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Mutual Information Optimization for SIM-Based Holographic MIMO Systems 基于 SIM 的全息多输入多输出系统的互信息优化
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-08-26 DOI: 10.1109/LCOMM.2024.3449950
Nemanja Stefan Perović;Le-Nam Tran
In the context of emerging stacked intelligent metasurface (SIM)-based holographic MIMO (HMIMO) systems, a fundamental problem is to study the mutual information (MI) between transmitted and received signals to establish their capacity. However, direct optimization or analytical evaluation of the MI, particularly for discrete signaling, is often intractable. To address this challenge, we adopt the channel cutoff rate (CR) as an alternative optimization metric for the MI maximization. In this regard, we propose an alternating projected gradient method (APGM), which optimizes the CR of a SIM-based HMIMO system by adjusting signal precoding and the phase shifts across the transmit and receive SIMs on a layer-by-layer basis. Simulation results indicate that the proposed algorithm significantly enhances the CR, achieving substantial gains, compared to the case with random SIM phase shifts, that are proportional to those observed for the corresponding MI. This justifies the effectiveness of using the channel CR for the MI optimization. Moreover, we demonstrate that the integration of digital precoding, even on a modest scale, has a significant impact on the ultimate performance of SIM-aided systems.
在新出现的基于堆叠智能元面(SIM)的全息多输入多输出(HMIMO)系统中,一个基本问题是研究发射和接收信号之间的互信息(MI),以确定其容量。然而,直接优化或分析评估互信息(尤其是离散信号)往往难以实现。为了应对这一挑战,我们采用信道截止率 (CR) 作为 MI 最大化的替代优化指标。为此,我们提出了一种交替投影梯度法(APGM),通过逐层调整信号预编码以及发送和接收 SIM 的相移来优化基于 SIM 的 HMIMO 系统的 CR。仿真结果表明,与采用随机 SIM 相移的情况相比,所提出的算法大大提高了信噪比,实现了与相应 MI 观察到的信噪比成正比的大幅增益。这证明了在 MI 优化中使用信道 CR 的有效性。此外,我们还证明了数字预编码的集成,即使规模不大,也会对 SIM 辅助系统的最终性能产生重大影响。
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引用次数: 0
Secure and Interference-Free Transmission in Wireless Multiuser Networks 无线多用户网络中的安全无干扰传输
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-08-26 DOI: 10.1109/LCOMM.2024.3450275
Hongliang He;Nengcheng Chen;Di Gao;Xingmei Li;Min Yang
This letter investigates the physical-layer security of multi-user networks and proposes a secure and interference-free transmission scheme. The scheme constructs the transmitted signals of different users by using the characteristics of the Hadamard matrix, and injects self-interference and artificial noise that can be eliminated by legitimate users but not by eavesdroppers, thereby significantly improving security. We analyze the asymptotic security performance and obtain the secrecy outage probability when the number of users is large enough. Finally, simulation results exhibit the security performance of the proposed scheme.
这封信研究了多用户网络的物理层安全性,并提出了一种安全、无干扰的传输方案。该方案利用 Hadamard 矩阵的特性构建不同用户的传输信号,并注入合法用户可以消除而窃听者无法消除的自干扰和人工噪声,从而显著提高了安全性。我们分析了渐进安全性能,并得出了当用户数量足够大时的失密概率。最后,仿真结果表明了所提方案的安全性能。
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引用次数: 0
Hybrid Precoding Design for Near-Field Wideband THz Systems With Spatial Non-Stationarity 具有空间非稳态性的近场宽带太赫兹系统的混合编码设计
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-08-26 DOI: 10.1109/LCOMM.2024.3449568
Mengyu Liu;Cunhua Pan;Kangda Zhi;Hong Ren;Jiangzhou Wang
In this letter, we investigate the hybrid precoding design problem for the near-field wideband terahertz (THz) systems. Due to the large physical size of the whole array, the extremely large-scale antenna array (ELAA) exhibits spatial non-stationarity across the array. Users only effectively communicate with a portion of the antenna elements of ELAA called visibility regions (VRs). To leverage this characteristic for reducing the computational complexity in hybrid precoding design, we initially develop a VR detection algorithm to identify the corresponding VRs for different users. Subsequently, we employ the acquired VR information for true-time delayer (TTD)-based hybrid precoding design to mitigate the beam split effect. Simulation results validate that the proposed algorithm significantly reduces the computational complexity compared to other benchmark schemes while maintaining negligible performance loss.
在这封信中,我们研究了近场宽带太赫兹(THz)系统的混合预编码设计问题。由于整个阵列的物理尺寸很大,超大规模天线阵列(ELAA)在整个阵列中表现出空间非稳态性。用户只能与 ELAA 中称为可见性区域(VR)的部分天线元件进行有效通信。为了利用这一特性降低混合预编码设计的计算复杂度,我们首先开发了一种 VR 检测算法,以识别不同用户的相应 VR。随后,我们利用获得的 VR 信息进行基于真时延迟(TTD)的混合预编码设计,以减轻波束分裂效应。仿真结果证明,与其他基准方案相比,所提出的算法大大降低了计算复杂度,同时性能损失几乎可以忽略不计。
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引用次数: 0
Sememe-Based Semantic Communications 基于主题的语义通信
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-08-26 DOI: 10.1109/LCOMM.2024.3450082
Tuna Ozates;Uras Kargı;Aykut Koç
Semantic communication, a paradigm concentrating on correctly transmitting underlying semantic information instead of bit sequences, has proved effective. Deep learning (DL) enabled methods are mainly used with basic natural language processing (NLP) techniques for the semantic communication of texts. However, most of the previous work approaches the problem by treating text as a generic continuum of sequences of textual information without leveraging underlying intrinsic and advanced linguistic properties of natural languages. A prime example of such linguistic features is the sememes, the smallest and indivisible semantic units of textual information (analogous to the Periodic Table of Matter). This letter proposes Sememe-based Semantic Communications (SememeSC), a semantic communication paradigm that utilizes sememe knowledge in natural languages. We provided experimental results verifying that the proposed SememeSC performs superior to baselines in additive white Gaussian noise (AWGN) and Rayleigh fading channels. Codes and data are available at https://github.com/koc-lab/sememesc.
语义通信是一种专注于正确传输基本语义信息而不是比特序列的范式,已被证明是有效的。深度学习(DL)方法主要与基本的自然语言处理(NLP)技术一起用于文本的语义交流。然而,以前的大多数工作都是将文本作为文本信息序列的通用连续体来处理问题,而没有利用自然语言的内在高级语言特性。这种语言特性的一个典型例子就是 "词素",即文本信息中最小且不可分割的语义单位(类似于物质周期表)。这封信提出了基于词素的语义通信(SememeSC),这是一种利用自然语言中词素知识的语义通信范式。我们提供的实验结果验证了所提出的 SememeSC 在加性白高斯噪声(AWGN)和瑞利衰减信道中的表现优于基线。代码和数据可在 https://github.com/koc-lab/sememesc 上获取。
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引用次数: 0
GenSC: Generative Semantic Communication Systems Using BART-Like Model GenSC:使用类似 BART 模型的生成式语义通信系统
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-08-26 DOI: 10.1109/LCOMM.2024.3450309
Min-Kuan Chang;Chun-Tse Hsu;Guu-Chang Yang
The current mindset of semantic communications focuses on how to have the sentence received exactly. However, as long as the received sentence and the original sentence are perceived the same or similarly, it can be reviewed as a successful semantic-level transmission. Hence, we design a new architecture for the semantic communication system based on BART-like model (Lewis et al., 2019), called GenSC. The proposed GenSC further takes the token-level correlation between consecutive tokens into account during the semantic encoding and this bidirectional correlation helps correct or fill in a “semantically similar token” at the semantic decoder when a token is missing or corrupted during transmission. The simulation shows that compared to conventional approaches such as Xie et al. (2021) and Liu et al. (2022), GenSC can improve the bilingual evaluation understudy (BLEU) and semantic similarity (SS) scores at low SNR regions a lot and enjoy higher BLEU and SS scores at high SNR regions. When SNR is 0dB, GenSC outperforms (Xie et al., 2021) and (Liu et al., 2022) by around 30% (resp. 84%) and 18% (resp. 55%) in terms of BLEU (resp. SS), respectively.
目前的语义传播思维主要集中在如何准确接收句子上。然而,只要接收到的句子与原始句子的感知相同或相似,就可以被评论为成功的语义级传输。因此,我们设计了一种基于类 BART 模型(Lewis 等人,2019 年)的语义通信系统新架构,称为 GenSC。所提出的 GenSC 在语义编码过程中进一步考虑了连续标记之间的标记级相关性,当传输过程中出现标记丢失或损坏时,这种双向相关性有助于在语义解码器上纠正或填补 "语义相似的标记"。仿真结果表明,与 Xie 等人(2021 年)和 Liu 等人(2022 年)等传统方法相比,GenSC 可以在低信噪比区域大幅提高双语评估劣度(BLEU)和语义相似度(SS)分数,并在高信噪比区域获得更高的 BLEU 和 SS 分数。当 SNR 为 0dB 时,GenSC 的 BLEU(res. SS)分别比(Xie 等,2021 年)和(Liu 等,2022 年)高出约 30%(res. 84%)和 18%(res. 55%)。
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引用次数: 0
On the Average and Distribution of Age of Information for Frameless ALOHA 关于无框架 ALOHA 信息年龄的平均值和分布情况
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-08-23 DOI: 10.1109/LCOMM.2024.3448491
Minha Mubarak;B. S. Vineeth
Frameless ALOHA (FA) is a slotted-time random access protocol for collision channels that uses successive interference cancellation (SIC) techniques to improve decoding performance. In this letter, we characterize the average and distribution of age of information (AoI) for FA with M users. Transmissions in FA are organized into rounds of random length. We compare different round termination methods and observe that the average AoI is minimum for a method where the round terminates when a single user transmits in a slot. We then obtain a novel numerical characterization of the packet decoding probability for FA under the above method to terminate a round. The characterization of the packet decoding probability is then used to obtain novel characterizations of the average AoI as well as the distribution of AoI for any M. These characterizations match with simulations and can be utilized in optimizing FA protocol parameters for average AoI or any general function of AoI.
无帧 ALOHA(FA)是一种用于碰撞信道的时隙-时间随机接入协议,它使用连续干扰消除(SIC)技术来提高解码性能。在这封信中,我们描述了有 M 个用户的 FA 的信息年龄(AoI)平均值和分布。FA 中的传输被组织成随机长度的轮次。我们对不同的轮次终止方法进行了比较,发现当单个用户在一个时隙内进行传输时,轮次终止方法的平均 AoI 最小。然后,我们获得了在上述终止一轮方法下 FA 的数据包解码概率的新数字特征。这些特征与模拟结果相吻合,可用于优化平均 AoI 或 AoI 的任何一般函数的 FA 协议参数。
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引用次数: 0
Energy-Efficiency With Massive MIMO MU-NOMA in Symbiotic BackCom IoT Networks 共生 BackCom 物联网网络中的大规模 MIMO MU-NOMA 能效
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-08-22 DOI: 10.1109/LCOMM.2024.3448372
Derek K. P. Asiedu;Sumaila A. Mahama;Ji-Hoon Yun;Mustapha Benjillali;Samir Saoudi
In this letter, we develop a two-stage framework, based on both analytical modeling and machine learning (ML), for the analysis and optimization of a communication setup where the primary receivers (PRs) of a massive multiple-input multiple-output (mMIMO) multi-user non-orthogonal multiple access (NOMA) enabled primary network (PN) coexist symbiotically with a secondary network (SN) of backscatter-enabled tag transmitters (STs). The PN provides radio frequency signals to excite the semi-passive STs in their backscatter communication channel while gaining spatial diversity from the backscattering of the STs’ desired signals. We aim to jointly optimize the primary transmitter (PT) beamforming, the PRs clustering, and the STs reflection coefficient to achieve maximal energy efficiency (EE). We propose an ML-based modified mean shift clustering for the PR clustering and an alternating optimization (AO) algorithm after the PR clustering to maximize the EE of Symbiotic radio network. We illustrate the proposed approach’s superiority over conventional benchmarks with the help of simulation results.
在这封信中,我们开发了一个基于分析建模和机器学习(ML)的两阶段框架,用于分析和优化一种通信设置,在这种设置中,支持大规模多输入多输出(mMIMO)多用户非正交多址(NOMA)的主网络(PN)的主接收器(PR)与支持反向散射的标签发射器(ST)的辅助网络(SN)共存。主网络提供无线电频率信号,以激励其反向散射通信信道中的半被动 ST,同时从 ST 所需信号的反向散射中获得空间分集。我们的目标是联合优化主发射机(PT)波束成形、PRs 聚类和 STs 反射系数,以实现最高能效(EE)。我们针对 PR 聚类提出了一种基于 ML 的修正均值移动聚类,并在 PR 聚类后提出了一种交替优化 (AO) 算法,以实现共生无线网络的能效最大化。我们借助仿真结果说明了所提出的方法优于传统基准。
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引用次数: 0
Probabilistic Positioning via Ray Tracing With Noisy Angle of Arrival Measurements 通过光线跟踪与噪声到达角测量进行概率定位
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-08-22 DOI: 10.1109/LCOMM.2024.3448202
Vincent Corlay;Viet-Hoa Nguyen;Nicolas Gresset
We consider the positioning problem in non line-of-sight (NLoS) situations, where several base stations (BS) try to locate a user equipment (UE) based on uplink angle of arrival (AoA) measurements and a digital twin of the environment. Ray launching in a Monte Carlo manner according to the AoA statistics enables to produce a map of points for each BS. These points represent the intersections of the rays with a xy plane at a given user equipment (UE) elevation. We propose to fit a parametric probability density function (pdf), such as a Gaussian mixture model (GMM), to each map of points. Multiplying the obtained pdfs for each BS enables to compute the position probability of the UE. This approach yields an algorithm robust to a reduced number of launched rays. Moreover, these parametric pdfs may be fitted and stored in an offline phase such that ray tracing can be avoided in the online phase. This significantly reduces the computational complexity of the positioning method.
我们考虑的是非视距(NLoS)情况下的定位问题,在这种情况下,多个基站(BS)试图根据上行链路到达角(AoA)测量结果和环境的数字孪生图定位用户设备(UE)。根据 AoA 统计数据以蒙特卡洛方式发射光线,可为每个基站生成一张点地图。这些点代表在给定用户设备(UE)海拔高度上光线与 xy 平面的交点。我们建议对每个点图拟合一个参数概率密度函数(pdf),如高斯混合模型(GMM)。将获得的每个 BS 的 pdf 相乘,就能计算出 UE 的位置概率。这种方法产生的算法对发射射线数量的减少具有鲁棒性。此外,这些参数 pdf 可以在离线阶段进行拟合和存储,从而避免在在线阶段进行射线追踪。这大大降低了定位方法的计算复杂度。
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引用次数: 0
The Bijection Property in the Law of Total Probability and Its Application in Communication Theory 总概率法中的双射性质及其在通信理论中的应用
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-08-21 DOI: 10.1109/LCOMM.2024.3447352
Mohammad Nasiraee;Javad Kazemitabar;Jalil Kazemitabar
The bijection property in the law of total probability has potential applications. For instance, it relates to the uniqueness of a capacity-achieving distribution, resulting in maximum information transmission from a transmitter. This letter focuses on this property and demonstrates, through a counterexample, that it does not always exist. Additionally, the letter establishes a link between the law and the moment problem context by applying Taylor expansion to the integrand. As a main result, this research provides a sufficient condition for a unique measure to be satisfied in the law of total probability, named generalized Carleman’s condition. Lastly, it applies this condition when the integrand is the generalized Poisson distribution, which is a standard model typically used for counting events in science.
总概率规律中的双射属性具有潜在的应用价值。例如,它与容量实现分布的唯一性有关,从而导致发射器的最大信息传输。这封信重点讨论了这一属性,并通过一个反例证明它并不总是存在。此外,这封信还通过对积分进行泰勒展开,在定律和力矩问题上下文之间建立了联系。作为主要成果,本研究提供了在总概率定律中满足唯一度量的充分条件,即广义卡勒曼条件。最后,当积分项是广义泊松分布时,研究也应用了这一条件,泊松分布是科学中通常用于计数事件的标准模型。
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引用次数: 0
Beam-Squint-Aware Channel Estimation for Dual-Wideband UPA-Type RIS-Aided Massive MIMO 双宽带 UPA 型 RIS 辅助大规模多输入多输出(MIMO)的波束-频谱感知信道估计
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-08-19 DOI: 10.1109/LCOMM.2024.3446320
Hakan Ozen;Onur Yilmaz;Gokhan M. Guvensen
This letter presents a novel beam-squint-aware (BSA) channel estimation method for uniform planar array (UPA)-type reconfigurable intelligent surface (RIS)-aided frequency- and spatial-wideband (dual-wideband) massive multiple-input multiple-output (MIMO) systems. The proposed scheme considers the angles of arrival (AoAs), angles of departure (AoDs), and propagation delays as slowly-varying, while treating the channel gains as fast-varying parameters. To estimate these parameters, we divide the estimation procedure into slow-time parameter estimation (ST-PE) and fast-time parameter estimation (FT-PE) modes. During the ST-PE mode, we propose a BSA periodogram for estimating the AoAs at the base station (BS), followed by a BSA orthogonal matching pursuit (OMP) algorithm for estimating the cascaded angles and delays. In the FT-PE mode, we propose a subspace-aware least squares (SA-LS) method to estimate the channel gains. Simulation results demonstrate the superiority of the proposed estimation methods in terms of root mean square error (RMSE) and achievable rate metrics when compared to state-of-the-art approaches.
本文针对均匀平面阵列(UPA)型可重构智能表面(RIS)辅助频率和空间宽带(双宽带)大规模多输入多输出(MIMO)系统,提出了一种新颖的波束宽度感知(BSA)信道估计方法。所提出的方案将到达角(AoAs)、出发角(AoDs)和传播延迟视为缓慢变化的参数,而将信道增益视为快速变化的参数。为了估计这些参数,我们将估计过程分为慢时参数估计(ST-PE)和快时参数估计(FT-PE)模式。在慢时参数估计模式中,我们提出了一种用于估计基站(BS)AoAs 的 BSA 周期图,随后又提出了一种用于估计级联角度和延迟的 BSA 正交匹配追求(OMP)算法。在 FT-PE 模式下,我们提出了一种子空间感知最小二乘法(SA-LS)来估计信道增益。仿真结果表明,与最先进的方法相比,所提出的估计方法在均方根误差(RMSE)和可实现速率指标方面更具优势。
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引用次数: 0
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IEEE Communications Letters
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