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A 3-CS Distributed Federated Transfer Learning Framework for Intelligent Edge Optical Networks 智能边缘光网络的3-CS分布式联邦迁移学习框架
Pub Date : 2021-07-29 DOI: 10.3389/frcmn.2021.700912
Hui Yang, Q. Yao, B. Bao, Chao Li, Danshi Wang, Jie Zhang, M. Cheriet
With the rapid development of optical network and edge computing, the operation efficiency of the edge optical network has become more and more important, requiring an intelligent approach to enhance the network performance. To enhance the intelligence of the edge optical network, this article firstly provides the demand for the development of edge optical networks. Then, a cross-scene, cross-spectrum, and cross-service (3-CS) architecture for edge optical networks is presented. Finally, a federated transfer learning (FTL) framework, realizing a distributed intelligence edge optical network, is proposed. The usability of the proposed framework is verified by simulation.
随着光网络和边缘计算的快速发展,边缘光网络的运行效率变得越来越重要,需要一种智能的方式来提升网络性能。为了提高边缘光网络的智能化,本文首先提出了边缘光网络发展的需求。然后,提出了一种用于边缘光网络的跨场景、跨频谱、跨业务(3-CS)架构。最后,提出了一个实现分布式智能边缘光网络的联邦迁移学习(FTL)框架。通过仿真验证了该框架的可用性。
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引用次数: 1
Short-Range Wireless Transmission in the 300 GHz Band Using Low-Profile Wavelength-Scaled Dielectric Cuboid Antennas 采用低轮廓波长尺度介电长方体天线的300ghz频段短距离无线传输
Pub Date : 2021-07-16 DOI: 10.3389/frcmn.2021.702968
Kazuki Yamada, Yuto Samura, O. Minin, A. Kanno, N. Sekine, Junichi Nakajima, I. Minin, S. Hisatake
A short-range terahertz (THz) wireless transmission in the 300 GHz band is demonstrated using low-profile wavelength-scaled dielectric transmitting and receiving cuboid antennas (DCAs). These dielectric cuboid antennas are made of polytetrafluoroethylene with dimensions of approximately 1.2 mm × 1.2 mm × 1.3 mm. The near-field pattern of a DCA at 300 GHz was measured using an electro-optic sensing technique, and its far-field pattern characterization was based on the near-field to far-field transformation. The measured antenna gain was 15.06 ± 0.06 dBi. By employing DCAs as transmitting and receiving antennas, a 17.5 Gbps data transmission rate at distances of approximately 200 and 50 mm with bit error rates of 3.31 × 10–3 and 7.51 × 10–7 respectively, is demonstrated. The proposed mesoscopic scale DCA is a promising antenna type in intra-device communications and Kiosk download applications for future mobile devices operating in the 300 GHz band.
使用低轮廓波长尺度介质发射和接收长方体天线(DCAs)演示了300 GHz频段的短距离太赫兹(THz)无线传输。这些电介质长方体天线由聚四氟乙烯制成,尺寸约为1.2 mm × 1.2 mm × 1.3 mm。采用电光传感技术测量了300 GHz DCA的近场方向图,并基于近场到远场变换对其远场方向图进行了表征。测得天线增益为15.06±0.06 dBi。采用dca作为发射天线和接收天线,在约200和50 mm距离上的数据传输速率为17.5 Gbps,误码率分别为3.31 × 10-3和7.51 × 10-7。提议的介观尺度DCA是一种很有前途的天线类型,适用于300ghz频段的未来移动设备的设备内通信和Kiosk下载应用。
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引用次数: 8
A Review and Comparison of the State-of-the-Art Techniques for Atrial Fibrillation Detection and Skin Hydration 房颤检测与皮肤水合作用的最新技术综述与比较
Pub Date : 2021-07-15 DOI: 10.3389/frcmn.2021.679502
S. Liaqat, K. Dashtipour, A. Zahid, K. Arshad, Sana Ullah Jan, K. Assaleh, N. Ramzan
Atrial fibrillation (AF) is one of the most common types of cardiac arrhythmia, with a prevalence of 1–2% in the community, increasing the risk of stroke and myocardial infarction. Early detection of AF, typically causing an irregular and abnormally fast heart rate, can help reduce the risk of strokes that are more common among older people. Intelligent models capable of automatic detection of AF in its earliest possible stages can improve the early diagnosis and treatment. Luckily, this can be made possible with the information about the heart's rhythm and electrical activity provided through electrocardiogram (ECG) and the decision-making machine learning-based autonomous models. In addition, AF has a direct impact on the skin hydration level and, hence, can be used as a measure for detection. In this paper, we present an independent review along with a comparative analysis of the state-of-the-art techniques proposed for AF detection using ECG and skin hydration levels. This paper also highlights the effects of AF on skin hydration level that is missing in most of the previous studies.
房颤(AF)是最常见的心律失常类型之一,在社区中患病率为1-2%,增加了卒中和心肌梗死的风险。房颤通常会引起不规则和异常快速的心率,早期发现房颤有助于降低老年人中更常见的中风风险。能够在早期自动检测AF的智能模型可以提高AF的早期诊断和治疗。幸运的是,这可以通过心电图(ECG)和基于机器学习的决策自主模型提供的心律和电活动信息来实现。此外,房颤对皮肤水合水平有直接影响,因此可以作为一种检测手段。在本文中,我们提出了一项独立的审查,并对使用ECG和皮肤水合水平检测AF的最先进技术进行了比较分析。本文还强调了AF对皮肤水合水平的影响,这在以往的大多数研究中是缺失的。
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引用次数: 4
On Addressing Heterogeneity in Federated Learning for Autonomous Vehicles Connected to a Drone Orchestrator 与无人机协调器连接的自动驾驶汽车联邦学习中的异质性问题研究
Pub Date : 2021-07-12 DOI: 10.3389/frcmn.2021.709946
I. Donevski, J. Nielsen, P. Popovski
In this paper we envision a federated learning (FL) scenario in service of amending the performance of autonomous road vehicles, through a drone traffic monitor (DTM), that also acts as an orchestrator. Expecting non-IID data distribution, we focus on the issue of accelerating the learning of a particular class of critical object (CO), that may harm the nominal operation of an autonomous vehicle. This can be done through proper allocation of the wireless resources for addressing learner and data heterogeneity. Thus, we propose a reactive method for the allocation of wireless resources, that happens dynamically each FL round, and is based on each learner’s contribution to the general model. In addition to this, we explore the use of static methods that remain constant across all rounds. Since we expect partial work from each learner, we use the FedProx FL algorithm, in the task of computer vision. For testing, we construct a non-IID data distribution of the MNIST and FMNIST datasets among four types of learners, in scenarios that represent the quickly changing environment. The results show that proactive measures are effective and versatile at improving system accuracy, and quickly learning the CO class when underrepresented in the network. Furthermore, the experiments show a tradeoff between FedProx intensity and resource allocation efforts. Nonetheless, a well adjusted FedProx local optimizer allows for an even better overall accuracy, particularly when using deeper neural network (NN) implementations.
在本文中,我们设想了一种联邦学习(FL)场景,通过无人机交通监视器(DTM)来修改自动道路车辆的性能,无人机交通监视器也充当协调器。期望非iid数据分布,我们专注于加速学习特定类别的关键对象(CO)的问题,这可能会损害自动驾驶汽车的名义操作。这可以通过合理分配无线资源来解决学习者和数据的异构性。因此,我们提出了一种响应式的无线资源分配方法,该方法基于每个学习者对通用模型的贡献,在每个FL轮中动态地进行分配。除此之外,我们还探索了在所有回合中保持不变的静态方法的使用。由于我们期望每个学习者完成部分工作,因此我们在计算机视觉任务中使用FedProx FL算法。为了进行测试,我们在四种类型的学习器中构建了MNIST和FMNIST数据集的非iid数据分布,这些数据集代表了快速变化的环境。结果表明,主动措施在提高系统精度和快速学习网络中代表性不足的CO类方面是有效和通用的。此外,实验显示了FedProx强度和资源分配努力之间的权衡。尽管如此,调整良好的FedProx局部优化器可以提供更好的整体精度,特别是在使用更深层的神经网络(NN)实现时。
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引用次数: 5
Polarity Reversal Effect of a Memristor From the Circuit Point of View and Insights Into the Memristor Fuse 从电路角度看忆阻器的极性反转效应及对忆阻熔断器的认识
Pub Date : 2021-07-07 DOI: 10.3389/frcmn.2021.647528
A. Isah, A. S. Tchakoutio Nguetcho, S. Binczak, J. Bilbault
As the memristor device is asymmetrical in nature, it is not a bilateral element like the resistor in terms of circuit functionality. Thus, it causes hindrance in some memristor-based applications such as in cellular nonlinear network neighborhood connections and in some application areas where its orientation is essentially expected to act as a bilateral circuit element reliable for bidirectional communication, for example, in signal and image processing or in electrical synapse devices. We introduce a memristor-based network for each purpose where we replace the conventional series resistances by memristors. The memristor asymmetry is described from the circuit point of view allowing us to observe its interaction within the network. Moreover, a memristor fuse is proposed in order to achieve the memristive effect with symmetry, which is formed basically by connecting two memristors antiserially. We, therefore, analyze the memristor fuse from its basic principle along with the theoretical analysis and then observe the response from the circuit point of view.
由于忆阻器器件本质上是不对称的,因此就电路功能而言,它不像电阻器那样是一个双边元件。因此,它会在一些基于忆阻器的应用中造成阻碍,例如在细胞非线性网络邻域连接中,以及在一些应用领域中,它的方向基本上被期望作为双向通信可靠的双边电路元件,例如在信号和图像处理或电突触设备中。我们为每个目的引入了一个基于忆阻器的网络,我们用忆阻器取代了传统的串联电阻。从电路的角度描述了忆阻器的不对称性,使我们能够观察其在网络中的相互作用。此外,为了实现对称的忆阻效应,提出了一种忆阻熔断器,它基本上是通过将两个忆阻器反串联而形成的。因此,我们从记忆电阻熔断器的基本原理出发,结合理论分析对其进行分析,然后从电路的角度观察其响应。
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引用次数: 1
Experimental Demonstration of a mmWave Passive Access Point Extender Based on a Binary Reconfigurable Intelligent Surface 基于二进制可重构智能表面的毫米波无源接入点扩展器实验演示
Pub Date : 2021-07-05 DOI: 10.3389/frcmn.2021.733891
V. Popov, M. Odit, J. Gros, V. Lenets, A. Kumagai, M. Fink, Kotaro Enomoto, G. Lerosey
As data rates demands are exploding, 5G will soon rely on mmWaves that offer much higher bandwidths. Yet at these frequencies, attenuation and diffraction of waves require point to point communications with beamforming base stations that are complex and power greedy. Furthermore, since any obstacle at these frequencies completely blocks the waves, the networks must be extremely dense, resulting in dramatic increase of its cost. One way to avoid this problem is to redirect beams coming from base stations at many locations with Reconfigurable Intelligent Surfaces, in order to increase their coverage even in cluttered environments. Here we describe and experimentally demonstrate a binary tunable metasurface operating at 28 GHz, based on standard PCB and off the shelves PIN diodes. We show that it can be used as a Reconfigurable Intelligent Surface that beamforms an incoming plane wave at a given angle to one or several outgoing plane waves at angles reconfigurable in real time. Most importantly we use this 20 cm × 20 cm reconfigurable Intelligent Surface alongside software defined radio and up/down converters at 28 GHz, and demonstrate a wireless link between an emitter and a receiver 10 m away, in a non-line-of-sight configuration, hence proving the validity of the approach.
随着数据速率需求的爆炸式增长,5G将很快依赖于提供更高带宽的毫米波。然而,在这些频率下,波的衰减和衍射需要与波束成形基站进行点对点通信,这是复杂和耗电的。此外,由于这些频率上的任何障碍物都完全阻挡了电波,因此网络必须非常密集,从而导致其成本急剧增加。避免这个问题的一种方法是用可重构智能表面重新定向来自许多位置的基站的波束,以便在混乱的环境中增加它们的覆盖范围。在这里,我们描述并实验演示了一个基于标准PCB和现成的PIN二极管工作在28ghz的二进制可调谐超表面。我们表明,它可以作为一个可重构智能表面,以给定的角度将入射平面波波束成一个或几个以可重构的角度发出的平面波。最重要的是,我们将这个20厘米× 20厘米可重构智能表面与软件定义的无线电和28 GHz的上/下转换器一起使用,并在非视距配置中演示了发射器和接收器之间10米远的无线链路,从而证明了该方法的有效性。
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引用次数: 25
Potential for Deep Rural Broadband Coverage With Terrestrial and Non-Terrestrial Radio Networks 利用地面和非地面无线网络实现农村宽带深度覆盖的潜力
Pub Date : 2021-07-05 DOI: 10.3389/frcmn.2021.691625
Luca Feltrin, N. Jalden, E. Trojer, Gustav Wikström
Since the first generation of cellular networks was rolled out, the priority has been to improve the connectivity and capacity of densely populated areas, such as urban centers, whereas rural areas received less attention. The lower subscriber density of such areas makes it difficult to get a positive business case with current wireless technologies and current cost structures. Base stations are deployed more sparsely in rural areas and are typically shared by several operators and are thus not able to provide high-performance connectivity, compared to urban areas, resulting in a connectivity gap. Third Generation Partnership Project (3GPP) is currently introducing Non-Terrestrial Networks (NTN) in 5G NR scope with Release 17 for broadband services, and this development will likely continue in 6G networks. In parallel, Sparse Terrestrial Networks (STN) using high towers and large antenna arrays, are being developed to deliver very long transmission ranges. In this paper we discuss the characteristics and the expected performance of networks based on satellites or terrestrial large cell networks, in relation to the traffic density and required infrastructure, with a focus on remote and sparsely populated areas. The two solutions are found to deliver in complementary traffic and partly different use case scenarios.
自第一代蜂窝网络推出以来,优先考虑的是改善城市中心等人口稠密地区的连通性和容量,而农村地区受到的关注较少。这些地区的用户密度较低,以目前的无线技术和成本结构,很难获得积极的商业案例。与城市地区相比,基站在农村地区的部署更为稀疏,通常由多家运营商共享,因此无法提供高性能连接,从而导致连接差距。第三代合作伙伴计划(3GPP)目前正在推出5G NR范围内的非地面网络(NTN),其第17版用于宽带服务,这一发展可能会在6G网络中继续。同时,使用高塔和大型天线阵列的稀疏地面网络(STN)正在开发中,以提供非常长的传输范围。在本文中,我们讨论了基于卫星或地面大型蜂窝网络的网络的特点和预期性能,与交通密度和所需的基础设施有关,重点是偏远和人口稀少的地区。我们发现这两种解决方案提供了互补的流量和部分不同的用例场景。
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引用次数: 6
Universal Transceivers: Opportunities and Future Directions for the Internet of Everything (IoE) 通用收发器:万物互联(IoE)的机遇与未来方向
Pub Date : 2021-06-30 DOI: 10.3389/frcmn.2021.733664
Meltem Civas, Oktay Cetinkaya, M. Kuscu, Ö. Akan
The Internet of Everything (IoE) is a recently introduced information and communication technology (ICT) framework promising for extending the human connectivity to the entire universe, which itself can be regarded as a natural IoE, an interconnected network of everything we perceive. The countless number of opportunities that can be enabled by IoE through a blend of heterogeneous ICT technologies across different scales and environments and a seamless interface with the natural IoE impose several fundamental challenges, such as interoperability, ubiquitous connectivity, energy efficiency, and miniaturization. The key to address these challenges is to advance our communication technology to match the multi-scale, multi-modal, and dynamic features of the natural IoE. To this end, we introduce a new communication device concept, namely the universal IoE transceiver, that encompasses transceiver architectures that are characterized by multi-modality in communication (with modalities such as molecular, RF/THz, optical and acoustic) and in energy harvesting (with modalities such as mechanical, solar, biochemical), modularity, tunability, and scalability. Focusing on these fundamental traits, we provide an overview of the opportunities that can be opened up by micro/nanoscale universal transceiver architectures towards realizing the IoE applications. We also discuss the most pressing challenges in implementing such transceivers and briefly review the open research directions. Our discussion is particularly focused on the opportunities and challenges pertaining to the IoE physical layer, which can enable the efficient and effective design of higher-level techniques. We believe that such universal transceivers can pave the way for seamless connection and communication with the universe at a deeper level and pioneer the construction of the forthcoming IoE landscape. Index Terms – Internet of Everything, Universal IoE Transceiver, Interoperability, Multi-modality, Hybrid Energy Harvesting, Molecular Communications, THz Communications, Graphene and related nanomaterials.
万物互联(IoE)是最近推出的一种信息和通信技术(ICT)框架,有望将人类的连接扩展到整个宇宙,它本身可以被视为一种自然的IoE,即我们所感知的一切相互连接的网络。通过混合不同规模和环境的异构ICT技术以及与自然IoE的无缝接口,IoE可以实现无数的机会,这带来了一些根本性的挑战,如互操作性、无处不在的连接、能源效率和小型化。解决这些挑战的关键是推进我们的通信技术,以适应自然物联网的多尺度、多模态和动态特征。为此,我们引入了一种新的通信设备概念,即通用IoE收发器,它包含以通信(具有分子,RF/THz,光学和声学等模式)和能量收集(具有机械,太阳能,生化等模式),模块化,可调性和可扩展性等多模态为特征的收发器架构。针对这些基本特征,我们概述了微/纳米级通用收发器架构在实现物联网应用方面可能带来的机遇。我们还讨论了实现这种收发器的最紧迫的挑战,并简要回顾了开放的研究方向。我们的讨论特别集中在与IoE物理层相关的机遇和挑战,它可以实现更高级技术的高效设计。我们相信,这种通用收发器可以为与宇宙的更深层次的无缝连接和通信铺平道路,并开创即将到来的IoE景观的建设。索引术语-万物互联,通用物联网收发器,互操作性,多模态,混合能量收集,分子通信,太赫兹通信,石墨烯及相关纳米材料。
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引用次数: 9
Smarter Grid in the 5G Era: A Framework Integrating Power Internet of Things With a Cyber Physical System 5G时代的智能电网:电力物联网与网络物理系统集成框架
Pub Date : 2021-06-24 DOI: 10.3389/frcmn.2021.689590
Yuanjie Liu, Xiongping Yang, Wenkun Wen, Minghua Xia
As the energy infrastructure of smart cities, smart grid upgrades traditional power grid systems with state-of-the-art information and communication technologies. In particular, as the full deployment of the Internet of Things in the power grid (a.k.a. power Internet of Things or PIoT), the newly introduced information flow together with inherent energy flow makes it more efficient for power generation, transmission, distribution, and consumption. To further exploit the precious energy and the latest 5G technologies, this article boosts to add a value flow in the smart grid, mainly including the value created by innovative services and market mechanisms and the value added by the information flow. Specifically, by integrating PIoT with cyber-physical systems, this article sketches a conceptual framework of the cyber-physical power system (CPPS). The CPPS carries out holistic perception and ubiquitous connection of distributed energy sources and electrical facilities and builds up a smarter power grid with global information interaction, intelligent decision-making, and real-time agile control. Finally, for illustration purposes, we conduct a case study regarding an intelligent home management system.
智能电网作为智慧城市的能源基础设施,以先进的信息通信技术对传统电网系统进行升级。特别是随着物联网在电网中的全面部署(又称电力物联网或PIoT),新引入的信息流与固有的能量流一起,使其在发电、输电、配电和用电方面更加高效。为了进一步利用宝贵的能源和最新的5G技术,本文提出了智能电网的增值价值流,主要包括创新服务和市场机制创造的价值和信息流创造的价值。具体而言,通过将PIoT与网络物理系统集成,本文概述了网络物理电力系统(CPPS)的概念框架。CPPS实现分布式能源和电力设施的整体感知和泛在连接,构建具有全局信息交互、智能决策、实时敏捷控制的智能电网。最后,为了说明目的,我们对智能家居管理系统进行了一个案例研究。
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引用次数: 21
A Differential Modulation Scheme for Metasurface-Based Terahertz Communications 一种基于超表面的太赫兹通信差分调制方案
Pub Date : 2021-06-22 DOI: 10.3389/frcmn.2021.687233
Shuaishuai Guo, Jia Ye, Peng Zhang
Metasurface-based terahertz (THz) modulators, which carry information by changing the spatial pattern of the metasurface at every symbol time, are an important component to establish low-cost low-energy–consuming THz communication systems. This paper proposes a differential spatial THz modulation (DSTM) scheme for metasurface-assisted THz communications. In DSTM, the metasurface pattern activation orders are employed to carry information, instead of the metasurface patterns themselves. In this way, the DSTM receiver can perform differential detection without knowing the metasurface response to incident THz signals and the channel state information. The proposed DSTM scheme is applicable to all kinds of metasurfaces enabling THz communications, including transmissive metasurfaces and reflective metasurfaces. For high-rate DSTM systems, we propose an efficient bits-to-activation-order mapping method and a low-complexity detection method. Simulations are conducted to demonstrate the performance of the proposed scheme. It is shown that the proposed scheme pays acceptable penalty compared to the non-differential modulation scheme with coherent detection, which needs to know the metasurface response to the incident signals as well as all the channel state information.
基于元表面的太赫兹(THz)调制器是建立低成本、低能耗太赫兹通信系统的重要组成部分,它通过改变元表面在每个符号时间的空间模式来携带信息。提出了一种用于超表面辅助太赫兹通信的差分空间太赫兹调制(DSTM)方案。在DSTM中,使用元表面模式激活顺序来携带信息,而不是使用元表面模式本身。这样,DSTM接收机可以在不知道对入射太赫兹信号的元表面响应和信道状态信息的情况下进行差分检测。提出的DSTM方案适用于实现太赫兹通信的各种元表面,包括传输元表面和反射元表面。对于高速率DSTM系统,我们提出了一种有效的位-激活阶映射方法和一种低复杂度的检测方法。通过仿真验证了所提方案的性能。结果表明,该方案比具有相干检测的非差分调制方案支付了可接受的代价,该方案需要知道入射信号的元表面响应以及所有信道状态信息。
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引用次数: 1
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