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RIS-Assisted Integrated Sensing and Hybrid Symbiotic Radio Systems ris辅助集成传感和混合共生无线电系统
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-01-23 DOI: 10.1109/LCOMM.2026.3657464
Bin Lyu;Haofan Du;Zongyuan Deng;Yan Liu;Changsheng You;Arumugam Nallanathan
This letter proposes a reconfigurable intelligent surface (RIS) assisted integrated sensing and hybrid symbiotic radio (ISAHSR) system, where the RIS is utilized to not only assist target sensing within the directions of interest, but also support hybrid symbiotic radio (HSR) communications with both parasitic SR (PSR) and commensal SR (CSR) in the absence of direct links. To enable HSR communications, we first introduce a hybrid modulation scheme combining RIS partitioning (RP) and hybrid phase shift (HPS), referred to as the RP–HPS scheme. For this scheme, we maximize the primary transmission performance under practical constraints on target sensing and hybrid secondary transmissions. A two-layer optimization framework is developed to obtain a high-quality solution. Then, we propose the Pure-HPS scheme, where both PSR and CSR setups are achieved solely through phase shift adjustments, eliminating the need for the RP operation. To optimize this scheme, we design a single-layer optimization algorithm with low complexity. Numerical results demonstrate that the Pure-HPS scheme achieves better performance with significantly reduced computational complexity compared to the RP–HPS scheme.
这封信提出了一个可重构的智能表面(RIS)辅助集成传感和混合共生无线电(ISAHSR)系统,其中RIS不仅用于协助感兴趣方向内的目标传感,而且还支持混合共生无线电(HSR)与寄生SR (PSR)和共生SR (CSR)在没有直接链接的情况下进行通信。为了实现高铁通信,我们首先引入了一种结合RIS分区(RP)和混合相移(HPS)的混合调制方案,称为RP - HPS方案。该方案在目标传感和混合二次传输的实际约束下,最大限度地提高了主传输性能。为了获得高质量的解,设计了一个两层优化框架。然后,我们提出了Pure-HPS方案,其中PSR和CSR设置仅通过相移调整来实现,从而消除了RP操作的需要。为了优化该方案,我们设计了一个低复杂度的单层优化算法。数值结果表明,与RP-HPS方案相比,Pure-HPS方案具有更好的性能,且计算复杂度显著降低。
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引用次数: 0
Beamforming Design and Performance Analysis of Discrete Phase-Controlled RIS-Assisted mmWave ISAC Systems 离散相控ris辅助毫米波ISAC系统波束形成设计与性能分析
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-01-23 DOI: 10.1109/LCOMM.2026.3657403
Guanxing Zhang;He Wen;Jie Zhang
To address signal blockage challenges associated with the millimeter-wave (mmWave) band, we explore the potential of reconfigurable intelligent surfaces (RIS) to enhance performance of integrated sensing and communication (ISAC) systems. Unlike most studies assuming continuous phase control, we consider the more practical scenario of discrete phase-shifted RIS. Simulation results show that RIS in mmWave ISAC systems can mitigate blockage by building a virtual line-of-sight (LOS). Besides, we present the trade-off analysis of communication and radar performance using discrete phase-shifted RIS, comparing the continuous and discrete phase configurations in terms of mean square error (MSE) and normalized sideband power (NSP).
为了解决与毫米波(mmWave)频段相关的信号阻塞挑战,我们探索了可重构智能表面(RIS)的潜力,以提高集成传感和通信(ISAC)系统的性能。与大多数假设连续相位控制的研究不同,我们考虑了离散相移RIS的更实际的场景。仿真结果表明,RIS在毫米波ISAC系统中可以通过建立虚拟视距(LOS)来缓解阻塞。此外,我们提出了使用离散相移RIS的通信和雷达性能的权衡分析,比较了连续和离散相位配置在均方误差(MSE)和归一化边带功率(NSP)方面的差异。
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引用次数: 0
Receiver-Agnostic Radio Frequency Fingerprint Identification Using BERT and Two-Stage Knowledge Distillation 基于BERT和两阶段知识蒸馏的射频指纹识别
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-01-21 DOI: 10.1109/LCOMM.2026.3656814
Jiawen Shao;Zijiang Yang;Tiantian Tang;Chengcheng Liu;Yun Lin;Guan Gui
Deep-learning-based Radio Frequency Fingerprint Identification (RFFI) leverages hardware-induced imperfections for device authentication. However, cross-receiver shifts induce category-dependent errors, and practical deployment is constrained by the trade-off between model complexity and latency. To address this, we propose a receiver-agnostic, multi-modal RFFI method that integrates Convolutional Neural Network (CNN)-derived spatial cues, Bidirectional Encoder Representations from Transformers (BERT)-based temporal modeling, and Carrier Frequency Offset (CFO) features. A two-stage knowledge distillation strategy transfers knowledge from a high-capacity Teacher (utilizing all modalities with 7.15M parameters) to a lightweight Student (utilizing only spatial and CFO features with 2.38M parameters). The Student operates without the computationally intensive BERT module during inference, achieving 66.7% parameter reduction. Under challenging cross-receiver conditions with a 9:3 receiver split, the Teacher achieves 88.77% accuracy, while the Distilled Student achieves 89.82% accuracy. The standalone Student without distillation achieves only 85.40%, demonstrating a + 4.42% improvement from cross-modal knowledge transfer. With 2.5 ms inference latency, the distilled model enables practical, receiver-agnostic RFFI deployment.
基于深度学习的射频指纹识别(RFFI)利用硬件导致的设备身份验证缺陷。然而,跨接收方转移会导致类别相关的错误,并且实际部署受到模型复杂性和延迟之间权衡的约束。为了解决这个问题,我们提出了一种与接收器无关的多模态RFFI方法,该方法集成了卷积神经网络(CNN)衍生的空间线索、基于变形器的双向编码器表示(BERT)的时间建模和载波频率偏移(CFO)特征。两阶段知识蒸馏策略将知识从高容量教师(利用所有模式,拥有7.15M个参数)转移到轻量级学生(仅利用空间和CFO特征,拥有2.38M个参数)。在推理过程中,学生在没有计算密集型BERT模块的情况下运行,实现了66.7%的参数缩减。在具有挑战性的交叉接收器条件下,接收器分割为9:3,教师达到88.77%的准确率,而蒸馏学生达到89.82%的准确率。没有蒸馏的独立Student仅达到85.40%,表明跨模式知识转移提高了+ 4.42%。通过2.5 ms的推理延迟,提炼的模型可以实现实际的、与接收方无关的RFFI部署。
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引用次数: 0
Analysis of the Real-Time Monitoring Error for the Ornstein–Uhlenbeck Process in the D/GI/1 Queue D/GI/1队列中Ornstein-Uhlenbeck进程实时监控误差分析
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-01-20 DOI: 10.1109/LCOMM.2026.3656455
Masahiro Higashida;Yoshiaki Inoue
We analyze the mean squared error (MSE) in real-time monitoring of an Ornstein-Uhlenbeck (OU) process with observational noise, using multiple past samples to improve estimation. Assuming a D/GI/1 queueing model for system delay, we show that the time-averaged MSE decomposes into two components: (i) a term involving the Laplace-Stieltjes transform (LST) of the age of information (AoI), and (ii) a term determined by the number of observations $m$ and the parameters of the OU process and noise. We further derive a closed-form expression for this latter term and investigate its limiting behavior.
利用多个过去样本,分析了具有观测噪声的Ornstein-Uhlenbeck (OU)过程实时监测中的均方误差(MSE)。假设系统延迟为D/GI/1排队模型,我们证明了时间平均MSE分解为两个组成部分:(i)涉及信息年龄(AoI)的拉普拉斯-斯蒂尔杰斯变换(LST)的项,以及(ii)由观测数$m$和OU过程参数和噪声决定的项。我们进一步推导了后一项的封闭表达式,并研究了它的极限性质。
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引用次数: 0
Localized Mismatch Filter Design for Dual-Function Radar-Communication Waveforms 双功能雷达通信波形的局部失配滤波器设计
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-01-19 DOI: 10.1109/LCOMM.2026.3655560
Hao Tang;Yongjun Liu;Guisheng Liao;Xuchen Liu;Heming Wang;Xiaoyang Dong
In the dual-function radar-communication (DFRC) system, due to variations in communication information, the matched filter output of each DFRC waveform exhibits distinct range sidelobe structures, referred as range sidelobe modulation (RSM), which will degrade the clutter cancellation performance and increase residual clutter energy after moving target indication (MTI) processing. To solve this problem, a localized mismatch filter (LMMF) design method is proposed in this letter. First, a joint weighted optimization problem in terms of sidelobe level (SLL), similarity, and signal-to-noise ratio (SNR) loss is formulated. Then, the LMMF design method based on the alternating direction method of multipliers (ADMM) is proposed, and its convergence and complexity are discussed. Finally, several numerical results are given to demonstrate the effectiveness of the proposed method.
在双功能雷达通信(DFRC)系统中,由于通信信息的变化,每个DFRC波形的匹配滤波器输出呈现出不同的距离旁瓣结构,称为距离旁瓣调制(RSM),这将降低杂波抵消性能,增加运动目标指示(MTI)处理后的剩余杂波能量。为了解决这一问题,本文提出了一种局部失配滤波器(LMMF)设计方法。首先,根据旁瓣电平(SLL)、相似度和信噪比(SNR)损失建立联合加权优化问题。然后,提出了基于乘法器交替方向法(ADMM)的LMMF设计方法,并对其收敛性和复杂度进行了讨论。最后给出了若干数值结果,验证了所提方法的有效性。
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引用次数: 0
On Group Connected Transmissive Beyond Diagonal RIS for MIMO Systems MIMO系统的群连接超对角RIS传输
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-01-19 DOI: 10.1109/LCOMM.2026.3655827
Mert İlgüy;Berna Özbek;Didier Le Ruyet
Reconfigurable intelligent surfaces (RIS) have emerged as an important technology for next-generation wireless networks by intelligently manipulating the wireless propagation environment. Beyond Diagonal RIS (BD-RIS) extends the traditional RIS architecture by allowing non-diagonal reflection matrices, enabling more flexible signal manipulation. Transmissive RIS (T-RIS), on the other hand, facilitates the transmission of signals through the metasurfaces. In this paper, we propose a novel design called transmissive BD-RIS (T-BD-RIS), which integrates the functionalities of BD-RIS and T-RIS to enhance the user data rate. We design an algorithm for the group connected (GC) configuration, which jointly optimizes the beamforming at the base station, the T-BD-RIS transmission matrix, and the receive combiner at the user side. The fully connected (FC) and single connected (SC) cases are special instances of the proposed generic GC design, obtained by an appropriate choice of the number of groups. We evaluate the performance of various schemes, demonstrating the potential of the proposed approach.
可重构智能表面(RIS)通过对无线传播环境进行智能控制,已成为下一代无线网络的重要技术。超越对角RIS (BD-RIS)扩展了传统的RIS架构,允许非对角反射矩阵,实现更灵活的信号操作。另一方面,传输RIS (T-RIS)促进了信号通过元表面的传输。在本文中,我们提出了一种新的设计,称为传输BD-RIS (T-BD-RIS),它集成了BD-RIS和T-RIS的功能,以提高用户数据速率。本文设计了一种组连接(GC)配置算法,该算法共同优化了基站的波束形成、T-BD-RIS传输矩阵和用户端的接收组合器。完全连接(FC)和单连接(SC)的情况是提出的通用GC设计的特殊实例,通过适当选择组的数量来获得。我们评估了各种方案的性能,证明了所提出方法的潜力。
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引用次数: 0
Delay Minimization in Pinching-Antenna-Enabled NOMA-MEC Networks 窄带天线支持的NOMA-MEC网络延迟最小化
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-01-19 DOI: 10.1109/LCOMM.2026.3655158
Yuan Ai;Xidong Mu;Pengbo Si;Yuanwei Liu
This letter proposes a novel pinching antenna systems (PASS) enabled non-orthogonal multiple access (NOMA) multi-access edge computing (MEC) framework. An optimization problem is formulated to minimize the maximum task delay by optimizing offloading ratios, transmit powers, and pinching antenna (PA) positions, subject to constraints on maximum transmit power, user energy budgets, and minimum PA separation to mitigate coupling effects. To address the non-convex problem, a bisection search-based alternating optimization (AO) algorithm is developed, where each subproblem is iteratively solved for a given task delay. Numerical simulations demonstrate that the proposed framework significantly reduces the task delay compared to benchmark schemes.
这封信提出了一种新的掐位天线系统(PASS)支持非正交多址(NOMA)多址边缘计算(MEC)框架。在最大发射功率、用户能量预算和最小天线间隔的约束下,通过优化卸载比、发射功率和夹紧天线(PA)位置来最小化最大任务延迟,从而制定了优化问题。为了解决非凸问题,提出了一种基于对分搜索的交替优化(AO)算法,该算法对给定的任务延迟迭代求解每个子问题。数值仿真表明,与基准方案相比,该框架显著降低了任务延迟。
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引用次数: 0
P-RQNM: Multi-Agent Resource Allocation Optimization in Vehicular Networks via Predictive Residual Q-Networks P-RQNM:基于预测残差q网络的车辆网络多智能体资源分配优化
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-01-19 DOI: 10.1109/LCOMM.2026.3655445
Hui Ji;Fei Ding;Xuanjie Tong;Guangying Wang;Yue Zheng
In this letter, we address efficient communication and resource allocation for vehicular networks in urban environments. Due to spectrum reuse and rapidly varying interference, joint spectrum allocation and power control become particularly challenging in such scenarios. To tackle this problem, we formulate a system-level optimization framework and propose a multi-agent reinforcement learning approach termed the Predictive Residual Q-Network Method (P-RQNM). An LSTM-based predictor is employed to predict short-term interference from historical observations, while a residual Q-network refines individual Q-values using trajectory statistics to improve decision consistency and contribute to more stable training behavior. Simulation results under urban vehicular scenarios show that P-RQNM outperforms baseline multi-agent value-decomposition methods in terms of link capacity, transmission reliability, and convergence behavior, demonstrating robust performance across diverse traffic densities and loads and practical potential for urban vehicular networks.
在这封信中,我们讨论了城市环境中车辆网络的有效通信和资源分配。由于频谱复用和快速变化的干扰,在这种情况下,联合频谱分配和功率控制变得特别具有挑战性。为了解决这个问题,我们制定了一个系统级优化框架,并提出了一种多智能体强化学习方法,称为预测残差q -网络方法(P-RQNM)。使用基于lstm的预测器来预测历史观测的短期干扰,而残差q -网络使用轨迹统计来细化单个q值,以提高决策一致性,并有助于更稳定的训练行为。在城市车辆场景下的仿真结果表明,P-RQNM在链路容量、传输可靠性和收敛行为方面优于基线多智能体值分解方法,在不同交通密度和负载下表现出稳健的性能,并具有应用于城市车辆网络的潜力。
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引用次数: 0
Adversarial Defense in Modulation Recognition via Diffusion and Segment-Wise Classification 基于扩散和分段分类的调制识别中的对抗防御
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-01-19 DOI: 10.1109/LCOMM.2026.3654956
Mingkun Li;Pengyu Wang;Yuhan Dong;Jinshu Chen;Zhaocheng Wang
With the development of wireless communication devices, due to limited spectrum resources and rising interference, the importance of effective spectrum sensing techniques has drawn much attention. Hereby, modulation recognition serves as a cornerstone for non-cooperative communications and anti-jamming operations. While deep learning becomes popular through autonomous feature extraction, its vulnerability to adversarial attacks poses critical security risks. To address this challenge, FlowSlicer is proposed based on diffusion models for the modulation recognition domain. Furthermore, we explore a segmented recognition strategy for communication signals and propose an aggregation algorithm to enhance the modulation recognition. Simulation results validate the robustness of FlowSlicer under various adversarial attack strategies.
随着无线通信设备的发展,由于频谱资源有限,干扰不断增加,有效的频谱感知技术的重要性引起了人们的重视。因此,调制识别作为非合作通信和抗干扰操作的基石。虽然深度学习通过自主特征提取而变得流行,但它对对抗性攻击的脆弱性构成了严重的安全风险。为了解决这一问题,在调制识别领域提出了基于扩散模型的FlowSlicer。在此基础上,探讨了通信信号的分段识别策略,并提出了一种增强调制识别的聚合算法。仿真结果验证了FlowSlicer在各种对抗攻击策略下的鲁棒性。
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引用次数: 0
Movable-Element RIS-Aided Wireless Communications: An Element-Wise Position Optimization Approach 可动元件ris辅助无线通信:一种元件明智的位置优化方法
IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2026-01-19 DOI: 10.1109/LCOMM.2026.3655084
Jingjing Zhao;Qingyi Huang;Kaiquan Cai;Quan Zhou;Xidong Mu;Yuanwei Liu
A point-to-point movable element (ME) enabled reconfigurable intelligent surface (ME-RIS) communication system is investigated, where each element position can be flexibly adjusted to create favorable channel conditions. For maximizing the communication rate, an efficient ME position optimization approach is proposed. Specifically, by characterizing the cascaded channel power gain in an element-wise manner, the position of each ME is iteratively updated by invoking the successive convex approximation method. Numerical results unveil that: 1) proposed element-wise ME position optimization algorithm outperforms the standard gradient ascent algorithm (GAA) which is easily trapped in local optima and 2) ME-RIS significantly improves the communication rate compared to the conventional RIS with fixed-position elements.
研究了一种点对点可移动元件(ME)可重构智能表面(ME- ris)通信系统,其中每个元件的位置可以灵活调整,以创造有利的信道条件。为了使通信速率最大化,提出了一种有效的ME位置优化方法。具体而言,通过以单元方式表征级联信道功率增益,通过调用连续凸近似方法迭代更新每个ME的位置。数值结果表明:1)基于单元的ME-RIS位置优化算法优于容易陷入局部最优的标准梯度上升算法(GAA); 2)与传统的固定位置单元的RIS相比,ME-RIS显著提高了通信速率。
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引用次数: 0
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