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A Joint Pilot-Data Sparse Vector Transmission Framework for Short-Packet URLLC 一种短包URLLC联合导频数据稀疏矢量传输框架
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-03-04 DOI: 10.1109/LCOMM.2026.3670309
Xuewan Zhang;Keqi Wang
Sparse vector transmission (SVT) has garnered attention for short-packet communications due to its simple implementation and reliable transmission. However, its reliability in mobile scenarios remains an open challenge. To address this issue, a joint pilot-data SVT scheme tailored to the SVT block coding structure is proposed, in which both pilots and data are mapped into a unified sparse vector, and then forms a transmitted vector over an orthogonal frequency-division multiplexing (OFDM) symbol through random spreading. At the receiver, a joint iterative channel estimation and data detection algorithm is designed to progressively refine performance by selecting highly reliable decoded data as pseudo-pilots. Simulations indicate that the proposed SVT scheme outperforms both conventional separated pilot-data mapping and power-allocation-based superposition in block error rate (BLER) performance. Impressively, its first-iteration performance is already close to the converged performance of the power-allocation-based superposition scheme.
稀疏矢量传输(SVT)以其实现简单、传输可靠等优点在短分组通信中受到广泛关注。然而,它在移动场景中的可靠性仍然是一个公开的挑战。针对这一问题,提出了一种针对SVT分组编码结构的联合导频-数据SVT方案,该方案将导频和数据映射成统一的稀疏向量,然后通过随机扩展在正交频分复用(OFDM)符号上形成传输向量。在接收端,设计了一种联合迭代信道估计和数据检测算法,通过选择高可靠的解码数据作为伪导,逐步优化性能。仿真结果表明,该方案在块错误率(BLER)方面优于传统的分离导频数据映射和基于功率分配的叠加。令人印象深刻的是,它的第一次迭代性能已经接近基于功率分配的叠加方案的收敛性能。
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引用次数: 0
Short-Packet Communications for Pinching-Antenna Systems 夹紧天线系统的短分组通信
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-03-02 DOI: 10.1109/LCOMM.2026.3669227
Tu-Trinh Thi Nguyen;Xuan-Xinh Nguyen;Ngan V. T. Nguyen
In this letter, we study the average block error rate (BLER) performance of short-packet communications (SPC) for pinching-antenna systems (PASS). A base station equipped with a pinching antenna serves an Internet of Things downlink user using SPC. Closed-form expressions for the average BLER of SPC for PASS networks are analytically derived under in-waveguide attenuation. Simulation results demonstrate that PASS-aided SPC networks significantly outperform conventional fixed-antenna-aided SPC systems in terms of BLER, especially in the low in-waveguide attenuation regime.
在这封信中,我们研究了夹紧天线系统(PASS)的短包通信(SPC)的平均分组错误率(BLER)性能。配备夹紧天线的基站使用SPC为物联网下行用户提供服务。在波导内衰减的情况下,解析导出了PASS网络的SPC平均BLER的封闭表达式。仿真结果表明,通过辅助的SPC网络在BLER方面明显优于传统的固定天线辅助SPC系统,特别是在低波导内衰减状态下。
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引用次数: 0
Lightweight Federated Learning Based on SNNs and Gradient Quantization Clipping 基于snn和梯度量化裁剪的轻量级联邦学习
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-03-02 DOI: 10.1109/LCOMM.2026.3669606
Jianfeng Shi;Zhongping Tan
Federated learning (FL) enables privacy-preserving distributed learning but faces significant communication bottlenecks, especially for resource-constrained edge devices. Existing approaches often incur additional computational cost or require auxiliary data. To address these problems, we propose FedSNN-QC, a lightweight FL framework leveraging Spiking Neural Networks (SNNs) for their efficiency and robustness to Non-IID and noisy data. The framework incorporates a gradient quantization scheme exploiting SNN sparsity to minimize transmission and joint gradient clipping techniques to enhance robustness and convergence. Experimental results demonstrate that the FedSNN-QC maintains competitive accuracy while substantially reducing both communication and computational energy costs compared to conventional methods.
联邦学习(FL)支持保护隐私的分布式学习,但面临严重的通信瓶颈,特别是对于资源受限的边缘设备。现有的方法通常会产生额外的计算成本或需要辅助数据。为了解决这些问题,我们提出了FedSNN-QC,这是一个轻量级的FL框架,利用峰值神经网络(snn)的效率和对非iid和噪声数据的鲁棒性。该框架结合了利用SNN稀疏性最小化传输的梯度量化方案和联合梯度裁剪技术来增强鲁棒性和收敛性。实验结果表明,与传统方法相比,FedSNN-QC保持了相当的精度,同时大大降低了通信和计算能量成本。
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引用次数: 0
Satellite Coverage Probability With Multi-RIS Deployments Under Correlated LoS Conditions 相关LoS条件下多ris部署的卫星覆盖概率
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-03-02 DOI: 10.1109/LCOMM.2026.3669196
Ahmed Al-Amri;Akram Al-Hourani;Saman Atapattu;Bassel Al Homssi
Urban environments pose a fundamental challenge to millimeter-wave (mmWave) satellite communications (SatCom) by introducing spatially correlated line-of-sight (LoS) blockage, also known as shadowing, which degrades reliability, even with the assistance of reconfigurable intelligent surfaces (RIS). We develop a tractable analytical framework to evaluate the success probability of SatCom systems aided by multi-RIS deployments while considering the crucial factor of correlated LoS conditions. First, we derive an analytical closed-form expression for the exact per-realization success probability. To address the intractability of averaging over minimum-distance constrained (repulsive) RIS deployments, we propose a geometry-averaged formulation by approximating the Matérn hard-core (MHC) process with an inhomogeneous PPP (IPPP) of a known conditional intensity. We then propose a scalable annular-averaging method that replaces the radial integral with ringwise averages, enabling efficient large-scale analysis. Monte Carlo simulations confirm the model’s validity and reveal the impact of blockage intensity, correlation decay, and RIS–user separation, thus providing practical guidelines for RIS deployment to assist future non-terrestrial networks.
城市环境对毫米波(mmWave)卫星通信(SatCom)构成了根本性的挑战,因为它引入了空间相关视距(LoS)阻塞,也称为阴影,即使在可重构智能表面(RIS)的帮助下,也会降低可靠性。我们开发了一个易于处理的分析框架来评估多ris部署辅助卫星通信系统的成功概率,同时考虑了相关LoS条件的关键因素。首先,我们导出了精确的每实现成功概率的解析封闭表达式。为了解决在最小距离约束(排斥性)RIS部署上平均的难处,我们提出了一种几何平均公式,通过使用已知条件强度的非均匀PPP (IPPP)近似matsamrin硬核(MHC)过程。然后,我们提出了一种可扩展的环形平均方法,用环形平均取代径向积分,实现高效的大规模分析。蒙特卡罗模拟证实了该模型的有效性,并揭示了阻塞强度、相关衰减和RIS -用户分离的影响,从而为RIS部署提供了实用指南,以协助未来的非地面网络。
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引用次数: 0
PAD-STT: A Pre-Denoising Adaptive Decomposition Spatial–Temporal Transformer for Cellular Traffic Prediction 一种用于元胞交通预测的预去噪自适应分解时空转换器
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-27 DOI: 10.1109/LCOMM.2026.3668938
Geng Chen;Xiantao Du;Fei Shen;Qingtian Zeng;Yu-Dong Zhang
Accurate prediction of cellular traffic is essential for enabling intelligent networks. However, this requires effectively capturing the dynamic variations within the traffic. Thus, we propose a Pre-Denoising Adaptive Decomposition Spatial-Temporal Transformer (PAD-STT). First, to mitigate noise interference in sequence decomposition, we apply a Savitzky–Golay filter for pre-denoising. Second, a dual-correlation mechanism is designed based on cross-correlation theory, enabling PAD-STT to perform synchronized modeling by jointly learning spatial and temporal relationships rather than in a sequential manner. Finally, we develop an adaptive decomposition to replace the original moving average, aiming to effectively capture dynamic variations. Experiments on real-world datasets demonstrate that PAD-STT outperforms representative state-of-the-art methods.
蜂窝通信量的准确预测对于实现智能网络至关重要。然而,这需要有效地捕获流量中的动态变化。因此,我们提出了一种预去噪自适应分解时空转换器(PAD-STT)。首先,为了减轻序列分解中的噪声干扰,我们采用Savitzky-Golay滤波器进行预去噪。其次,基于互相关理论设计了双相关机制,使PAD-STT能够通过联合学习时空关系进行同步建模,而不是按顺序进行建模。最后,我们开发了一种自适应分解来取代原始的移动平均,旨在有效地捕捉动态变化。在真实数据集上的实验表明,PAD-STT优于代表性的最先进的方法。
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引用次数: 0
Digital-Twin-Enabled Outage Detection and Uplink Availability Optimization With UAV Assistance 无人机辅助下的数字双机故障检测和上行链路可用性优化
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-27 DOI: 10.1109/LCOMM.2026.3669035
Abdullah Othman;Georges Kaddoum;João V. C. Evangelista;Minh Au;Basile L. Agba
Digital Twins (DTs) offer a powerful tool for outage management in wireless networks, but their direct deployment during emergencies is limited by the high cost of near real-time ray tracing. This work develops a DT-enabled outage management framework that combines vision-based outage detection with availability-oriented uplink control. A lightweight detector (DTOD), trained on DT renders and SINR-consistent labels, produces calibrated outage probabilities in almost real time. These predictions trigger a threshold-capped (ThreshCap) uplink power allocator, which leverages UAV relays to sustain service during macro base station (MBS) failures. Using Markovian MBS outages, realistic DT mobility, and surrogate channels fitted to ray-traced propagation, we show that UAV relays substantially improve availability and that ThreshCap consistently outperforms baselines under varying load and outage intensities.
数字孪生(DTs)为无线网络的中断管理提供了强大的工具,但在紧急情况下直接部署它们受到近实时光线追踪的高成本的限制。这项工作开发了一个支持dt的中断管理框架,该框架将基于视觉的中断检测与面向可用性的上行链路控制相结合。一个轻量级检测器(DTOD),经过DT渲染和sinr一致标签的训练,几乎实时地产生校准的停机概率。这些预测触发阈值上限(ThreshCap)上行功率分配器,它利用无人机中继在宏基站(MBS)故障期间维持服务。通过使用马尔可夫MBS中断、真实的DT移动性和适合光线跟踪传播的替代通道,我们发现无人机中继大大提高了可用性,并且在不同负载和中断强度下,ThreshCap始终优于基线。
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引用次数: 0
Finite Blocklength MIMO Precoding With Mixed Power and QoS Constraints 具有混合功率和QoS约束的有限块长MIMO预编码
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-23 DOI: 10.1109/LCOMM.2026.3666785
Jingchen Wu;Ruiding Hou;Jiaheng Wang;Yongming Huang;Sen Wang;Liang Xia;Jing Jin
Multiple-input multiple-output (MIMO) technology is fundamental in communication systems, where precoding plays a crucial role in improving spectral efficiency. Most existing precoding methods either assume infinite blocklength (IBL) or handle only a single sum power constraint (SPC). However, realistic systems often operate with finite blocklength (FBL), especially in ultra-reliable low-latency communication (URLLC), and face diverse power limits, such as per-antenna and per-group power constraints. This renders the IBL rate formulation insufficient and necessitates precoding methods tackling various power constraints in the FBL regime. In this letter, we aim to enhance overall FBL rate performance of MIMO systems under quality-of-service (QoS) requirements and mixed power constraints (MPCs) that can encompass various power limitations. Unlike previous methods that directly solve the original nonconvex precoding design problem, we first convert it to an equivalent SINR-allocation problem and then propose two efficient algorithms, i.e., a bi-direction gradient method (BDGM) and an iterative water-filling (IWF) algorithm with guaranteed convergence properties. The proposed algorithms are applicable to single-cell, multi-cell, and cell-free systems, and can achieve satisfactory performance at lower complexity.
多输入多输出(MIMO)技术是通信系统的基础技术,其中预编码在提高频谱效率方面起着至关重要的作用。大多数现有的预编码方法要么假设无限块长度(IBL),要么只处理单个和功率约束(SPC)。然而,现实系统通常在有限块长度(FBL)下运行,特别是在超可靠低延迟通信(URLLC)中,并且面临各种功率限制,例如每个天线和每个组的功率限制。这使得IBL速率公式不充分,需要采用预编码方法来解决FBL体制中的各种功率限制。在这封信中,我们的目标是在服务质量(QoS)要求和混合功率约束(mpc)下提高MIMO系统的整体FBL速率性能,这些约束可以包含各种功率限制。与以往直接解决原始非凸预编码设计问题的方法不同,我们首先将其转化为等效sinr分配问题,然后提出了两种有效的算法,即双向梯度法(BDGM)和迭代注水(IWF)算法,并保证了收敛性。该算法适用于单小区、多小区和无小区系统,并能在较低的复杂度下获得令人满意的性能。
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引用次数: 0
Masked Autoencoder for Few-Shot Specific Emitter Identification: An Attention-Enhanced Approach 基于掩码自编码器的少射特定发射器识别:一种增强注意的方法
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-23 DOI: 10.1109/LCOMM.2026.3667034
Long Yang;Wencong Li;Zhenhan Zhao;Yuchen Zhou;Fanggang Wang;Huaiyu Tang
Deep learning methods exhibit limited performance in few-shot specific emitter identification tasks due to the scarcity of labeled training samples. To address this challenge, this letter proposes an attention-enhanced masked autoencoder framework that consists of a pre-training stage with unlabeled auxiliary samples and a fine-tuning stage with limited labeled samples. During the pre-training stage, we employ a teacher-student training framework that integrates masked sample reconstruction and teacher-student feature alignment. In particular, for the student network, we introduce an attention-enhanced masking strategy and a scaled mean squared error loss to enhance representation capabilities. During the fine-tuning stage, the pre-trained feature extractor and classifier are jointly optimized on the limited labeled data. Simulation experiments demonstrate that our proposed framework outperforms other state-of-the-art methods by using an open-source LoRa dataset.
由于标记训练样本的稀缺性,深度学习方法在少数特定的发射器识别任务中表现出有限的性能。为了应对这一挑战,本文提出了一个注意力增强的掩码自编码器框架,该框架由一个带有未标记辅助样本的预训练阶段和一个带有有限标记样本的微调阶段组成。在预训练阶段,我们采用了一个师生训练框架,该框架集成了屏蔽样本重构和师生特征对齐。特别地,对于学生网络,我们引入了一种注意力增强的掩蔽策略和缩放的均方误差损失来增强表示能力。在微调阶段,预先训练好的特征提取器和分类器在有限的标记数据上进行联合优化。仿真实验表明,通过使用开源的LoRa数据集,我们提出的框架优于其他最先进的方法。
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引用次数: 0
Cellular-Connected UAV Flight Velocity Estimation Using a 3D Linear Path 基于三维线性路径的蜂窝互联无人机飞行速度估计
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-19 DOI: 10.1109/LCOMM.2026.3664862
Ajay Kumar;Sateesh Kumar Awasthi
Estimation of the flight velocity of unmanned aerial vehicles (UAVs) in cellular networks is essential for effective resource management. In this letter, we present a novel approach for estimating the flying velocity of a cellular-connected UAV along a three-dimensional (3D) linear trajectory using handover count. The azimuth and elevation angles of the UAV, along with its velocity, ground base station (GBS) density, and the handover control parameters, all have a significant impact on the handover count for a UAV flying along a 3D linear path. To provide a realistic description of the wireless environment, we use stochastic geometry in our system model to depict the distribution of GBSs with a density of $lambda $ . We use the observed handover count as the primary input and structure the velocity estimate problem as a maximum likelihood estimate (MLE) problem. The Cramér-Rao Lower Bound (CRLB) for the UAV estimated velocity is also determined. The proposed estimator shows statistical efficiency, as its variance closely matches the Cramér-Rao Lower Bound (CRLB). The numerical findings validate the accuracy of our approach for estimating the velocity of the UAV in a realistic cellular environment.
蜂窝网络中无人机的飞行速度估计对于有效的资源管理至关重要。在这封信中,我们提出了一种利用切换计数估计蜂窝连接无人机沿三维(3D)线性轨迹飞行速度的新方法。无人机的方位角和仰角,以及其速度、地面基站(GBS)密度和切换控制参数,都对沿三维线性路径飞行的无人机的切换次数有显著影响。为了提供对无线环境的真实描述,我们在系统模型中使用随机几何来描述密度为$lambda $的gbs分布。我们使用观察到的切换计数作为主要输入,并将速度估计问题结构为最大似然估计(MLE)问题。确定了无人机估计速度的cram - rao下限(CRLB)。由于其方差与cram - rao下界(CRLB)密切匹配,所提出的估计量显示出统计效率。数值结果验证了该方法在真实细胞环境下估计无人机速度的准确性。
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引用次数: 0
Physical-Layer Obfuscation in MIMO–SSK Systems With Imperfect CSI and Spatial Correlation 具有不完全CSI和空间相关性的MIMO-SSK系统中的物理层混淆
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-02-16 DOI: 10.1109/LCOMM.2026.3665107
Raed Mesleh;Saud Althunibat
A computationally secure physical-layer obfuscation framework for multiple-input multiple-output (MIMO) systems based on space shift keying (SSK) is proposed in this letter, while accounting for imperfect channel estimation and spatial channel correlation. The obfuscation principle relies on exploiting channel reciprocity in time-division duplexing (TDD), whereby the transmitter and the legitimate receiver independently estimate per-antenna fading powers and construct an identical permutation vector to reorder the transmit constellation in each coherence interval. For an SSK system with $N_{t}$ transmit antennas, the permutation is derived from the relative ordering of per-antenna channel powers. This design allows for refreshed key that avoids explicit key exchange with negligible signaling overhead. At the same time, an eavesdropper observing an independent or partially correlated channel is forced to decode using a mismatched constellation. Consequently, decoding ambiguity is significantly increased, enlarging the brute-force search space to the order of $N_{t}!$ , which render blind constellation recovery computationally infeasible. Results demonstrate that channel estimation errors and spatial correlation impairments introduce only modest performance degradation at the legitimate receiver while strongly suppressing the eavesdropper’s achievable information rate. Performance is investigated in terms of average bit error rate (ABER), mutual information (MI), generalized mutual information (GMI), equivocation, and information leakage.
本文提出了一种基于空间移位键控(SSK)的多输入多输出(MIMO)系统计算安全的物理层混淆框架,同时考虑了不完全信道估计和空间信道相关。该混淆原理依赖于利用时分双工(TDD)中的信道互反性,即发射机和合法接收机独立估计每根天线的衰落功率并构造相同的排列向量,从而在每个相干间隔内对发射星座进行重新排序。对于具有$N_{t}$发射天线的SSK系统,排列是由每天线信道功率的相对排序得来的。这种设计允许刷新密钥,避免显式密钥交换,而信号开销可以忽略不计。同时,观察独立或部分相关信道的窃听者被迫使用不匹配的星座进行解码。因此,解码歧义显著增加,将暴力搜索空间扩大到$N_{t}!$,这使得盲星座恢复在计算上是不可行的。结果表明,信道估计误差和空间相关损伤只会在合法接收端引起适度的性能下降,但会强烈抑制窃听者可实现的信息速率。性能从平均误码率(ABER)、互信息(MI)、广义互信息(GMI)、歧义和信息泄漏等方面进行了研究。
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引用次数: 0
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