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EMF-Aware Probabilistic Shaping Design for Hardware-Distorted Communication Systems 硬件失真通信系统的电磁感知概率整形设计
Pub Date : 2022-05-30 DOI: 10.3389/frcmn.2022.859809
Sidrah Javed, A. Elzanaty, Osama Amin, Mohamed-Slim Alouini, B. Shihada
The fifth-generation cellular network requires dense installation of radio base stations (BS) to support the ever-increasing demands of high throughput and coverage. The ongoing deployment has triggered some health concerns among the community. To address this uncertainty, we propose an EMF-aware probabilistic shaping design for hardware-distorted communication systems. The proposed scheme aims to minimize human exposure to radio frequency (RF) radiations while achieving the target throughput using probabilistic shaping. The joint optimization of the transmit power and nonuniform symbol probabilities is a non–convex optimization problem. Therefore, we employ alternate optimization and successive convex approximation to solve the subsequent problems. Our findings reveal a significant reduction in the users’ exposure to EMF while achieving the requisite quality of service with the help of probabilistic shaping in a hardware-distorted communication system.
第五代蜂窝网络需要密集安装无线基站(BS),以支持不断增长的高吞吐量和覆盖需求。正在进行的部署在社区中引发了一些健康问题。为了解决这种不确定性,我们提出了一种针对硬件失真通信系统的电磁感知概率整形设计。提出的方案旨在最大限度地减少人体暴露于射频(RF)辐射,同时使用概率整形实现目标吞吐量。发射功率和非均匀符号概率的联合优化是一个非凸优化问题。因此,我们采用交替优化和连续凸逼近来解决后续问题。我们的研究结果显示,在硬件失真通信系统中,借助概率整形实现必要的服务质量的同时,显著减少了用户对EMF的暴露。
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引用次数: 3
Mixed FSO/RF Based Multiple HAPs Assisted Multiuser Multiantenna Terrestrial Communication 基于混合FSO/RF的多HAPs辅助多用户多天线地面通信
Pub Date : 2022-05-20 DOI: 10.3389/frcmn.2022.746201
P. Singya, Mohamed-Slim Alouini
In this work, a mixed free-space optics (FSO)/radio-frequency (RF) based multiple serial high altitude platforms (HAPs) assisted multiuser multiantenna terrestrial communication system is considered. For the considered multi-hop system, earth station to HAP and HAP to HAP links are assumed as FSO links, and HAP to terrestrial mobile users (MUs) link is assumed as RF link. At the FSO detector both the heterodyne detection and intensity modulation direct detection techniques are considered. Atmospheric turbulence of the ES to HAP FSO link is modeled with Gamma-Gamma fading along with the pointing error impairments. As HAP situates in the stratosphere, negligible atmospheric turbulence exists at HAP altitude (20 km), hence, only pointing error is considered for the inter HAP links. Further, the HAP consists of multiantenna array to provide high data-rates to the terrestrial users via RF links, considered to be Nakagami-m distributed. The intermediate HAPs perform selective decode-and-forward relaying and opportunistic user scheduling is performed for the best user selection. For the performance analysis, analytical expression of overall outage probability is obtained and the impact of various selection parameters like pointing error, FSO detection type, MU selection, number of antennas, and RF fading severity are observed on the outage performance. Asymptotic outage probability is also derived to obtain the diversity order of the considered communication system. Further, considering various modulation schemes, a generalized average bit-error-rate expression is derived and the impact of pointing error, FSO detection type, MU selection, number of antennas, and RF fading severity are observed on its performance. Finally, derived results are validated through Monte-Carlo simulations.
在这项工作中,考虑了基于自由空间光学(FSO)/射频(RF)的混合多串行高空平台(HAPs)辅助多用户多天线地面通信系统。对于所考虑的多跳系统,假定地面站到HAP和HAP到HAP链路为FSO链路,假定HAP到地面移动用户(mu)链路为RF链路。在FSO探测器上,考虑了外差检测和强度调制直接检测技术。利用伽玛-伽玛衰落和指向误差损伤对ES - HAP FSO链路的大气湍流进行了建模。由于HAP位于平流层,在HAP高度(20km)存在可忽略不计的大气湍流,因此仅考虑HAP间链路的指向误差。此外,HAP由多天线阵列组成,通过RF链路向地面用户提供高数据速率,被认为是中川分布的。中间HAPs执行选择性的译码转发中继,并执行机会用户调度以实现最佳用户选择。对于性能分析,得到了总体中断概率的解析表达式,并观察了指向误差、FSO检测类型、MU选择、天线数量、射频衰落严重程度等各种选择参数对中断性能的影响。导出了渐近中断概率,得到了所考虑的通信系统的分集阶数。进一步,在考虑各种调制方案的情况下,推导了广义平均误码率表达式,并观察了指向误差、FSO检测类型、MU选择、天线数量和射频衰落严重程度对其性能的影响。最后,通过蒙特卡罗仿真验证了所得结果。
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引用次数: 3
A Survey on Robust Modulation Requirements for the Next Generation Personal Satellite Communications 下一代个人卫星通信鲁棒调制需求研究
Pub Date : 2022-05-17 DOI: 10.3389/frcmn.2022.850781
Julius Ssimbwa, Byungju Lim, Ju-Hyung Lee, Young-Chai Ko
The unrelenting technological advancement in the generation of wireless networks in recent years has awakened the motion concerning the inclusion of satellites in personal communications. Leveraging their ability to provide wide coverage, uniform services, wide bandwidth, and so forth, Satellite systems will be expected to co-exist with the current state-of-the-art infrastructure of terrestrial networks. Herein, we present a comparative study on the representative digital modulation techniques for use in personal satellite communications. We discuss the advantages and limitations of different modulation techniques, such as phase shift keying, continuous phase modulation, amplitude phase shift keying, and quadrature amplitude modulation. We also perform evaluations based on spectral efficiency, power efficiency, modulation error ratio, error vector magnitude, and peak-to-average power ratio in the presence of high power amplifier nonlinearities and Doppler effects. Comparisons in the form of tables, illustrations, and curves are also presented. In correspondence to the comparisons made basing on the aforementioned metrics, we conclude that continuous phase modulation is the best candidate modulation scheme for personal satellite communications since it outperforms other schemes by compromising the trade-off between power efficiency, bandwidth efficiency, and immunity to errors. We further present open issues that would reinforce personal satellite communications in terms of reliability, throughput and latency, other than power and spectral efficiency, if combined with appropriate modulation schemes.
近年来,无线网络一代技术的不断进步唤醒了将卫星纳入个人通信的运动。利用卫星系统提供广泛覆盖、统一服务、宽带宽等的能力,卫星系统将有望与当前最先进的地面网络基础设施共存。在此,我们对用于个人卫星通信的代表性数字调制技术进行了比较研究。我们讨论了不同调制技术的优点和局限性,例如相移键控、连续相位调制、幅度相移键控和正交幅度调制。我们还在高功率放大器非线性和多普勒效应存在的情况下,根据频谱效率、功率效率、调制错误率、误差矢量幅度和峰均功率比进行评估。还以表格、插图和曲线的形式进行了比较。根据上述指标所做的比较,我们得出结论,连续相位调制是个人卫星通信的最佳候选调制方案,因为它通过在功率效率、带宽效率和抗误差之间的权衡而优于其他方案。我们进一步提出开放的问题,将加强个人卫星通信方面的可靠性,吞吐量和延迟,除了功率和频谱效率,如果结合适当的调制方案。
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引用次数: 1
Neural Network Equalizer in Visible Light Communication: State of the Art and Future Trends 可见光通信中的神经网络均衡器:技术现状和未来趋势
Pub Date : 2022-04-28 DOI: 10.3389/frcmn.2022.824593
Jianyang Shi, Ouhan Huang, Yinaer Ha, Wenqing Niu, Ruizhe Jin, Guojin Qin, Zengyi Xu, N. Chi
As 6G research progresses, both visible light communication (VLC) and artificial intelligence (AI) become important components, which makes them appear to converge. Neural networks (NN) as equalizers are gradually occupying an increasingly important position in the research of the physical layer of VLC, especially in nonlinear compensation. In this paper, we will propose three categories of neural network equalizers, including input data reconfiguration NN, network reconfiguration NN and loss function reconfiguration NN. We give the definitions of these three neural networks and their applications in VLC systems. This work allows the reader to have a clearer understanding and future trends of neural networks in visible light communication, especially in terms of equalizers.
随着6G研究的深入,可见光通信(VLC)和人工智能(AI)都成为重要的组成部分,这使得它们出现了融合。神经网络作为均衡器在VLC物理层的研究中,尤其是非线性补偿中逐渐占据着越来越重要的地位。本文将提出三种神经网络均衡器,包括输入数据重构神经网络、网络重构神经网络和损失函数重构神经网络。给出了这三种神经网络的定义及其在VLC系统中的应用。这项工作可以让读者更清楚地了解神经网络在可见光通信中的未来趋势,特别是在均衡器方面。
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引用次数: 1
Smart Self-Coherent Optical Communication for Short Distances 短距离智能自相干光通信
Pub Date : 2022-04-27 DOI: 10.3389/frcmn.2022.867045
Pantea Nadimi Goki, Muhammad Imran, F. Cavaliere, L. Potí
We proposed and investigated a high-performance, energy-efficient, and low-cost self-homodyne coherent detection transmission (SHCDT) system for the 5G access network segment assuring high capacity and light digital signal processing (DSP) at the same time, avoiding the local oscillator for detection. The system implementation is based on a code-based spectral shaping at the transmitter and carrier extractor at the receiver. In the self-homodyne coherent system, a continuous wave carrier is transmitted together with the modulated signal. After transmission, at the receiver, the carrier is extracted and used as a local oscillator (LO) to prevent frequency offset with respect to the transmitted signal and phase noise, resulting in a decrease in the digital signal processing (DSP) complexity. Transmission results indicate that even a low portion of the residual local oscillator (LO) on the transmitted signal at the receiver side can lead to an increase in the signal-to-noise ratio (OSNR) penalty. Consequently, applying a proper technique to separate the unmodulated carrier and the modulated signal is the key to the system’s performance. We evaluated the self-homodyne coherent system performance through numerical analysis and experimental validation. The performance of the proposed self-coherent system, using a narrow bandwidth Fabry–Perot filter for optical carrier extraction, is evaluated experimentally on a 28 Gbaud dual-polarization 16QAM transmission system considering different code block lengths for signal spectral shaping through bit-error-rate (BER) measurements.
我们提出并研究了一种高性能、节能、低成本的5G接入网段自同差相干检测传输(SHCDT)系统,同时保证了高容量和轻数字信号处理(DSP),避免了本地振荡器的检测。该系统的实现是基于基于编码的频谱整形在发射机和载波提取在接收机。在自同差相干系统中,连续载波与调制信号一起传输。传输后,在接收器处提取载波并用作本振(LO),以防止传输信号的频率偏移和相位噪声,从而降低数字信号处理(DSP)的复杂性。传输结果表明,即使接收端传输信号中残余本振(LO)的比例很低,也会导致信噪比(OSNR)惩罚的增加。因此,采用适当的技术分离未调制载波和调制信号是影响系统性能的关键。通过数值分析和实验验证,对自净相干系统的性能进行了评价。采用窄带Fabry-Perot滤波器进行光载波提取的自相干系统,在28 Gbaud双极化16QAM传输系统上进行了实验评估,并考虑了不同码块长度,通过误码率(BER)测量对信号进行频谱整形。
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引用次数: 0
Lessons From the Commercial Failure of Project Loon for 6G Research Roadmap Design 从Loon项目的商业失败中吸取教训,设计6G研究路线图
Pub Date : 2022-04-04 DOI: 10.3389/frcmn.2022.867581
Liang Zhang, Chuanting Zhang, Shuping Dang, B. Shihada
Currently, the sixth-generation (6G) communication research roadmap is being frequently discussed and designed, in which, undoubtedly, aerial telecommunication infrastructures play crucial roles for boosting transmission capacity, enlarging coverage, and democratizing the benefits of information and communications technology (ICT) over the globe. However, the sudden news released in January 2021 that Alphabet is shutting down Project Loon, one of the most important projects enabling communications over aerial infrastructures, surprises the academia of communications science. There is no question that the failure of Project Loon will yield profound impacts on and even shift the current 6G research roadmap design. The latent mismatch between academia and industry in communication science should also raise adequate attention. Therefore, in this article, we analyze the commercial failure of Project Loon by public information from reliable sources and summarize a series of important lessons for the 6G research roadmap design.
目前,第六代(6G)通信研究路线图正在频繁讨论和设计,其中,毫无疑问,空中电信基础设施在提高传输容量,扩大覆盖范围以及在全球范围内实现信息通信技术(ICT)的民主化方面发挥着至关重要的作用。然而,2021年1月,Alphabet突然宣布将关闭Loon项目,这一最重要的空中基础设施通信项目之一,令通信科学界感到意外。毫无疑问,Project Loon的失败将对目前的6G研究路线图设计产生深远的影响,甚至改变。在传播学领域,学界与产业界潜在的不匹配也应引起足够的重视。因此,在本文中,我们通过可靠来源的公开信息来分析Project Loon的商业失败,并总结出一系列对于6G研究路线图设计的重要经验教训。
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引用次数: 0
Incentive-Based Delay Minimization for 6G-Enabled Wireless Federated Learning 基于激励的6g无线联邦学习延迟最小化
Pub Date : 2022-03-30 DOI: 10.3389/frcmn.2022.827105
Pavlos S. Bouzinis, P. Diamantoulakis, G. Karagiannidis
Federated Learning (FL) is a promising decentralized machine learning technique, which can be efficiently used to reduce the latency and deal with the data privacy in the next 6th generation (6G) of wireless networks. However, the finite computation and communication resources of the wireless devices, is a limiting factor for their very low latency requirements, while users need incentives for spending their constrained resources. In this direction, we propose an incentive mechanism for Wireless FL (WFL), which motivates users to utilize their available radio and computation resources, in order to achieve a fast global convergence of the WFL process. More specifically, we model the interaction among users and the server as a Stackelberg game, where users (followers) aim to maximize their utility/pay-off, while the server (leader) focuses on minimizing the global convergence time of the FL task. We analytically solve the Stackelberg game and derive the optimal strategies for both the server and the user set, corresponding to the Stackelberg equilibrium. Following that, we consider the presence of malicious users, who may attempt to mislead the server with false information throughout the game, aiming to further increase their utility. To alleviate this burden, we propose a deep learning-aided secure mechanism at the servers’ side, which detects malicious users and prevents them from participating into the WFL process. Simulations verify the effectiveness of the proposed method, which result in increased users’ utility and reduced global convergence time, compared with various baseline schemes. Finally, the proposed mechanism for detecting the users’ behavior seems to be very promising in increasing the security of WFL-based networks.
联邦学习(FL)是一种很有前途的分散机器学习技术,可以有效地用于减少下一代第六代(6G)无线网络的延迟和处理数据隐私。然而,无线设备有限的计算和通信资源是其极低延迟要求的限制因素,而用户需要激励来花费有限的资源。在这个方向上,我们提出了一种激励机制,激励用户利用他们可用的无线电和计算资源,以实现无线FL过程的快速全局收敛。更具体地说,我们将用户和服务器之间的交互建模为Stackelberg游戏,其中用户(追随者)的目标是最大化他们的效用/回报,而服务器(领导者)专注于最小化FL任务的全局收敛时间。我们解析求解了Stackelberg博弈,导出了服务器和用户集的最优策略,对应于Stackelberg均衡。在此之后,我们考虑恶意用户的存在,他们可能会在整个游戏过程中试图用虚假信息误导服务器,旨在进一步提高他们的效用。为了减轻这种负担,我们在服务器端提出了一种深度学习辅助的安全机制,该机制可以检测恶意用户并阻止他们参与WFL进程。仿真结果验证了该方法的有效性,与各种基准方案相比,提高了用户的使用效率,缩短了全局收敛时间。最后,所提出的检测用户行为的机制在提高基于wfl的网络的安全性方面似乎非常有希望。
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引用次数: 1
Bruce Lee-Inspired Fluid Antenna System: Six Research Topics and the Potentials for 6G 李小龙式流体天线系统:六大研究课题及6G发展潜力
Pub Date : 2022-03-24 DOI: 10.3389/frcmn.2022.853416
Kai‐Kit Wong, K. Tong, Yuanjun Shen, Yu Chen, Yangyang Zhang
While 5G is tasked to transform our lives for the better over the next 10 years, next-generation mobile communications, a.k.a. 6G, will undoubtedly demand even higher energy and spectral efficiencies capable of providing myriads of new services and experience to users everywhere they go. Although our technologies do evolve from one generation to the next, the root of the ambition in mobile communications has always been to ensure reliable performance from an uncertain, fluctuating medium. The previous generations have already seen numerous technologies such as advanced coding and signal processing, resource allocation, and most famously, multiple-input multiple-output to redeem some stability from the wireless medium. Inevitably, 6G will be built upon further disruptive technologies that enable another cycle of revolution. In this article, we examine one emerging technology, referred to as fluid antenna system that represents any software-controllable fluidic, conductive, or dielectric structure that can alter its shape and position to reconfigure the gain, radiation pattern, operating frequency, and other characteristics. Fluid antenna takes inspiration from Bruce Lee's Jeet Kune Do to innovate mobile communication systems design. In Bruce Lee's philosophy, one can imitate water to adapt combat style, whereas fluid antenna exploits the dynamic nature of fluids or switchable pixels to achieve ultimate flexibility for diversity and multiplexing benefits that have been unseen before in mobile devices, and the implication can be transformative. This article discusses the potential of fluid antenna systems for 6G, and in particular, we introduce six research topics in fluid antenna systems that if solved successfully could revolutionize mobile communications network design and optimization. This article intends to stimulate discussion that will help shape the development of 6G technologies.
虽然5G的任务是在未来10年改善我们的生活,但下一代移动通信,即6G,无疑将要求更高的能量和频谱效率,能够为用户提供无数的新服务和体验。虽然我们的技术确实从一代发展到下一代,但移动通信的根本目标始终是确保在不确定、波动的介质中实现可靠的性能。前几代人已经看到了许多技术,如先进的编码和信号处理,资源分配,以及最著名的多输入多输出,以从无线媒体中获得一些稳定性。不可避免的是,6G将建立在进一步颠覆性技术的基础上,从而实现另一个革命周期。在本文中,我们研究了一种新兴技术,称为流体天线系统,它代表了任何软件可控的流体、导电或介电结构,可以改变其形状和位置,以重新配置增益、辐射方向图、工作频率和其他特性。流体天线的灵感来自李小龙的截拳道创新移动通信系统的设计。在李小龙的哲学中,人们可以模仿水来适应战斗风格,而流体天线利用流体的动态特性或可切换像素来实现多样性和多路复用的终极灵活性,这在移动设备中是前所未有的,其含义可能是变革性的。本文讨论了6G流体天线系统的潜力,特别介绍了流体天线系统的六个研究课题,如果成功解决,将彻底改变移动通信网络的设计和优化。本文旨在激发有助于塑造6G技术发展的讨论。
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引用次数: 23
Non-Orthogonal Multiple Access: The Case of Improper Gaussian Signaling and Imperfect Successive Interference Cancellation 非正交多址:不正确高斯信号和不完全连续干扰抵消的情况
Pub Date : 2022-03-22 DOI: 10.3389/frcmn.2022.821037
Islam Abu Mahady, E. Bedeer, S. Ikki
This paper studies a two-user downlink non-orthogonal multiple access (NOMA) system that adopts an improper Gaussian signaling (IGS) strategy to compensate for the performance loss due to imperfect successive interference cancellation (SIC). Joint optimization problems are formulated to maximize the overall spectral efficiency and energy efficiency of a two-user NOMA system under minimum user-rate requirements and total power constraints. Sub-optimal solutions of IGS circularity coefficients and power allocation are obtained for the formulated problems. Furthermore, improper constellation diagrams are designed using widely linear transformation with predefined optimized IGS coefficients to study the impact of IGS on throughput and error performance. Simulation results show that the performance of IGS-based NOMA systems, where the IGS strategy is adopted by both users, outperforms that of the proper Gaussian signal (PGS)-based NOMA system under imperfect SIC.
本文研究了一种双用户下行非正交多址(NOMA)系统,该系统采用不正确的高斯信令(IGS)策略来补偿不完全连续干扰抵消(SIC)造成的性能损失。为了在最小用户速率要求和总功率约束下实现双用户NOMA系统频谱效率和能量效率的最大化,提出了联合优化问题。对所提出的问题得到了IGS圆度系数和功率分配的次优解。在此基础上,利用广义线性变换和预定义的优化IGS系数设计了不合理的星座图,研究了IGS对吞吐量和误差性能的影响。仿真结果表明,在不完全SIC条件下,采用IGS策略的基于IGS的NOMA系统的性能优于基于PGS的NOMA系统。
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引用次数: 0
Terahertz-Based Joint Communication and Sensing for Precision Agriculture: A 6G Use-Case 基于太赫兹的精准农业联合通信与传感:6G用例
Pub Date : 2022-03-11 DOI: 10.3389/frcmn.2022.836506
Muhammad Usman, Shuja Ansari, Ahmad Taha, A. Zahid, Q. Abbasi, M. Imran
By 2050, experts estimate that the agricultural produce must increase by 60%–70% to meet the needs of the ever increasing population of the world. To this aim, the concept of precision agriculture or smart farming has recently been coined. The idea of precision agriculture is well represented as a smart management system, having the ability to monitor, observe, sense, measure and control the health and water contents in plants at nano-scale and crops at macro-scale. The goal is to maximise the production while preserving the vital resources. The combination of terahertz (THz) based sensing technology to estimate plant health at a cellular level, and wireless sensor networks deployed within crops to monitor different variables while making intelligent decisions is far reaching. The integration and operation of such a macro-nano-sensor system requires a sustainable communication infrastructure that considers the demands of remote and agile agricultural environments. In this paper, an integrated sensing and communication system for plant health monitoring that utilises THz signals, is presented as a 6G use case. The joint architecture is outlined and various challenges including energy harvesting, practical implementation among others, followed by recommendations for future research are presented.
专家估计,到2050年,农业生产必须增加60%-70%,才能满足不断增长的世界人口的需求。为此,精准农业或智能农业的概念最近被创造出来。精准农业的概念是一种智能管理系统,能够在纳米尺度上监测、观察、感知、测量和控制植物的健康和水分含量,在宏观尺度上控制作物。目标是在保护重要资源的同时最大限度地提高产量。将基于太赫兹(THz)的传感技术结合起来,在细胞水平上估计植物健康状况,并在作物内部部署无线传感器网络,在做出智能决策的同时监测不同的变量,这一组合意义深远。这样一个宏观纳米传感器系统的集成和运行需要一个可持续的通信基础设施,考虑到远程和敏捷农业环境的需求。本文提出了一种利用太赫兹信号的植物健康监测综合传感和通信系统,作为6G用例。概述了联合架构和各种挑战,包括能量收集,实际实施等,随后提出了对未来研究的建议。
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引用次数: 9
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