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Editorial: Third Quarter 2023 IEEE Communications Surveys and Tutorials 编辑:第三季度2023 IEEE通信调查和教程
IF 35.6 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-22 DOI: 10.1109/COMST.2023.3301328
Dusit Niyato
I welcome you to the third issue of the IEEE Communications Surveys and Tutorials in 2023. This issue includes 18 papers covering different aspects of communication networks. In particular, these articles survey and tutor various issues in “Wireless Communications,” “Cyber Security,” “IoT and M2M,” “Internet Technologies,” “Network Virtualization,” and “Network and Service Management and Green Communications.” A brief account for each of these papers is given below.
我欢迎您参加2023年第三期IEEE通信调查和教程。本期包括18篇涉及通信网络不同方面的论文。特别是,这些文章调查并指导了《无线通信》、《网络安全》、《物联网与M2M》、《互联网技术》、《虚拟化》和《网络与服务管理与绿色通信》中的各种问题。下面简要介绍了每篇论文。
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引用次数: 0
Low Earth Orbit Satellite Security and Reliability: Issues, Solutions, and the Road Ahead 近地轨道卫星的安全性和可靠性:问题、解决方案和未来的道路
IF 35.6 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-04 DOI: 10.1109/COMST.2023.3296160
Pingyue Yue;Jianping An;Jiankang Zhang;Jia Ye;Gaofeng Pan;Shuai Wang;Pei Xiao;Lajos Hanzo
Low Earth Orbit (LEO) satellites undergo a period of rapid development driven by ever-increasing user demands, reduced costs, and technological progress. Since there is a lack of literature on the security and reliability issues of LEO Satellite Communication Systems (SCSs), we aim to fill this knowledge gap. Specifically, we critically appraise the inherent characteristics of LEO SCSs and elaborate on their security and reliability requirements. In light of this, we further discuss their vulnerabilities, including potential security attacks launched against them and reliability risks, followed by outlining the associated lessons learned. Subsequently, we discuss the corresponding security and reliability enhancement solutions, unveil a range of trade-offs, and summarize the lessons gleaned. Furthermore, we shed light on several promising future research directions for enhancing the security and reliability of LEO SCSs, such as integrated sensing and communication, computer vision aided communications, as well as challenges brought about by mega-constellation and commercialization. Finally, we summarize the lessons inferred and crystallize the take-away messages in our design guidelines.
在用户需求不断增长、成本降低和技术进步的推动下,近地轨道卫星经历了一段快速发展时期。由于缺乏关于低轨卫星通信系统(SCS)安全性和可靠性问题的文献,我们的目标是填补这一知识空白。具体而言,我们严格评估了LEO SCS的固有特性,并详细阐述了其安全性和可靠性要求。有鉴于此,我们进一步讨论了它们的漏洞,包括针对它们发起的潜在安全攻击和可靠性风险,然后概述了相关的经验教训。随后,我们讨论了相应的安全性和可靠性增强解决方案,揭示了一系列权衡,并总结了所吸取的教训。此外,我们还阐明了提高低轨卫星安全性和可靠性的几个有前景的未来研究方向,如集成传感和通信、计算机视觉辅助通信,以及超大星座和商业化带来的挑战。最后,我们总结了推断出的经验教训,并在我们的设计指南中明确了带走的信息。
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引用次数: 4
MIMO Satellite Communication Systems: A Survey From the PHY Layer Perspective MIMO卫星通信系统:从物理层角度的综述
IF 35.6 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-07-12 DOI: 10.1109/COMST.2023.3294873
Jehyun Heo;Seungwoo Sung;Hyunwoo Lee;Incheol Hwang;Daesik Hong
The satellite communications (SatCom) system is a representative technology for global coverage and seamless communications in next-generation communication systems. This paper is a survey of basic studies and recent research trends for multiple input multiple output (MIMO) SatCom. Specifically, we describe and provide the differences between terrestrial networks and SatCom. Furthermore, we categorize the scenarios mainly considered in the MIMO SatCom systems and major research topics in those scenarios. We also summarize the most important technical issues currently being researched in MIMO SatCom systems, and list future works to be studied based on this. This survey is recommended for researchers who are starting research on SatCom systems or those who wish to understand the research trends associated with MIMO SatCom systems.
卫星通信(SatCom)系统是下一代通信系统中全球覆盖和无缝通信的代表性技术。本文综述了多输入多输出卫星通信的基础研究和最新研究趋势。具体而言,我们描述并提供了地面网络和卫星通信之间的差异。此外,我们对MIMO卫星通信系统中主要考虑的场景以及这些场景中的主要研究主题进行了分类。我们还总结了目前MIMO卫星通信系统中最重要的技术问题,并在此基础上列出了未来需要研究的工作。这项调查推荐给正在开始研究卫星通信系统的研究人员或希望了解MIMO卫星通信系统相关研究趋势的研究人员。
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引用次数: 0
A Survey on Applications of Cache-Aided NOMA 缓存辅助NOMA的应用综述
IF 35.6 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-07-07 DOI: 10.1109/COMST.2023.3293231
Dipen Bepari;Soumen Mondal;Aniruddha Chandra;Rajeev Shukla;Yuanwei Liu;Mohsen Guizani;Arumugam Nallanathan
Contrary to orthogonal multiple-access (OMA), non-orthogonal multiple-access (NOMA) schemes can serve a pool of users without exploiting the scarce frequency or time domain resources. This is useful in meeting the future network requirements (5G and beyond systems), such as, low latency, massive connectivity, users’ fairness, and high spectral efficiency. On the other hand, content caching restricts duplicate data transmission by storing popular contents in advance at the network edge which reduces data traffic. In this survey, we focus on cache-aided NOMA-based wireless networks which can reap the benefits of both cache and NOMA; switching to NOMA from OMA enables cache-aided networks to push additional files to content servers in parallel and improve the cache hit probability. Beginning with fundamentals of the cache-aided NOMA technology, we summarize the performance goals of cache-aided NOMA systems, present the associated design challenges, and categorize the recent related literature based on their application verticals. Concomitant standardization activities and open research challenges are highlighted as well.
与正交多址(OMA)相反,非正交多址方案可以在不利用稀缺的频域或时域资源的情况下为用户池提供服务。这有助于满足未来的网络需求(5G及其他系统),如低延迟、大规模连接、用户公平性和高频谱效率。另一方面,内容缓存通过在网络边缘预先存储流行内容来限制重复数据传输,从而减少了数据流量。在这项调查中,我们重点关注基于缓存辅助NOMA的无线网络,它可以同时获得缓存和NOMA的好处;从OMA切换到NOMA使得缓存辅助网络能够并行地将附加文件推送到内容服务器,并提高缓存命中概率。从缓存辅助NOMA技术的基本原理开始,我们总结了缓存辅助NOMA系统的性能目标,提出了相关的设计挑战,并根据其垂直应用对最近的相关文献进行了分类。同时也强调了标准化活动和开放研究的挑战。
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引用次数: 2
A Survey of Public IoT Datasets for Network Security Research 面向网络安全研究的公共物联网数据集综述
IF 35.6 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-06-23 DOI: 10.1109/COMST.2023.3288942
François De Keersmaeker;Yinan Cao;Gorby Kabasele Ndonda;Ramin Sadre
Publicly available datasets are an indispensable tool for researchers, as they allow testing new algorithms on a wide range of different scenarios and making scientific experiments verifiable and reproducible. Research in IoT security is no exception. In particular, the design of traffic classification and intrusion detection solutions for network security relies on network traces obtained from real networks or realistic testbeds. In this paper, we provide a detailed survey on the existing datasets containing IoT network traffic. We classify them according to several features that help researchers quickly find the datasets that fit their specific needs. In total, we survey 74 datasets that we found by analyzing more than 100 scientific articles. We also discuss the weaknesses of existing datasets, identify challenges, and point to future directions for creating new IoT datasets.
公开可用的数据集是研究人员不可或缺的工具,因为它们允许在广泛的不同场景下测试新算法,并使科学实验可验证和可重复。物联网安全研究也不例外。特别是网络安全的流量分类和入侵检测方案的设计依赖于从真实网络或现实试验台获得的网络轨迹。在本文中,我们对包含物联网网络流量的现有数据集进行了详细调查。我们根据几个特征对它们进行分类,帮助研究人员快速找到符合他们特定需求的数据集。我们总共调查了74个数据集,这些数据集是我们通过分析100多篇科学文章发现的。我们还讨论了现有数据集的弱点,确定了挑战,并指出了创建新的物联网数据集的未来方向。
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引用次数: 2
A Tutorial on the Tracking, Telemetry, and Command (TT&C) for Space Missions 空间任务的跟踪、遥测和指挥(TT&C)教程
IF 35.6 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-06-19 DOI: 10.1109/COMST.2023.3287431
Andrea Modenini;Barbara Ripani
This paper presents a tutorial on the Tracking, Telemetry, and Command (TT&C) for spacecraft and satellite missions. In particular, it provides a thorough summary of the design of the TT&C, starting from elementary system aspects and going down to the details of the on-board TT&C subsystem design, its units, and the physical layer. The paper is then complemented with a description of emerging TT&C techniques and technologies, the standardization framework, and practical examples of actual spacecraft design of European space missions. The here-presented tutorial is thought for professionals (also in other telecommunication engineering fields) willing to face the challenges and state-of-the-art of the TT&C, and know more about this fundamental function that allows us to control and monitor our spacecraft on a daily basis.
本文介绍了航天器和卫星任务的跟踪、遥测和指挥(TT&C)教程。特别是,它对测控设计进行了全面总结,从基本系统方面开始,一直到机载测控子系统设计、单元和物理层的细节。随后,对新兴的测控技术和技术、标准化框架以及欧洲航天任务实际航天器设计的实例进行了描述。这里提供的教程是为专业人士(也在其他电信工程领域)设计的,他们愿意面对测控的挑战和最先进的技术,并更多地了解这一基本功能,使我们能够每天控制和监测我们的航天器。
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引用次数: 0
Tensor-Empowered Federated Learning for Cyber-Physical-Social Computing and Communication Systems 面向网络-物理-社会计算和通信系统的张量授权联邦学习
IF 35.6 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-06-02 DOI: 10.1109/COMST.2023.3282264
Laurence T. Yang;Ruonan Zhao;Debin Liu;Wanli Lu;Xianjun Deng
The deep fusion of human-centered Cyber-Physical-Social Systems (CPSSs) has attracted widespread attention worldwide and big data as the blood of CPSSs could lay a solid data cornerstone for providing more proactive and accurate wisdom services. However, due to concerns about data privacy and security, traditional data centralized learning paradigm is no longer suitable. Federated Learning (FL) as an emerging distributed privacy-preserving machine learning paradigm would have great research significance and application values. Although few survey papers on FL already exist in the literature, the survey about FL from the perspective of human-centered CPSSs and tensor theory is lacking. Toward this end, we first introduce the CPSSs and deeply analyze the correlations among humans, cyber space, physical space and social space, as well as the opportunities brought by it. Afterwards, we present an overview of FL and then review extensive researches on FL in terms of resources management, communication, security and privacy protection, which provides a shortcut for readers to quickly understand and learn FL. Furthermore, the theory about tensor representation, operation and decomposition for handling massive, multi-source heterogeneous big data and corresponding applications are described. By leveraging the advantages of tensor in unified modeling, dimensionality reduction, and feature extraction, a framework and three tensor-empowered solutions are provided to solve these challenges about heterogeneous resource management, communication overhead together with security and privacy. Finally, some future research directions are listed for looking forward to inspiring more readers to devote themselves to researching tensor-empowered FL for human-centered CPSSs in the future.
以人为中心的网络物理社会系统(CPSS)的深度融合引起了全世界的广泛关注,大数据作为CPSS的血液可以为提供更主动、更准确的智慧服务奠定坚实的数据基石。然而,由于对数据隐私和安全的担忧,传统的数据集中学习模式已不再适用。联合学习作为一种新兴的分布式隐私保护机器学习范式,具有重要的研究意义和应用价值。尽管文献中很少有关于外语的调查论文,但缺乏从以人为本的CPSS和张量理论的角度对外语进行调查。为此,我们首先介绍了CPSS,并深入分析了人类、网络空间、物理空间和社会空间之间的相关性及其带来的机遇。然后,我们对FL进行了概述,然后回顾了在资源管理、通信、安全和隐私保护等方面对FL的广泛研究,为读者快速理解和学习FL提供了一条捷径。此外,介绍了处理海量多源异构大数据的张量表示、运算和分解理论及其应用。通过利用张量在统一建模、降维和特征提取方面的优势,提供了一个框架和三个张量授权的解决方案来解决异构资源管理、通信开销以及安全和隐私方面的挑战。最后,列出了一些未来的研究方向,以期激励更多的读者在未来致力于研究以人为中心的CPSS的张量授权FL。
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引用次数: 1
A Survey on Industrial Control System Digital Forensics: Challenges, Advances and Future Directions 工业控制系统数字取证研究:挑战、进展与未来方向
IF 35.6 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-04-11 DOI: 10.1109/COMST.2023.3264680
Marco Cook;Angelos Marnerides;Chris Johnson;Dimitrios Pezaros
Operational Technology (OT) systems have become increasingly interconnected and automated, consequently resulting in them becoming targets of cyber attacks, with the threat towards a range of critical national infrastructure (CNI) sectors becoming heightened. This is particularly the case for Industrial Control Systems (ICS), which control and operate the physical processes in CNI sectors such as water treatment, electrical generation and manufacturing. Unlike information technology (IT) systems, ICS have unique cyber-physical characteristics and related safety requirements, making them an attractive target for attacks given the physical consequences that can occur. As a result, the requirement to respond and learn from previous and new attacks is also increasing, with digital forensics playing a significant role in this process. The aim of this paper is to discuss the main issues and existing limitations related to ICS digital forensic. The field of ICS digital forensics is relatively under-developed and does not have the same levels of maturity as IT digital forensics. Although the amount of research on cyber security for ICS is increasing, many unique challenges still exist that pose as barriers to the development and deployment of ICS forensic capabilities. We provide an extensive discussion on these challenges, categorising them into technical, socio-technical, and operational and legal themes. Furthermore, the relationship between these challenge themes as well as the inter-challenge dependencies are also examined. Furthermore, this work discusses ICS forensic advances in relation to the digital forensics life chain, specifically forensic readiness and investigations. The areas of digital forensic training and processes models for ICS are given particular focus. Moreover, we assess the technologies and tools that have been either applied to or developed for ICS components and networks, giving special attention to forensic acquisition and analysis methods. An examination into the specific ICS digital forensic data sources and artefacts is also presented, highlighting that until recently, this was limited to descriptions of generic data formats. In addition, this paper provides an overview of several key ICS attacks, summarising the specific techniques used, data artefacts of interest, and proposing lessons learnt. Finally, this paper presents open discussions on future ICS digital forensics research directions and on-going issues, covering both short and long-term areas that can be addressed to improve the ICS digital forensics capability.
作战技术(OT)系统变得越来越互联和自动化,因此成为网络攻击的目标,对一系列关键国家基础设施(CNI)部门的威胁也越来越大。工业控制系统(ICS)尤其如此,它控制和操作CNI部门的物理过程,如水处理、发电和制造。与信息技术(IT)系统不同,ICS具有独特的网络物理特性和相关的安全要求,考虑到可能发生的物理后果,使其成为有吸引力的攻击目标。因此,响应和从以前和新的攻击中学习的要求也在增加,数字取证在这一过程中发挥着重要作用。本文的目的是讨论ICS数字取证的主要问题和存在的局限性。ICS数字取证领域发展相对不足,不具备与IT数字取证相同的成熟度。尽管ICS的网络安全研究数量正在增加,但仍存在许多独特的挑战,这些挑战阻碍了ICS取证能力的开发和部署。我们对这些挑战进行了广泛的讨论,将其分为技术、社会技术、运营和法律主题。此外,还研究了这些挑战主题之间的关系以及挑战之间的依赖关系。此外,这项工作还讨论了ICS在数字取证生命链方面的取证进展,特别是取证准备和调查。特别关注ICS的数字取证培训和流程模型领域。此外,我们评估了已应用于ICS组件和网络或为其开发的技术和工具,特别关注取证获取和分析方法。还介绍了对特定ICS数字取证数据源和人工制品的审查,强调直到最近,这还仅限于对通用数据格式的描述。此外,本文概述了几种关键的ICS攻击,总结了所使用的具体技术、感兴趣的数据伪像,并提出了经验教训。最后,本文对ICS未来的数字取证研究方向和正在进行的问题进行了公开讨论,涵盖了可以提高ICS数字取证能力的短期和长期领域。
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引用次数: 4
A Survey on Low-Power GNSS 低功率GNSS研究进展
IF 35.6 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-04-10 DOI: 10.1109/COMST.2023.3265841
Antoine Grenier;Elena Simona Lohan;Aleksandr Ometov;Jari Nurmi
With the miniaturization of electronics, receivers are getting more and more embedded into devices with harsh energy constraints. This process has led to new signal processing challenges due to the limited processing power on battery-operated devices and to challenging wireless environments, such as deep urban canyons, tunnels and bridges, forest canopies, increased jamming and spoofing. The latter is typically tackled via new GNSS constellations and modernization of the GNSS signals. However, the increase in signal complexity leads to higher computation requirements to recover the signals; thus, the trade-off between precision and energy should be evaluated for each application. This paper dives into low-power GNSS, focusing on the energy consumption of satellite-based positioning receivers used in battery-operated consumer devices and Internet of Things (IoT) sensors. We briefly overview the GNSS basics and the differences between legacy and modernized signals. Factors dominating the energy consumption of GNSS receivers are then reviewed, with special attention given to the complexity of the processing algorithms. Onboard and offloaded (Cloud/Edge) processing strategies are explored and compared. Finally, we highlight the current challenges of today’s research in low-power GNSS.
随着电子设备的小型化,接收器越来越多地嵌入到具有苛刻能量约束的设备中。由于电池供电设备的处理能力有限,以及具有挑战性的无线环境,如城市深处的峡谷、隧道和桥梁、森林树冠、干扰和欺骗的增加,这一过程带来了新的信号处理挑战。后者通常通过新的GNSS星座和GNSS信号的现代化来解决。然而,信号复杂性的增加导致恢复信号的计算要求更高;因此,应该针对每个应用评估精度和能量之间的权衡。本文深入研究了低功耗GNSS,重点研究了电池供电的消费设备和物联网(IoT)传感器中使用的基于卫星的定位接收器的能耗。我们简要概述了全球导航卫星系统的基本知识以及传统信号和现代化信号之间的差异。然后回顾了主导全球导航卫星系统接收器能耗的因素,并特别注意处理算法的复杂性。探讨并比较了机载和卸载(云/边缘)处理策略。最后,我们强调了当今低功耗全球导航卫星系统研究面临的挑战。
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引用次数: 4
Empowering Network Security With Programmable Switches: A Comprehensive Survey 赋予网络安全与可编程交换机:一个全面的调查
IF 35.6 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-04-10 DOI: 10.1109/COMST.2023.3265984
Xiang Chen;Chunming Wu;Xuan Liu;Qun Huang;Dong Zhang;Haifeng Zhou;Qiang Yang;Muhammad Khurram Khan
With the growth of network applications such as 5G and artificial intelligence, network security techniques, i.e., the techniques that detect various attacks (e.g., well-known denial-of-service (DDoS) attacks) and prevent production networks (e.g., data center networks) from being attacked, become increasingly essential for network management and have gained great popularity in the networking community. Generally, these techniques are built on proprietary hardware appliances, i.e., middleboxes, or the paradigm that combines both software-defined networking (SDN) and network function virtualization (NFV) to implement security functions. However, the techniques built on middleboxes are proven to be hard-to-manage, costly, and inflexible, thereby making them an out-of-date choice in network security. For the techniques built on SDN and NFV, they virtualize and softwarize security functions on commodity servers, leading to non-trivial performance degradation. Fortunately, the recent emergence of programmable switches brings new opportunities of empowering network security techniques with the characteristics of easy-to-manage, low cost, high flexibility, and Tbps-level performance. In this survey, we focus on this promising trend in network security. More precisely, this survey first presents the preliminaries of programmable switches, which are the primary driver of next-generation network security techniques. Next, we comprehensively review existing techniques built on programmable switches, classify these techniques, and discuss their background, motivation, design, implementation, and limitations case-by-case. Finally, we summarize open issues and future research directions in this promising research topic of network security.
随着5G和人工智能等网络应用的发展,网络安全技术,即检测各种攻击(如众所周知的拒绝服务(DDoS)攻击)和防止生产网络(如数据中心网络)受到攻击的技术,变得对网络管理越来越重要,并且在网络社区中获得了极大的流行。通常,这些技术建立在专有硬件设备上,即中间盒,或结合软件定义网络(SDN)和网络功能虚拟化(NFV)来实现安全功能的范例。然而,基于中盒的技术已被证明难以管理、成本高昂且不灵活,从而使其成为网络安全领域的过时选择。对于建立在SDN和NFV上的技术,它们将商品服务器上的安全功能虚拟化和软件化,从而导致非微不足道的性能下降。幸运的是,最近出现的可编程交换机带来了新的机会,使网络安全技术具有易于管理、低成本、高灵活性和Tbps级性能的特点。在这项调查中,我们关注的是网络安全的这一充满希望的趋势。更准确地说,这项调查首先介绍了可编程交换机的初步情况,可编程交换机是下一代网络安全技术的主要驱动因素。接下来,我们将全面回顾基于可编程交换机的现有技术,对这些技术进行分类,并逐一讨论它们的背景、动机、设计、实现和局限性。最后,我们总结了这一有前景的网络安全研究课题中存在的问题和未来的研究方向。
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引用次数: 1
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