FA pattern indices. We derive a closed-form expression for the bit error rate (BER) theoretical performance considering error propagation, and present an optimization algorithm based on rank and determinant criterion (RDC), Hamming distance (HD), and gradient descent (GD) to optimize the FA pattern vector set. Simulation results demonstrate that the proposed scheme exhibits a minimal performance loss compared to conventional coherent modulation schemes under static channel conditions, while offering a performance advantage in time-varying channels with outdated CSI.
流体天线支持的多输入多输出(FA-MIMO)系统具有重要的应用潜力;然而,它们也在通道状态信息(CSI)获取方面引入了大量成本。在本文中,我们提出了一种新的fa辅助矩形差折射率调制(FA-RDIM)方案用于MIMO系统,旨在实现高频谱效率,同时解决CSI获取成本增加的问题。传输的信息被映射到调制符号和FA模式指数的循环移位。介绍了一种多阶段检测方法,该方法通过识别最可能的FA模式索引候选者来降低计算复杂度。我们推导了考虑错误传播的误码率(BER)理论性能的封闭表达式,并提出了一种基于秩和决定准则(RDC)、汉明距离(HD)和梯度下降(GD)的优化算法来优化FA模式向量集。仿真结果表明,与传统的相干调制方案相比,该方案在静态信道条件下具有最小的性能损失,同时在具有过时CSI的时变信道中具有性能优势。
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引用次数: 0
Frequency-Space Channel Estimation and Spatial Equalization in Wideband Fluid Antenna System 宽带流体天线系统的频空信道估计与空间均衡
Xuehui Dong;Kai Wan;Shuangyang Li;Robert Caiming Qiu;Giuseppe Caire
The Fluid Antenna System (FAS) overcomes the spatial degree-of-freedom limitations of conventional static antenna arrays in wireless communications. This capability critically depends on acquiring full Channel State Information across all accessible ports. Existing studies focus exclusively on narrowband FAS, performing channel estimation solely in the spatial domain. This work proposes a channel estimation and spatial equalization framework for wideband FAS, revealing for the first time an inherent group-sparse structure in aperture-limited FAS channels. First, we establish a group-sparse recovery framework for space-frequency characteristics in FAS, formally characterizing leakage-induced sparsity degradation from limited aperture and bandwidth as a structured group-sparsity problem. By deriving dictionary-adapted group restricted isometry property, we prove tight recovery bounds for a convex $ell _{1}/ell _{2}$ -mixed norm optimization formulation that preserves leakage-aware sparsity patterns. Second, we develop a descending correlation group orthogonal matching pursuit algorithm that systematically relaxes leakage constraints to reduce subcoherence. This approach enables FSC recovery with accelerated convergence and superior performance compared to conventional compressive sensing methods like OMP or GOMP. Third, we formulate spatial equalization as a mixed-integer linear programming problem, complement this with a greedy algorithm maintaining near-optimal performance. Simulation results demonstrate the proposed channel estimation algorithm effectively resolves energy misallocation and enables recovery of weak details, achieving superior recovery accuracy and convergence rate. The SE framework suppresses deep fading phenomena and largely reduces time consumption overhead while maintaining equivalent link reliability.
在无线通信中,流体天线系统克服了传统静态天线阵列的空间自由度限制。此功能主要依赖于获取所有可访问端口的完整通道状态信息。现有的研究主要集中在窄带FAS上,仅在空间域中进行信道估计。本文提出了一种用于宽带FAS的信道估计和空间均衡框架,首次揭示了有限孔径FAS信道中固有的群稀疏结构。首先,我们建立了FAS空间频率特性的群稀疏恢复框架,将泄漏引起的有限孔径和带宽的稀疏性退化正式表征为结构化群稀疏性问题。通过推导字典适应的群限制等距性质,我们证明了凸$ well _{2}$ / well _{2}$混合范数优化公式保留泄漏感知稀疏模式的紧恢复界。其次,我们开发了一种下降相关群正交匹配追踪算法,系统地放松泄漏约束以降低亚相干性。与传统的压缩感知方法(如OMP或GOMP)相比,该方法可实现FSC恢复,具有加速收敛和卓越性能。第三,我们将空间均衡表述为一个混合整数线性规划问题,并用贪心算法来补充这个问题,从而保持接近最优的性能。仿真结果表明,所提出的信道估计算法有效地解决了能量分配不当的问题,能够恢复弱细节,具有较高的恢复精度和收敛速度。SE框架抑制了深度衰落现象,在保持等效链路可靠性的同时,大大降低了时间消耗开销。
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引用次数: 0
Flexible-Position Multi-State RIS-Assisted Wireless Communication: Channel Modeling and Spatial Characteristic Measurements 柔性位置多状态ris辅助无线通信:信道建模和空间特性测量
Yanqing Ren;Xiaokun Teng;Mingyong Zhou;Weicong Chen;Wankai Tang;Hao Xu;Xiao Li;Shi Jin
Reconfigurable intelligent surface (RIS) has emerged as a promising technology for enhancing communication systems. This paper investigates a novel flexible-position RIS-assisted communication system, where the RIS is mounted on a slide rail, enabling spatial adaptability. Unlike traditional fixed-position RISs, the proposed system leverages both spatial flexibility and phase reconfigurability to optimize system performance while reducing overhead through strategic position adjustment. To characterize the spatial variations introduced by RIS movement, we propose a generalized RIS channel model that integrates a practical visibility region function with near-field spherical wave propagation. This model captures the spatial correlation characteristics influenced by multipath angular spread, scatterer distribution, and RIS positioning. Furthermore, we introduce a measurement scheme using a multi-state RIS hardware to analyze segmented channels across fixed-position and flexible-position scenarios. Our measurement reveals that the intra-cluster power angular spectrum follows a Gaussian distribution, and in strong scattering environments, spatial correlation exhibits an enhanced degree of freedom due to spatial non-stationarity effects. In particular, the experimental results demonstrate that the gain of the received power varies from 0.4 dB to 5.3 dB across different RIS positions, providing empirical evidence that spatial adaptability of RIS effectively resists channel non-stationarity. These findings highlight the potential of flexible-position RIS to enhance future wireless communication systems.
可重构智能表面(RIS)已成为一种很有前途的通信系统增强技术。本文研究了一种新型的柔性位置RIS辅助通信系统,其中RIS安装在滑轨上,具有空间适应性。与传统的固定位置RISs不同,该系统利用空间灵活性和相位可重构性来优化系统性能,同时通过战略性位置调整减少开销。为了描述RIS运动带来的空间变化,我们提出了一种将实际可见区域函数与近场球面波传播相结合的广义RIS通道模型。该模型捕获了受多径角扩展、散射体分布和RIS定位影响的空间相关特征。此外,我们还介绍了一种使用多状态RIS硬件来分析固定位置和灵活位置场景下的分段信道的测量方案。我们的测量结果表明,簇内功率角谱服从高斯分布,并且在强散射环境中,由于空间非平稳性效应,空间相关性表现出增强的自由度。特别是,实验结果表明,接收功率增益在不同RIS位置的变化范围为0.4 dB ~ 5.3 dB,这为RIS的空间适应性有效抵抗信道非平稳性提供了经验证据。这些发现突出了灵活位置RIS增强未来无线通信系统的潜力。
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IEEE journal on selected areas in communications : a publication of the IEEE Communications Society
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