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SheafAlign: A Sheaf-Theoretic Framework for Decentralized Multimodal Alignment SheafAlign:一个分散多模态对准的SheafAlign理论框架
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-09 DOI: 10.1109/LCOMM.2026.3663044
Abdulmomen Ghalkha;Zhuojun Tian;Chaouki Ben Issaid;Mehdi Bennis
Conventional multimodal alignment methods assume mutual redundancy across all modalities, an assumption that fails in real-world distributed scenarios. We propose Sheaf-Align, a sheaf-theoretic framework for decentralized multimodal alignment that replaces single-space alignment with multiple comparison spaces. This approach models pairwise modality relations through sheaf structures and leverages decentralized contrastive learning-based objectives for training. SheafAlign overcomes the limitations of prior methods by not requiring mutual redundancy among all modalities, preserving both shared and unique information. Experiments on multimodal sensing datasets show superior zero-shot generalization, cross-modal alignment, and robustness to missing modalities, with 34% lower communication cost than state-of-the-art baselines.
传统的多模态对齐方法假定所有模态的相互冗余,这一假设在真实的分布式场景中是失败的。我们提出了轴对齐,这是一个轴理论框架,用于分散的多模态对齐,用多个比较空间取代单空间对齐。该方法通过轴结构对两两模态关系建模,并利用分散的对比学习为基础的训练目标。SheafAlign克服了先前方法的局限性,不需要所有模式之间的相互冗余,同时保留了共享和唯一的信息。在多模态传感数据集上进行的实验表明,与最先进的基线相比,该数据集的通信成本降低了34%,具有优越的零射泛化、跨模态对齐和对缺失模态的鲁棒性。
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引用次数: 0
Maximize Sensing Energy Efficiency of RIS-Assisted ISCPT Systems With Imperfect Channels and Charging 具有不完善通道和充电的ris辅助ISCPT系统的最大传感能量效率
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-09 DOI: 10.1109/LCOMM.2026.3662807
Yi Zhai;Wanguo Jiao;Mengqiu Tian;Huiting Yang
To supply energy for IoT devices, the reconfigurable intelligent surface (RIS) assisted integrated sensing and communication system with energy harvesting nodes becomes a common scenario in 6G. Considering a practical system with imperfect channel state information and nonlinear charging characteristics, this letter studies the sensing energy efficiency (SEE) maximization problem under the charging, communication, and sensing requirements. Since the charging rate, data transmission rate, and sensing quality interact and are related to the beamforming and RIS phase shifts, the formulated SEE maximization problem is highly coupled. To address this coupled problem, incorporating some optimization methods, an alternating optimization-based algorithm is then developed to jointly optimize the beamforming matrix and RIS phase shifts. Simulation results demonstrate that the proposed algorithm achieves robust SEE improvement and a balance among communication, sensing, and charging.
为了为物联网设备提供能量,可重构智能表面(RIS)辅助集成传感和通信系统与能量收集节点将成为6G的常见场景。考虑一个具有不完全通道状态信息和非线性充电特性的实际系统,本文研究了充电、通信和传感要求下的传感能效最大化问题。由于充电速率、数据传输速率和传感质量相互作用,并且与波束形成和RIS相移有关,因此公式中的SEE最大化问题是高度耦合的。为了解决这一耦合问题,结合一些优化方法,开发了一种基于交替优化的算法来联合优化波束形成矩阵和RIS相移。仿真结果表明,该算法实现了稳健的SEE改进,并在通信、感知和收费之间取得了平衡。
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引用次数: 0
Robust Covert Precoding Design for RSMA-Enhanced Integrated Sensing and Communication Systems 增强rsma集成传感与通信系统的鲁棒隐蔽预编码设计
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-06 DOI: 10.1109/LCOMM.2026.3662205
Mengmeng Wang;Xin Su;Bei Liu;Xibin Xu
In this letter, we leverage rate-splitting multiple access (RSMA) to boost both the covert rate and sensing capabilities of integrated sensing and communication (ISAC) systems. Taking into account the impact of imperfect channel state information (CSI) on both Alice-to-Bobs and Alice-to-Willie links, we formulate a robust optimization problem involving the covert precoding and the rate splitting. The goal is to maximize the weighted sum of covert rate and sensing power (CRSP). To address the non-convex optimization problem, we put forward a constrained-convex-convex procedure (CCCP)-based precoding design algorithm which makes use of the semidefinite relaxation (SDR) technique and a penalty-based method to handle the rank-one constraint issue induced by SDR. Simulations indicate that the proposed scheme achieves performance improvements of 12.7% and 26.5% compared to traditional non-orthogonal multiple access (NOMA) and space division multiple access (SDMA), respectively.
在这封信中,我们利用速率分割多址(RSMA)来提高集成传感和通信(ISAC)系统的隐蔽速率和传感能力。考虑到不完全信道状态信息(CSI)对alice -to- bob和Alice-to-Willie链路的影响,我们提出了一个涉及隐蔽预编码和速率分割的鲁棒优化问题。目标是最大化隐蔽速率和感知功率(CRSP)的加权和。为了解决非凸优化问题,提出了一种基于约束-凸-凸过程(CCCP)的预编码设计算法,该算法利用半定松弛(SDR)技术和基于惩罚的方法来处理由半定松弛(SDR)引起的一级约束问题。仿真结果表明,该方案与传统的非正交多址(NOMA)和空分多址(SDMA)相比,性能分别提高了12.7%和26.5%。
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引用次数: 0
Analysis of the 1-Persistent Age Threshold Slotted ALOHA 1-持久性年龄阈值开槽ALOHA分析
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-06 DOI: 10.1109/LCOMM.2026.3662201
Plínio S. Dester;Richard Demo Souza;Paulo Cardieri
In this letter, we revisit the age-threshold slotted ALOHA (TSA) protocol, a decentralized random-access scheme in which each node transmits only when its local Age of Information (AoI) exceeds a predefined threshold, and propose a simple yet novel modification that significantly improves both AoI and throughput. The key refinement is to transmit with probability one precisely when the age threshold is reached, hence the name 1-persistent TSA. We prove that, under generate-at-will traffic, the proposed scheme can theoretically achieve a stationary performance equal to that of a coordinated TDMA protocol; however, this operating point entails a prohibitively large transient duration and is therefore not practical. By properly adjusting the age threshold, a trade-off between steady-state performance and transient duration is obtained, yielding a practical regime in which the proposed scheme outperforms both the original TSA and stationary age-based thinning (SAT). Simulation results further show that these performance gains persist in the presence of transmission errors.
在这封信中,我们重新审视了年龄阈值槽ALOHA (TSA)协议,这是一种分散的随机访问方案,其中每个节点仅在其本地信息年龄(AoI)超过预定义阈值时进行传输,并提出了一种简单而新颖的修改,可显着提高AoI和吞吐量。关键的改进是在达到年龄阈值时精确地以概率1传输,因此称为1-persistent TSA。我们证明,在随机流量下,该方案理论上可以达到与协调TDMA协议相当的稳态性能;然而,这个工作点需要一个非常大的瞬态持续时间,因此不实用。通过适当调整年龄阈值,获得了稳态性能和瞬态持续时间之间的权衡,从而产生了一种实用的方案,在该方案中,所提出的方案优于原始的TSA和平稳的基于年龄的细化(SAT)。仿真结果进一步表明,在存在传输误差的情况下,这些性能增益仍然存在。
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引用次数: 0
Movable Signals With Dual-Polarized Fixed Intelligent Surfaces: Beyond Diagonal Reflection Matrices 具有双极化固定智能表面的可移动信号:超越对角反射矩阵
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-03 DOI: 10.1109/LCOMM.2026.3660829
Matteo Nerini;Bruno Clerckx
This letter investigates wireless systems aided by dual-polarized intelligent surfaces. We compare reconfigurable intelligent surface (RIS), which adjust their reflection matrices, with movable signals operating with fixed intelligent surface (FIS), which adjust the signal frequency while the surface properties remain fixed. For both RIS and FIS, we consider surfaces with a diagonal reflection matrix, named diagonal RIS/FIS, and surfaces with a reflection matrix not limited to being diagonal, named beyond-diagonal RIS/FIS. Movable signals with FIS always outperform RIS, achieving at least a fourfold gain. When transmitter and receiver polarizations differ, beyond-diagonal FIS further enhances performance.
这封信研究了由双极化智能表面辅助的无线系统。我们比较了可重构智能表面(RIS)和固定智能表面(FIS)的可移动信号,前者调整反射矩阵,后者在表面特性保持不变的情况下调整信号频率。对于RIS和FIS,我们考虑具有对角反射矩阵的曲面,称为对角RIS/FIS,以及具有不限于对角反射矩阵的曲面,称为超对角RIS/FIS。具有FIS的可移动信号总是优于RIS,获得至少四倍的增益。当发射端和接收端极化不同时,超对角线FIS进一步提高了性能。
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引用次数: 0
Lightweight Physical-Layer Authentication via IQ Sample Super-Resolution in LEO Satellite Networks 低轨道卫星网络中IQ样本超分辨率的轻量级物理层认证
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-03 DOI: 10.1109/LCOMM.2026.3659912
Ivy Selorm Dogbey;Yongjae Lee;Jihwan Moon;Taehoon Kim;Inkyu Bang
Satellite communication (SatCom) networks recently require more robust authentication techniques than before, driven by the increasing demands of applications such as commercial communication services and military operations. A physical-layer authentication (PLA) technique that exploits inherent wireless communication features, such as channel fading characteristics, has emerged as a promising solution against potential threats to the networks. Recent studies have shown that machine learning-based PLA methods can effectively compensate for the unexpected threats to traditional security protocols. However, previous research has not sufficiently considered practical feasibility, which is crucial, especially in SatCom networks (e.g., operating time limit). This letter presents enhanced physical-layer authentication with super-resolution for satellites (ePASS), integrating convolutional neural network models and super-resolution techniques for rapid authentication in SatCom networks. We evaluate the practical feasibility and detection performance of the proposed ePASS against spoofing attacks through extensive simulations, compared with the existing schemes.
由于商业通信服务和军事行动等应用日益增长的需求,卫星通信(SatCom)网络最近需要比以前更强大的认证技术。一种利用固有无线通信特性(如信道衰落特性)的物理层认证(PLA)技术已经成为一种有希望的解决网络潜在威胁的解决方案。最近的研究表明,基于机器学习的PLA方法可以有效地补偿传统安全协议的意外威胁。然而,以往的研究并没有充分考虑到实际的可行性,这是至关重要的,特别是在卫星通信网络中(如运行时间限制)。本文介绍了卫星超分辨率增强物理层认证(ePASS),集成了卷积神经网络模型和超分辨率技术,用于卫星通信网络的快速认证。与现有方案相比,我们通过广泛的仿真来评估所提出的ePASS对欺骗攻击的实际可行性和检测性能。
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引用次数: 0
IF Estimation in Multi-Component Signals Via Hough-Viterbi Algorithm With HGA-ADTFD 基于HGA-ADTFD的Hough-Viterbi算法的多分量信号中频估计
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-03 DOI: 10.1109/LCOMM.2026.3660993
Yaqin Zhao;Yuchen Liu;Longwen Wu
Instantaneous frequency estimation is significant in signal processing for non-stationary multi-component signals in dense time-frequency environments. Researchers studied different algorithms for instantaneous frequency to suppress frequency switching errors. However, many classical algorithms are susceptible to errors in the time-frequency distribution (TFD) and noise at instantaneous frequencies, which often degrades their performance for multi-component frequency estimation. We propose a hybrid genetic algorithm-optimized adaptive directional time-frequency distribution (HGA-ADTFD) to improve the efficiency of multi-signal processing in TFD. The proposed HGA-ADTFD algorithm optimizes TFD using genetic parameter optimization. Crucially, the algorithm implements a joint calibration strategy that fuses local linear segments from the Hough transform with continuous paths from the Viterbi algorithm to determine the final instantaneous frequency. The proposed HGA-ADTFD algorithm achieves a minimum root mean square error for the final instantaneous frequency value, which is reduced to 0.5 MHz (the sampling frequency is 100 MHz).
对于密集时频环境下的非平稳多分量信号,瞬时频率估计在信号处理中具有重要意义。研究人员研究了不同的瞬时频率算法来抑制频率切换误差。然而,许多经典算法容易受到时频分布(TFD)误差和瞬时频率噪声的影响,这往往降低了它们对多分量频率估计的性能。为了提高多信号处理效率,提出了一种混合遗传算法优化自适应时频分布(HGA-ADTFD)。提出的HGA-ADTFD算法利用遗传参数优化对TFD进行优化。关键是,该算法实现了一种联合校准策略,该策略融合了Hough变换的局部线性段和Viterbi算法的连续路径,以确定最终的瞬时频率。提出的HGA-ADTFD算法实现了最终瞬时频率值的均方根误差最小,降低到0.5 MHz(采样频率为100 MHz)。
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引用次数: 0
Spectral Properties of Multicarrier Signals Under Broadband Signal Alignment 宽带信号对准下多载波信号的频谱特性
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-03 DOI: 10.1109/LCOMM.2026.3660876
Roberto López-Valcarce
Broadband signal alignment (BSA) is a recently proposed scheme that introduces frequency-domain repetition coding in multicarrier transmission. Combined with canonical correlation analysis (CCA) at the multiantenna receiver, this approach provides robustness against strong interference. We derive an analytical expression for the power spectral density (PSD) of BSA-encoded multicarrier signals and show that the original scheme generally degrades out-of-band sidelobes. We then propose a modified BSA approach that unlocks additional degrees of freedom to be exploited for sidelobe reduction while preserving the interference resilience of the original scheme. Our analysis reveals that the frequency-domain data repetition pattern is a critical design parameter, as it significantly impacts both spectral characteristics and error-rate performance.
宽带信号对准(BSA)是近年来提出的一种将频域重复编码引入多载波传输的方案。结合多天线接收机的典型相关分析(CCA),该方法具有抗强干扰的鲁棒性。我们推导了bsa编码多载波信号的功率谱密度(PSD)的解析表达式,并表明原方案通常会降低带外副瓣。然后,我们提出了一种改进的BSA方法,该方法解锁了用于减少副瓣的额外自由度,同时保留了原始方案的干扰弹性。我们的分析表明,频域数据重复模式是一个关键的设计参数,因为它显着影响频谱特性和错误率性能。
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引用次数: 0
LLM-Empowered Cooperative Content Caching in Vehicular Fog Caching-Assisted Platoon Networks 基于llm的协同内容缓存车辆雾缓存辅助排网络
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-03 DOI: 10.1109/LCOMM.2026.3660373
Bowen Tan;Qiong Wu;Pingyi Fan;Kezhi Wang;Nan Cheng;Wen Chen
This letter proposes a novel three-tier content caching architecture for Vehicular Fog Caching (VFC)-assisted platoon, where the VFC is formed by the vehicles driving near the platoon. The system strategically coordinates storage across local platoon vehicles, dynamic VFC clusters, and cloud server (CS) to minimize content retrieval latency. To efficiently manage distributed storage, we integrate large language models (LLMs) for real-time and intelligent caching decisions. The proposed approach leverages LLMs’ ability to process heterogeneous information, including user profiles, historical data, content characteristics, and dynamic system states. Through a designed prompting framework encoding task objectives and caching constraints, the LLMs formulate caching as a decision-making task, and our hierarchical deterministic caching mapping strategy enables adaptive requests prediction and precise content placement across three tiers without frequent retraining. Simulation results demonstrate the advantages of our proposed caching scheme.
这封信提出了一种新的三层内容缓存架构,用于车辆雾缓存(VFC)辅助队列,其中VFC由行驶在队列附近的车辆组成。该系统战略性地协调本地排车辆、动态VFC集群和云服务器(CS)之间的存储,以最小化内容检索延迟。为了有效地管理分布式存储,我们集成了大型语言模型(llm),用于实时和智能缓存决策。所提出的方法利用llm处理异构信息的能力,包括用户配置文件、历史数据、内容特征和动态系统状态。通过设计一个编码任务目标和缓存约束的提示框架,llm将缓存制定为决策任务,我们的分层确定性缓存映射策略可以实现自适应请求预测和跨三个层的精确内容放置,而无需频繁的再培训。仿真结果证明了所提缓存方案的优越性。
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引用次数: 0
Two-Dimensional Sparse Golay Complementary Array Sets for Omnidirectional Transmission in Massive MIMO Systems 大规模MIMO系统中全向传输的二维稀疏Golay互补阵列集
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-03 DOI: 10.1109/LCOMM.2026.3659877
Cheng-Yu Pai;Yi-Xuan Zhong;Chao-Yu Chen
Two-dimensional (2D) Golay complementary array sets (GCASs) have been widely used to design omnidirectional precoding matrices for massive multi-input multi-output (MIMO) systems with uniform rectangular arrays (URAs), owing to their favorable 2D autocorrelation properties. However, most existing 2D GCAS constructions are tailored for analog precoding architectures that employ a fully-connected structure (FCS), with limited attention given to the design of precoding schemes for a partially-connected structure (PCS). To address this gap, this letter proposes a new class of 2D sparse GCASs (SGCASs) that incorporate controllable zero elements, enabling efficient precoding design for PCS. The proposed construction is based on 2D restricted generalized Boolean functions (RGBFs) and enables flexible array and set sizes. Moreover, the proposed method is compatible with both PCS and FCS, offering enhanced design flexibility. Simulation results demonstrate that the proposed SGCASs achieve omnidirectional transmission and improved bit error rate (BER) performance.
二维(2D) Golay互补阵列集(GCASs)由于具有良好的二维自相关特性,被广泛用于设计具有均匀矩形阵列(URAs)的大规模多输入多输出(MIMO)系统的全向预编码矩阵。然而,大多数现有的2D GCAS结构都是针对采用全连接结构(FCS)的模拟预编码架构量身定制的,对部分连接结构(PCS)的预编码方案设计的关注有限。为了解决这一差距,这封信提出了一类新的二维稀疏GCASs (SGCASs),它包含可控的零元素,可以为PCS提供有效的预编码设计。该构造基于二维受限广义布尔函数(rgbf),可以实现灵活的数组和集合大小。此外,该方法兼容PCS和FCS,提高了设计灵活性。仿真结果表明,该算法实现了全向传输,提高了误码率(BER)。
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引用次数: 0
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