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STAR-RIS-Assisted Multicast Communications in DFRC-UAV-Enabled ISAC Systems 星- ris辅助多播通信在dfrc - uav支持的ISAC系统中
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-11-25 DOI: 10.1109/LCOMM.2024.3505896
Longshen Chen;Jia Zhu;Yulong Zou;Yulei Lou;Yizhi Li
In this letter, we study a dual-function radar-communication unmanned aerial vehicle (DFRC-UAV)- enabled integrated sensing and communications (ISAC) system, and propose a simultaneously transmitting and reflecting reconfigurable intelligent surface (STAR-RIS) assisted DFRC-UAV-enabled ISAC scheme called SRaDUI, where a DFRC-UAV simultaneously senses ground targets and multicasts information to users assisted by a STAR-RIS. To improve the multicast capacity, we formulate an achievable rate maximization problem by jointly designing the scheduling of targets, the covariance matrices of the transmitted symbol vectors, the STAR-RIS coefficients, and the DFRC-UAV trajectory. To address this non-convex problem, we propose an alternating optimization (AO) based iterative algorithm, decomposing the original problem into a series of subproblems, which can be solved alternately to obtain suboptimal solutions based on the semidefinite relaxation (SDR) and successive convex approximation (SCA). Numerical results demonstrate the superiority of the proposed SRaDUI scheme and the effectiveness of the designed iterative algorithm.
在本文中,我们研究了一种双功能雷达-通信无人机(DFRC-UAV)集成传感和通信(ISAC)系统,并提出了一种同时发射和反射可重构智能表面(STAR-RIS)辅助DFRC-UAV的ISAC方案,称为SRaDUI,其中DFRC-UAV同时感知地面目标并在STAR-RIS的协助下向用户发送信息。为了提高组播容量,我们通过联合设计目标调度、传输符号矢量协方差矩阵、STAR-RIS系数和DFRC-UAV弹道,提出了一个可实现的速率最大化问题。为了解决这一非凸问题,我们提出了一种基于交替优化(AO)的迭代算法,将原问题分解为一系列子问题,这些子问题可以基于半定松弛(SDR)和逐次凸逼近(SCA)交替求解以获得次优解。数值结果证明了所提出的SRaDUI方案的优越性和所设计迭代算法的有效性。
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引用次数: 0
RIS-Aided Dual-Polarized MIMO: How Large a Surface Is Needed to Beat Single Polarization? ris辅助双极化MIMO:需要多大的表面才能战胜单极化?
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-11-22 DOI: 10.1109/LCOMM.2024.3504725
Zizhou Zheng;Huan Huang;Hongliang Zhang;A. Lee Swindlehurst
Dual-polarized (DP) multiple-input-multiple-output (MIMO) systems have been widely adopted in commercial mobile wireless communications. Such systems achieve multiplexing and diversity gain by exploiting the polarization dimension. However, existing studies have shown that the capacity of DP MIMO may not surpass that of single-polarized (SP) MIMO systems due to the cross-polarization coupling induced by the propagation environment. In this letter, we employ reconfigurable intelligent surfaces (RISs) to address this issue and investigate how large the surface should be to ensure a better performance for DP MIMO. Specifically, we first derive the capacities of DP and SP MIMO systems with an RIS, and then study the influence of the RIS size on the system capacity. Our analyses reveal how to deploy the RIS in a DP MIMO scenario.
双极化(DP)多输入多输出(MIMO)系统在商用移动无线通信中得到了广泛应用。该系统利用极化维数实现多路复用和分集增益。然而,已有研究表明,由于传播环境引起的交叉极化耦合,DP MIMO的容量可能无法超过单极化MIMO系统。在这封信中,我们采用可重构智能表面(RISs)来解决这个问题,并研究表面应该有多大才能确保DP MIMO具有更好的性能。具体来说,我们首先推导了带RIS的DP和SP MIMO系统的容量,然后研究了RIS大小对系统容量的影响。我们的分析揭示了如何在DP MIMO场景中部署RIS。
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引用次数: 0
Weighted Sum Power Minimization for Cooperative Spectrum Sharing in Cognitive Radio Networks 认知无线电网络中协同频谱共享的加权和功率最小化算法
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-11-22 DOI: 10.1109/LCOMM.2024.3504957
Yang Yu;Xiaoqing Tang
This letter introduces weighted sum power (WSP), a new performance metric for wireless resource allocation during cooperative spectrum sharing in cognitive radio networks, where the primary and secondary nodes have different priorities and quality of service (QoS) requirements. Compared to using energy efficiency (EE) and weighted sum energy efficiency (WSEE) as performance metrics and optimization objectives of wireless resource allocation towards green communication, the linear character of WSP can reduce the complexity of optimization problems. Meanwhile, the weights assigned to different nodes are beneficial for managing their power budget. Using WSP as the optimization objective, a suboptimal resource allocation scheme is proposed, leveraging linear programming and Newton’s method. Simulations verify that the proposed scheme provides near-optimal performance with low computation time. Furthermore, the initial approximate value selection in Newton’s method is also optimized to accelerate the proposed scheme.
本文介绍了在认知无线网络中,主从节点具有不同的优先级和服务质量(QoS)要求,加权和功率(WSP)是一种用于协作频谱共享过程中无线资源分配的新性能指标。与以能效(EE)和加权和能效(WSEE)作为面向绿色通信的无线资源分配的性能指标和优化目标相比,WSP的线性特性降低了优化问题的复杂性。同时,对不同节点分配的权重有利于管理节点的功率预算。以WSP为优化目标,利用线性规划和牛顿方法,提出了一种次优资源分配方案。仿真结果表明,该方案具有较低的计算时间和接近最优的性能。此外,还对牛顿法的初始近似值选择进行了优化,加快了算法的速度。
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引用次数: 0
Image-Based VLC Signal Demodulation Using Machine Learning 基于图像的VLC信号解调利用机器学习
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-11-22 DOI: 10.1109/LCOMM.2024.3504524
Kaleem Ullah;Maaz Salman;Javad Bolboli;Wan-Young Chung
Demodulation of visible light communication (VLC) signals using intensity modulation direct detection is limited by the noise inherent in the signal. To address this issue, we propose an enhanced machine learning (ML) image-based demodulator for on-off keying (OOK) modulated VLC signals. We designed and implemented a transmitter and receiver equipped with sensors to collect real-time environmental data. The transmission distance is varied, and the received waveform is converted into images. To minimize the computational load of the demodulator, we apply bicubic interpolation and image thresholding techniques to these images. Subsequently, we developed an ML-based demodulator using MobileNetV2 and trained the model with the collected dataset. To enhance the model’s versatility and accuracy, we used data augmentation techniques. Experimental results indicate that the proposed ML-driven demodulator significantly extends the communication range and increases noise tolerance, achieving a demodulation accuracy of 97.58%.
使用强度调制直接检测的可见光通信(VLC)信号解调受到信号固有噪声的限制。为了解决这个问题,我们提出了一种增强的基于机器学习(ML)图像的解调器,用于开关键控(OOK)调制的VLC信号。我们设计并实现了一个配备传感器的发射器和接收器,以收集实时环境数据。变换传输距离,将接收到的波形转换成图像。为了减少解调器的计算负荷,我们对这些图像应用了双三次插值和图像阈值分割技术。随后,我们使用MobileNetV2开发了基于ml的解调器,并使用收集的数据集训练模型。为了增强模型的通用性和准确性,我们使用了数据增强技术。实验结果表明,所提出的机器学习驱动解调器显著地扩展了通信范围,提高了噪声容忍度,解调精度达到97.58%。
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引用次数: 0
Strategic Backoff of Slotted ALOHA for Minimal Age of Information 最小信息时代开槽式ALOHA的战略撤退
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-11-22 DOI: 10.1109/LCOMM.2024.3504745
Alessandro Buratto;Andrea Munari;Leonardo Badia
Random access protocols are usually adopted in the Internet of Things to enable uncoordinated medium sharing. Tackling this setting, we explore the statistics of the packet inter-delivery times under slotted ALOHA contention, considering two backoff schemes (reactive vs. proactive). We further discuss the efficiency of these schemes in minimizing the average age of information. Finally, we investigate age minimization both as a centralized optimization and via game theory, obtaining numerical solutions for both cases. A reactive scheme applied in a centralized manner is found to be the most suitable to systems that require a bounded age, whereas a proactive solution applied distributedly is best used to minimize the average age.
在物联网中,通常采用随机访问协议来实现非协调的媒介共享。为了解决这个问题,我们研究了在有槽ALOHA争用下的数据包间传递时间的统计数据,并考虑了两种回退方案(被动与主动)。我们进一步讨论了这些方案在最小化平均信息年龄方面的效率。最后,我们将年龄最小化作为一个集中优化问题进行研究,并通过博弈论得到了这两种情况的数值解。研究发现,以集中方式应用的被动方案最适合于需要有界年龄的系统,而分散应用的主动解决方案最适合于最小化平均年龄。
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引用次数: 0
Full-Duplex Beyond Self-Interference: The Unlimited Sensing Way 超越自干扰的全双工:无限传感方式
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-11-22 DOI: 10.1109/LCOMM.2024.3505054
Ziang Liu;Ayush Bhandari;Bruno Clerckx
The success of full-stack full-duplex communication systems depends on how effectively one can achieve digital self-interference cancellation (SIC). Towards this end, in this letter, we consider unlimited sensing framework (USF) enabled full-duplex system. We show that by injecting folding non-linearities in the sensing pipeline, one can not only suppress self-interference but also recover the signal of interest (SoI). This approach leads to novel design of the receiver architecture that is complemented by a modulo-domain channel estimation method. We then demonstrate the advantages of $mathscr {M}_{lambda } $ -ADC by analyzing the relationship between quantization noise, quantization bits, and dynamic range. Numerical experiments show that the USF enabled receiver structure can achieve up to 40 dB digital SIC by using as few as 4-bits per sample. Our method outperforms the previous approach based on adaptive filters when it comes to digital SIC performance, SoI reconstruction, and detection.
全栈全双工通信系统的成功与否取决于能否有效地实现数字自干扰消除(SIC)。为此,在这封信中,我们考虑启用无限传感框架(USF)的全双工系统。我们证明,通过在传感管道中注入折叠非线性,不仅可以抑制自干扰,还可以恢复感兴趣的信号(SoI)。这种方法导致了接收机架构的新设计,并辅以模域信道估计方法。然后,通过分析量化噪声、量化位和动态范围之间的关系,我们展示了$mathscr {M}_{lambda} $ -ADC的优点。数值实验表明,启用USF的接收器结构可以实现高达40 dB的数字SIC,每个样本只需使用4位。在数字SIC性能、SoI重建和检测方面,我们的方法优于先前基于自适应滤波器的方法。
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引用次数: 0
Information Rates of Channels With Additive White Cauchy Noise 加性柯西白噪声信道的信息率
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-11-20 DOI: 10.1109/LCOMM.2024.3502753
Shuqin Pang;Wenyi Zhang
Information transmission over discrete-time channels with memoryless additive noise obeying a Cauchy, rather than Gaussian, distribution, are studied. The channel input satisfies an average power constraint. Upper and lower bounds to such additive white Cauchy noise (AWCN) channel capacity are established. In the high input power regime, the gap between upper and lower bounds is within 0.5 nats per channel use, and the lower bound can be achieved with Gaussian input. In the lower input power regime, the capacity can be asymptotically approached by employing antipodal input. It is shown that the AWCN decoder can be applied to additive white Gaussian noise (AWGN) channels with negligible rate loss, while the AWGN decoder when applied to AWCN channels cannot ensure reliable decoding. For the vector receiver case, it is shown that a linear combining receiver front end loses the channel combining gain, a phenomenon drastically different from AWGN vector channels.
研究了具有柯西分布而非高斯分布的无记忆加性噪声的离散信道信息传输。通道输入满足平均功率约束。建立了加性白柯西噪声信道容量的上界和下界。在高输入功率情况下,每个通道使用的上限和下限之间的差距在0.5纳特以内,下限可以通过高斯输入实现。在较低的输入功率范围内,容量可以通过采用对映输入渐近逼近。结果表明,AWCN解码器可以应用于加性高斯白噪声(AWGN)信道,且速率损失可以忽略不计,而AWGN解码器应用于AWCN信道时不能保证可靠的解码。对于矢量接收机,线性组合接收机前端丢失信道组合增益,这一现象与AWGN矢量信道截然不同。
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引用次数: 0
Secure Indoor Localization Against Adversarial Attacks Using DCGAN 利用DCGAN对抗对抗性攻击的安全室内定位
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-11-20 DOI: 10.1109/LCOMM.2024.3503721
Qingli Yan;Wang Xiong;Hui-Ming Wang
The vulnerability of deep learning-based indoor Wi-Fi fingerprint localization methods to adversarial attacks significantly reduces localization performance. To overcome this challenge, we propose a defense strategy employing a deep convolutional generative adversarial network (DCGAN) to enhance the security of channel state information (CSI)-based localization methods while maintaining accuracy. Our approach eliminates adversarial perturbations before the adversarial samples are fed into the deep learning model for localization. The localization performance of the proposed DCGAN is evaluated through experiments conducted with commodity Wi-Fi devices in representative indoor environments. Experimental results demonstrate that the DCGAN model effectively mitigates adversarial interference while maintaining excellent localization accuracy under two white-box attacks and one black-box attack.
基于深度学习的室内Wi-Fi指纹定位方法容易受到对抗性攻击,大大降低了定位性能。为了克服这一挑战,我们提出了一种采用深度卷积生成对抗网络(DCGAN)的防御策略,以提高基于信道状态信息(CSI)的定位方法的安全性,同时保持准确性。我们的方法在对抗性样本被输入深度学习模型进行定位之前消除了对抗性扰动。通过在具有代表性的室内环境中使用商用Wi-Fi设备进行的实验,评估了所提出的DCGAN的定位性能。实验结果表明,在两次白盒攻击和一次黑盒攻击下,DCGAN模型能有效减轻对抗性干扰,同时保持良好的定位精度。
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引用次数: 0
Constellation Constraint-Based Superposed 32QAM Scheme for NOMA System 基于星座约束的NOMA系统32QAM叠加方案
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-11-20 DOI: 10.1109/LCOMM.2024.3503285
Chuxian Wang;Honghao Shi;Zhiyong Luo
In this letter, an odd-order superposed modulation scheme is studied in non-orthogonal multiple access (NOMA) system. Firstly, we design a novel superposed 32-quadrature amplitude modulation (QAM) constellation superposed by a novel 8QAM and quadrature phase shift keying (QPSK), where joint coding between QPSK and 8QAM is performed for 8QAM signal rotation. Then, a simplified optimal power allocation algorithm is given by maximizing the constellation constrained (CC) capacity at high SNR for obtaining optimal superposed constellation. Comparing with the superposed 32-phase-shift keying (PSK) scheme, our proposed scheme employing successive interference cancellation (SIC) for detection has a lower decoding complexity. Moreover, a wider power coefficient ratio range at the threshold of mutual information (MI) greater than 4.98 is achieved by our proposed scheme. It also demonstrates that the MI and BER performances of proposed scheme outperform than those of the other three schemes when the power coefficient ratio is optimal at high signal-to-noise ratio (SNR).
本文研究了非正交多址(NOMA)系统中的奇阶叠加调制方案。首先,我们设计了一种新型的32正交调幅(QAM)星座,该星座由一种新型的8QAM和正交相移键控(QPSK)叠加而成,QPSK和8QAM之间进行联合编码,实现8QAM信号旋转。然后,通过在高信噪比下最大化星座约束容量,给出了一种简化的最优功率分配算法,以获得最优叠加星座;与重叠32相移键控(PSK)方案相比,我们提出的采用连续干扰抵消(SIC)进行检测的方案具有较低的解码复杂度。此外,在互信息阈值(MI)大于4.98时,我们的方案实现了更宽的功率系数比范围。在高信噪比下,当功率系数比最优时,所提方案的MI和BER性能优于其他三种方案。
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引用次数: 0
Enhancing Sum-Rate Performance in Constrained Multicell Networks: A Low-Information Exchange Approach 增强约束多小区网络的和速率性能:一种低信息交换方法
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-11-20 DOI: 10.1109/LCOMM.2024.3503656
Youjin Kim;Jonggyu Jang;Hyun Jong Yang
Despite the extensive research on massive multi-input multi-output (MIMO) systems for 5G telecommunications and beyond, the reality is that many deployed base stations are equipped with a limited number of antennas rather than supporting massive MIMO configurations. Furthermore, while the cell-less network concept, which eliminates cell boundaries, is under investigation, practical deployments often grapple with significantly limited backhaul connection capacities between base stations. This letter explores techniques to maximize the sum-rate performance within the constraints of these more realistically equipped multicell networks. We propose an innovative approach that dramatically reduces the need for information exchange between base stations to a mere few bits, in stark contrast to conventional methods that require the exchange of hundreds of bits. Our proposed method not only addresses the limitations imposed by current network infrastructure but also showcases significantly improved performance under these constrained conditions.
尽管对5G及以后电信的大规模多输入多输出(MIMO)系统进行了广泛的研究,但现实情况是,许多部署的基站配备的天线数量有限,而不是支持大规模MIMO配置。此外,虽然消除小区边界的无小区网络概念正在研究中,但实际部署经常遇到基站之间回程连接容量明显有限的问题。这封信探讨了在这些更现实的多蜂窝网络的限制下最大化求和速率性能的技术。我们提出了一种创新的方法,可以将基站之间的信息交换需求大幅减少到几比特,与需要交换数百比特的传统方法形成鲜明对比。我们提出的方法不仅解决了当前网络基础设施所施加的限制,而且在这些约束条件下也展示了显着提高的性能。
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引用次数: 0
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