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2021 IEEE International Conference on Communications Workshops (ICC Workshops)最新文献

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Constructive Interference based Joint Combiner and Precoder Design in Multiuser MIMO Systems 多用户MIMO系统中基于建设性干扰的联合合成器和预编码器设计
Pub Date : 2021-06-01 DOI: 10.1109/ICCWorkshops50388.2021.9473661
Zhongxiang Wei, C. Masouros, T. Xu
Instead of suppressing multiuser interference as a harmful element by conventional precoders, constructive interference (CI) technique is able to exploit multiuser interference as a beneficial element for enhancing receiver performance. This paper is the first work investigating the feasibility of CI in multiuser multiple-input and multiple-output (MIMO) systems. A joint CI based combiner and precoder approach is proposed, and then a robust design is further developed taking into consideration of imperfect channel state information (CSI). Simulation shows that the proposed designs significantly outperform the existing benchmarks, and shows a high level of robustness against CSI error.
传统的预编码器将多用户干扰作为一种有害因素来抑制,而构造干扰(CI)技术能够利用多用户干扰作为一种有益因素来提高接收机的性能。本文首次研究了多用户多输入多输出(MIMO)系统中CI的可行性。提出了一种基于联合CI的组合器和预编码器方法,然后进一步开发了考虑不完全信道状态信息(CSI)的鲁棒设计。仿真表明,所提出的设计显著优于现有的基准,并显示出对CSI误差的高水平鲁棒性。
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引用次数: 0
Hierarchical Beam Alignment in Single-User MIMO Single-Carrier Frequency Division Multiple Access Terahertz Communication Systems 单用户MIMO单载波频分多址太赫兹通信系统的分层波束对准
Pub Date : 2021-06-01 DOI: 10.1109/ICCWorkshops50388.2021.9473531
Yifei Wu, Johannes Koch, M. Vossiek, W. Gerstacker
Single-carrier frequency division multiple access (SC-FDMA) is a promising technique for high data rate Terahertz (THz) communications in future beyond 5G systems. Beam alignment (BA) is considered as a mandatory solution to establish a reliable communication link in SC-FDMA THz communication. However, existing BA methods introduce a large latency in searching for the optimal beam. In this paper, we propose a multi-armed bandit algorithm referred to as hierarchical beam alignment (HBA) for single-user SC-FDMA THz systems to reduce the beam alignment latency. HBA utilizes a hierarchical structure in the adopted codebook and the prior knowledge regarding the frequency-selective fading of the channel to speed up the BA process. Both theoretical analysis and simulation results illustrate that HBA converges to the optimal beam with high probability. The latency introduced by HBA is significantly lower compared to an exhaustive search method.
单载波频分多址(SC-FDMA)是未来5G系统之外的高数据速率太赫兹(THz)通信的一种有前途的技术。波束对准(BA)被认为是SC-FDMA太赫兹通信中建立可靠通信链路的必要解决方案。然而,现有的BA方法在寻找最优波束时存在较大的延迟。在本文中,我们为单用户SC-FDMA太赫兹系统提出了一种称为分层波束对准(HBA)的多臂劫匪算法,以减少波束对准延迟。HBA利用所采用的码本中的分层结构和关于信道频率选择性衰落的先验知识来加速BA过程。理论分析和仿真结果表明,HBA具有高概率收敛到最优波束。与穷举搜索方法相比,HBA引入的延迟要低得多。
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引用次数: 3
Adjacent Channel Interference Suppression to Enhance Spectrum Sharing for Co-located Devices 抑制相邻信道干扰以增强同址设备的频谱共享
Pub Date : 2021-06-01 DOI: 10.1109/ICCWorkshops50388.2021.9473834
Xiaolei Huo, Wei Zhang, Wenbo Guo, Chenxing Li, Hongzhi Zhao, Ying Liu
The increasing demand for spectrum resources has prompted people to improve spectrum utilization by spectrum sharing technology. However, mutual interference between co-located wireless devices will cause spectrum conflicts and decrease the spectrum utilization. To tackle this issue, this paper presents a method to suppress the adjacent channel interference (ACI) between co-located wireless devices, which is caused by the transmitter nonlinear distortion. An auxiliary chain is deployed to regenerate the ACI, and a memory polynomial model is used to estimate the nonlinear characteristics of the system. Eventually, the ACI is reconstructed and subtracted from the received signal. Theoretical analysis of ACI elimination is presented, and the algorithm is subsequently verified by both simulation and experiment. The simulation and experimental results show that the proposed method can effectively relieve the ACI and enhance the spectrum sharing capability between co-located devices.
对频谱资源日益增长的需求促使人们通过频谱共享技术来提高频谱利用率。然而,同址无线设备之间的相互干扰会导致频谱冲突,降低频谱利用率。针对这一问题,本文提出了一种抑制同址无线设备间由发射机非线性失真引起的相邻信道干扰(ACI)的方法。利用辅助链重新生成ACI,利用记忆多项式模型估计系统的非线性特性。最后,从接收信号中重构并减去ACI。对ACI消除进行了理论分析,并通过仿真和实验对算法进行了验证。仿真和实验结果表明,该方法可以有效地缓解ACI,提高同址设备之间的频谱共享能力。
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引用次数: 3
A Framework For Intelligent DDoS Attack Detection and Response using SIEM and Ontology 基于SIEM和本体的DDoS攻击智能检测与响应框架
Pub Date : 2021-06-01 DOI: 10.1109/ICCWorkshops50388.2021.9473869
Salva Daneshgadeh Çakmakçi, Helmar Hutschenreuter, Christian Maeder, Thomas Kemmerich
In this paper, we propose an intelligent DDoS detection and response framework. It employs a Security Information and Event Management (SIEM) tool to detect different types of DDoS attacks using its incident detection engine. Additionally, it has an inference engine to automatically infer potential countermeasures to respond to and recover from DDoS attacks. The inference system continuously reasons for each reported incident and provides suggestions to keep the system stable. We model explicit knowledge of an IT-dependent organization at a high-level using ontologies for the organization, IT, security, and DDoS attacks. We demonstrate the connections of these ontologies with the inference system and a SIEM. This paper is a part of ongoing research for securing the maritime port ecosystem. The proposed framework not only automates the detection of DDoS attacks but also supports the implementation of automatic countermeasures. The framework can be used as a guide for cyber attack resilience in IT-dependent organizations by preventing, detecting, responding to and recovering from different types of cyber attacks.
本文提出了一种智能DDoS检测与响应框架。它采用SIEM (Security Information and Event Management)工具,通过事件检测引擎检测不同类型的DDoS攻击。此外,它还具有一个推理引擎,可以自动推断潜在的对策,以响应DDoS攻击并从攻击中恢复。推理系统不断地对每一个上报的事件进行推理,并提供建议以保持系统的稳定。我们使用组织、IT、安全性和DDoS攻击的本体在高层次上对依赖IT的组织的显式知识进行建模。我们演示了这些本体与推理系统和SIEM之间的联系。本文是正在进行的港口生态系统保护研究的一部分。该框架不仅可以自动检测DDoS攻击,还可以支持自动对策的实现。该框架可以通过预防、检测、响应和从不同类型的网络攻击中恢复,作为依赖it的组织的网络攻击弹性指南。
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引用次数: 3
An Updated Comparison of Four Low Earth Orbit Satellite Constellation Systems to Provide Global Broadband 提供全球宽带的四种低地球轨道卫星星座系统的更新比较
Pub Date : 2021-06-01 DOI: 10.1109/ICCWorkshops50388.2021.9473799
Nils Pachler, Iñigo Del Portillo, E. Crawley, B. Cameron
Twenty years of technological improvements have raised once again the question of the economic viability of offering Internet access from space using non-geostationary orbits (NGSO). Trying to answer this question, many established satellite operators (e.g., SES, Telesat) and newcomers (e.g., SpaceX, Amazon) have recently filed applications for these types of constellations, with SES currently operating a NGSO constellation in MEO. The new architectures rely on thousands of high-throughput satellites, combined with an even-larger ground segment, which will compete with and complement the terrestrial Internet infrastructure where it is inefficient or non-existent.This paper provides an updated comparison of four of the largest LEO mega-constellations, namely Telesat’s, OneWeb’s, SpaceX’s, and Amazon’s, in terms of throughput estimation. First, we present the configuration of each constellation as described in their FCC filings (as of January 2021), including pending propositions. Then, we briefly describe the methodology and models used for the system performance analysis, which includes statistical analyses of each system’s throughput, as well as orbit dynamics and atmospheric conditions. Finally, we discuss the results and argue how the changes in the filings affected the overall throughput estimation and satellite efficiency, in terms of average capacity utilization.Despite having the fewest satellites, Telesat achieves a similar throughput as SpaceX thanks to their dual gateway connection and wider field of regard. OneWeb manages to achieve second-to-highest throughput thanks to their largest constellation, despite having the lowest satellite utilization. The reduction in minimum elevation angle and altitude improves SpaceX’s previous results in both total throughput and satellite utilization. Amazon achieves the highest throughput at around 53.4 Tbps, at the cost of a larger ground segment. Finally, all architectures benefit from the usage of ISL, achieving improvements between 13% and 42% when using 20 Gbps connections.
二十年的技术进步再次提出了利用非地球静止轨道(NGSO)从太空提供互联网接入的经济可行性问题。为了回答这个问题,许多老牌卫星运营商(如SES、Telesat)和新来者(如SpaceX、亚马逊)最近都提交了这类星座的申请,其中SES目前在MEO运营一个NGSO星座。新的架构依赖于数千颗高通量卫星,结合更大的地面部分,这将与效率低下或根本不存在的地面互联网基础设施竞争和补充。本文提供了四个最大的LEO超级星座的最新比较,即Telesat、OneWeb、SpaceX和亚马逊的吞吐量估计。首先,我们介绍了每个星座在其FCC文件中所描述的配置(截至2021年1月),包括未决提案。然后,我们简要描述了用于系统性能分析的方法和模型,其中包括每个系统吞吐量的统计分析,以及轨道动力学和大气条件。最后,我们讨论了结果,并讨论了文件的变化如何影响总体吞吐量估计和卫星效率,就平均容量利用率而言。尽管拥有最少的卫星,但由于其双网关连接和更广泛的关注领域,Telesat实现了与SpaceX相似的吞吐量。尽管OneWeb的卫星利用率最低,但由于其最大的星座,它能够实现第二高的吞吐量。最小仰角和高度的降低提高了SpaceX之前在总吞吐量和卫星利用率方面的结果。亚马逊实现了最高的吞吐量,约为53.4 Tbps,代价是更大的地面段。最后,所有架构都受益于ISL的使用,在使用20gbps连接时实现了13%到42%的改进。
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引用次数: 77
Machine Learning-based Module for Monitoring LTE/WiFi Coexistence Networks Dynamics 基于机器学习的LTE/WiFi共存网络动态监测模块
Pub Date : 2021-06-01 DOI: 10.1109/ICCWorkshops50388.2021.9473865
A. M. El-Shal, Badiaa Gabr, Laila H. Afify, A. El-Sherif, Karim G. Seddik, Mustafa Elattar
Long-Term Evolution (LTE) technology is expected to shift some of its transmissions into the unlicensed band to overcome the spectrum scarcity problem. Nevertheless, in order to effectively use the unlicensed spectrum, several challenges have to be addressed. The most important of which is how to coexist with the incumbent unlicensed WiFi networks. Incorporating the "intelligence" component into the network radios is foreseen to resolve the intrinsic network challenges, rather than conventional non-adaptive action plans. Specifically, an intelligent cognitive engine (CE) that continuously monitors the environment, and dynamically decides upon the best mechanisms and their configuration to suit a given scenario, is essential. In this work, we propose a machine learning-based monitoring module that provides real-time situational awareness that is envisaged to provide the necessary adaptivity, intelligence, autonomy, and learning capabilities. The objective of the proposed intelligent monitoring module is to sense, assess and select the most appropriate scheduling and resource allocation (SRA) algorithm at each LTE base station, according to the different coexistence scenarios. We propose a random forest classifier that maximizes the overall LTE throughput without degrading that of the WiFi network. Numerical simulations are presented to demonstrate the effectiveness of the monitoring module in achieving robust adaptive results under new unfamiliar network environments. Furthermore, we shed some lights on the comparison between the performance of multiple SRA algorithms under dynamic network settings.
长期演进(LTE)技术有望将部分传输转移到未授权频段,以克服频谱稀缺的问题。然而,为了有效地利用未经许可的频谱,必须解决几个挑战。其中最重要的是如何与现有的未经许可的WiFi网络共存。将“智能”组件整合到网络无线电中可以解决固有的网络挑战,而不是传统的非适应性行动计划。具体来说,一个智能认知引擎(CE)是必不可少的,它可以持续监控环境,并动态地决定适合给定场景的最佳机制及其配置。在这项工作中,我们提出了一个基于机器学习的监控模块,该模块提供实时态势感知,设想提供必要的适应性、智能、自主性和学习能力。提出的智能监控模块的目标是根据不同的共存场景,在每个LTE基站上感知、评估和选择最合适的调度和资源分配(SRA)算法。我们提出了一种随机森林分类器,它可以在不降低WiFi网络吞吐量的情况下最大化LTE的整体吞吐量。通过数值仿真,验证了该监控模块在陌生网络环境下实现鲁棒自适应的有效性。此外,我们还对动态网络设置下多种SRA算法的性能进行了比较。
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引用次数: 3
Genetic Algorithm Based ARINC 664 Mixed Criticality Optimization Using Network Calculus 基于遗传算法的arinc664混合临界优化
Pub Date : 2021-06-01 DOI: 10.1109/ICCWorkshops50388.2021.9473569
Eyüp Can Akpolat, Ömer Faruk Gemici, M. S. Demir, Ibrahim Hökelek, S. Coleri, H. A. Çırpan
ARINC 664 is an Ethernet based deterministic networking standard providing data transmission with bounded delays among avionics sub-systems. This paper presents a Genetic Algorithm (GA) based ARINC 664 network delay optimization using the network calculus (NC), where the GA is used to effectively search the mapping of Virtual Links (VLs) to priority levels using the extended priority scheme. While there are only two priority levels in the ARINC 664 standard, the extended priority concept increases the number of priority levels to improve the schedulability of VLs. For each possible assignment of the VLs to the priority levels, the NC analysis provides the worst-case delay results for all VLs. We define three different fitness functions aiming to minimize the maximum, the average, and the standard deviation of the worst-case VL delays, respectively. The results demonstrate that the extended priority concept improves the schedulability of VLs and the GA optimization approach can successfully achieve the desired objectives for the VL delays if the appropriate cost function is selected.
ARINC 664是一种基于以太网的确定性网络标准,在航空电子子系统之间提供有界延迟的数据传输。本文提出了一种基于遗传算法的arinc664网络时延优化方法,利用网络演算(network calculus, NC)有效地搜索虚拟链路到优先级的映射。虽然ARINC 664标准中只有两个优先级级别,但扩展优先级概念增加了优先级级别的数量,以提高vl的可调度性。对于每个可能的vl优先级分配,NC分析提供了所有vl的最坏情况延迟结果。我们定义了三种不同的适应度函数,分别用于最小化最坏情况下VL延迟的最大值、平均值和标准差。结果表明,扩展优先级概念提高了VL的可调度性,如果选择合适的代价函数,遗传算法优化方法可以成功地实现VL延迟的预期目标。
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引用次数: 2
Individual-Initiated Auditable Access Control for Privacy-Preserved IoT Data Sharing with Blockchain 与区块链共享隐私物联网数据的个人发起的可审计访问控制
Pub Date : 2021-06-01 DOI: 10.1109/ICCWorkshops50388.2021.9473508
Ruichen Cong, Yixiao Liu, Kiichi Tago, Ruidong Li, H. Asaeda, Qun Jin
With the rapid development of sensors and IoT technology, personal health data can be collected and stored by various wearable devices and utilized for healthcare. To share and use sensitive health data securely and efficiently, a variety of solutions based on blockchain have been proposed and developed. However, there are still many issues to be solved, such as how to let individuals control and manage their own data, and how to make all data accesses strictly auditable. In this paper, we present a new model of Individual-Initiated Auditable Access Control (IIAAC) enabled with blockchain, CP-ABE (Ciphertext-Policy Attribute-Based Encryption) and IPFS (InterPlanetary File System). After introducing scenarios for sharing and use of health data, we define the design requirements for a blockchain-based system and describe the basic system architecture. We discuss the detailed procedures in IIAAC, including CP-ABE key generation, data publication and data retrieval. We further compare this study with related work in terms of functions and features.
随着传感器和物联网技术的快速发展,个人健康数据可以被各种可穿戴设备收集和存储,并用于医疗保健。为了安全有效地共享和使用敏感的健康数据,人们提出并开发了各种基于区块链的解决方案。然而,仍然有许多问题需要解决,例如如何让个人控制和管理自己的数据,以及如何使所有数据访问严格可审计。在本文中,我们提出了一种新的个人发起的可审计访问控制(IIAAC)模型,该模型支持区块链,CP-ABE(密文-策略基于属性的加密)和IPFS(星际文件系统)。在介绍了健康数据共享和使用的场景之后,我们定义了基于区块链的系统的设计要求,并描述了基本的系统架构。我们讨论了IIAAC的详细程序,包括CP-ABE密钥生成、数据发布和数据检索。我们进一步将本研究与相关工作在功能和特点上进行比较。
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引用次数: 4
Energy-Efficient mmWave UDN Using Distributed Multi-Agent Deep Reinforcement Learning 基于分布式多智能体深度强化学习的节能毫米波UDN
Pub Date : 2021-06-01 DOI: 10.1109/ICCWorkshops50388.2021.9473704
Ji-Sun Moon, Hyungyu Ju, Seungnyun Kim, B. Shim
As a key enabler for 6th generation (6G) communications, millimeter-wave (mmWave) ultra-dense network (UDN) has been examined. However, due to the dense deployment of SBSs, an excessive number of data links and frequent handover incur highly inefficient energy consumption in user association. Despite many recent works on power-saving user association in mmWave UDN, energy-efficiently associating users for a long time is left as a challenging problem. In this paper, we propose a multi-agent actor-critic (MA-AC)-based user association scheme to minimize the energy consumption mmWave UDN. By applying actor-critic, a kind of deep reinforcement learning (DRL), the proposed scheme learns to optimally associate users to minimize long-term energy consumption. In order to overcome the extreme signaling overhead in mmWave UDN, local agents in SBSs distributively associate users based on local information. From the simulations, we demonstrate that the proposed user association scheme reduces mmWave UDN energy consumption substantially.
作为第6代(6G)通信的关键推动者,毫米波(mmWave)超密集网络(UDN)已经得到了研究。然而,由于SBSs的密集部署,过多的数据链路和频繁的切换导致用户关联能耗效率极低。尽管近年来在毫米波UDN的节能用户关联方面做了很多工作,但节能用户关联长期以来一直是一个具有挑战性的问题。在本文中,我们提出了一种基于多智能体actor-critic (MA-AC)的用户关联方案,以最小化毫米波UDN的能耗。通过应用actor-critic(一种深度强化学习),该方案学习最佳关联用户以最小化长期能量消耗。为了克服毫米波UDN中极端的信令开销,SBSs中的本地代理基于本地信息分布式地关联用户。仿真结果表明,所提出的用户关联方案大大降低了毫米波UDN的能耗。
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引用次数: 4
Data-Driven Shortest Anypath in Wireless Network Virtualization for Mobile Cyber Physical Systems 移动网络物理系统无线网络虚拟化中的数据驱动最短路径
Pub Date : 2021-06-01 DOI: 10.1109/ICCWorkshops50388.2021.9473668
V. Chaudhary, D. Rawat
The presence of mobile cyber physical systems is only increasing with enhancements in cyber physical systems (CPS), therefore increasing the number of devices connected to the internet. Thus, the surge in wireless demand is expected to increase which puts a huge challenge on the wireless industry to meet the rising demand. Wireless virtualization is an emerging alternative which can help meet the rising demand of end users in CPS or IoTs through mobile virtual network operators (MVNOs) which can be constructed adaptively based on the data collected from the users’ demand and the serving base stations. In this paper, we propose data-driven adaptive MVNO construction using anypath forwarding, where a cloud based controller assembles the right set of base stations along with the shortest path suggested by the shortest anypath forwarding (SAF) algorithm so that mobile users can be forwarded towards their destination with minimal handovers and low latency. We contrast the effectiveness of the MVNOs formed by the SAF algorithm and the shortest path algorithm based on BFS with simulation results.
随着网络物理系统(CPS)的增强,移动网络物理系统的存在只会增加,因此连接到互联网的设备数量也会增加。因此,无线需求的激增预计会增加,这给无线行业带来了巨大的挑战,以满足不断增长的需求。无线虚拟化是一种新兴的替代方案,可以通过移动虚拟网络运营商(mvno)来满足CPS或物联网中终端用户不断增长的需求,mvno可以根据用户需求和服务基站收集的数据自适应地构建。在本文中,我们提出了使用任意路径转发的数据驱动自适应MVNO构建,其中基于云的控制器根据最短任意路径转发(SAF)算法建议的最短路径组装正确的基站集,以便移动用户可以以最小的切换和低延迟转发到目的地。通过仿真结果对比了SAF算法和基于BFS的最短路径算法形成的mvno的有效性。
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引用次数: 2
期刊
2021 IEEE International Conference on Communications Workshops (ICC Workshops)
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