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2024 Index IEEE Transactions on Green Communications and Networking Vol. 8 2024 Index IEEE Transactions on Green Communications and Networking Vol.
IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS Pub Date : 2024-11-26 DOI: 10.1109/TGCN.2024.3506153
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引用次数: 0
Guest Editorial Special Issue on Rate-Splitting Multiple Access for Future Green Communication Networks 特邀编辑特刊:未来绿色通信网络的速率分割多重接入
IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS Pub Date : 2024-11-19 DOI: 10.1109/TGCN.2024.3454935
Yijie Mao;Bruno Clerckx;Derrick Wing Kwan Ng;Wolfgang Utschick;Ying Cui;Timothy N. Davidson
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引用次数: 0
IEEE Transactions on Green Communications and Networking 电气和电子工程师学会绿色通信与网络论文集
IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS Pub Date : 2024-11-19 DOI: 10.1109/TGCN.2024.3494575
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引用次数: 0
IEEE Communications Society Information IEEE 通信学会信息
IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS Pub Date : 2024-11-19 DOI: 10.1109/TGCN.2024.3494577
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引用次数: 0
IEEE Transactions on Green Communications and Networking 电气和电子工程师学会绿色通信与网络论文集
IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS Pub Date : 2024-08-28 DOI: 10.1109/TGCN.2024.3443722
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引用次数: 0
Guest Editorial Special Issue on Green Open Radio Access Networks: Architecture, Challenges, Opportunities, and Use Cases 客座编辑特刊:绿色开放式无线接入网络:架构、挑战、机遇和用例
IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS Pub Date : 2024-08-28 DOI: 10.1109/TGCN.2024.3441148
Kapal Dev;Chih-Lin I;Raouf Boutaba;Sunder Ali Khowaja;Shao-Yu Lien;Yue Wang
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引用次数: 0
IEEE Communications Society Information IEEE 通信学会信息
IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS Pub Date : 2024-08-28 DOI: 10.1109/TGCN.2024.3443724
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引用次数: 0
HSADR: A New Highly Secure Aggregation and Dropout-Resilient Federated Learning Scheme for Radio Access Networks With Edge Computing Systems HSADR:一种适用于带有边缘计算系统的无线接入网络的新型高度安全聚合和抗病毒联合学习方案
IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS Pub Date : 2024-08-12 DOI: 10.1109/TGCN.2024.3441532
Fan Wu;Xiong Li;Jingwei Li;Pandi Vijayakumar;Brij B. Gupta;Varsha Arya
Open radio access network (ORAN) plays a critical role in modern communication process. The structure that individual devices connect each other via ORAN turns to be a part of smart city. Incorporating with the concept Internet of Things (IoT), cloud-edge-client architecture has been accepted to discuss artificial intelligence (AI) coordinating functions in ORAN. Considering the security for ORAN in critical infrastructure, federated learning (FL) is an effective way to protect the original data on individual devices. However, recent schemes failed to support enough security features. To tackle the problem, we present a new highly secure aggregation and dropout-resilient FL scheme called HSADR which incorporates consortium blockchain and differential privacy to maintain the security environment. Second, we prove that the aggregation process reaches the IND-CCA2 security level, which is the first scheme to complete this goal. Last, experiments show that HSADR withstands common test aspects.
开放无线接入网(ORAN)在现代通信过程中发挥着至关重要的作用。各个设备通过 ORAN 相互连接的结构成为智慧城市的一部分。结合物联网(IoT)概念,云-边缘-客户端架构已被接受,用于讨论 ORAN 中的人工智能(AI)协调功能。考虑到关键基础设施中 ORAN 的安全性,联合学习(FL)是保护单个设备上原始数据的有效方法。然而,最近的方案未能支持足够的安全功能。为了解决这个问题,我们提出了一种名为 HSADR 的新型高安全性聚合和抗辍学 FL 方案,该方案结合了联盟区块链和差分隐私来维护安全环境。其次,我们证明了聚合过程达到了 IND-CCA2 安全等级,这是第一个完成这一目标的方案。最后,实验表明 HSADR 经受住了常见测试方面的考验。
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引用次数: 0
O-RAN-Based Digital Twin Function Virtualization for Sustainable IoV Service Response: An Asynchronous Hierarchical Reinforcement Learning Approach 基于 O-RAN 的数字双胞胎功能虚拟化,实现可持续的物联网服务响应:异步分层强化学习方法
IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS Pub Date : 2024-07-29 DOI: 10.1109/TGCN.2024.3435796
Yihang Tao;Jun Wu;Qianqian Pan;Ali Kashif Bashir;Marwan Omar
Digital Twin for Vehicular Networks (DTVN) continuously simulates and optimizes vehicle behaviors to support emerging 6G Internet-of-Vehicle (IoV) applications such as DT-assisted autonomous driving. To meet Quality of Service (QoS), resource scheduling for distributed vehicle DTs is carried out. However, existing works mainly respond to service demand based on one-to-one DT synchronization and computation offloading, which limits the service response quality and is not sustainable. Meanwhile, twin objects need to be frequently transferred at edges in parallel with the moving vehicles, the IoV service demand response under high-dynamic DT resource distribution is challenging. In this paper, a novel digital twin function virtualization (DTFV) architecture based on Open Radio Access Networks (O-RAN) is proposed. In DTFV, multiple vehicle DTs following one-to-one synchronization are decoupled and reorganized as a Virtualized Digital Twin (VDT) following dissemination-based synchronization for dynamic service response, without needs for offloading service to additional edge devices. Besides, to optimize the overall IoV service response profit, we propose an asynchronous hierarchical reinforcement learning (AHRL)-based DTFV resource scheduling scheme to find optimal VDT orchestration and synchronization strategies. Finally, experimental results show our scheme achieves 8.48% higher service response profit and 6.8% lower VDT synchronization delay over the best baseline scheme.
车载网络数字孪生(DTVN)可持续模拟和优化车辆行为,以支持新兴的 6G 车联网(IoV)应用,如 DT 辅助自动驾驶。为了满足服务质量(QoS),需要对分布式车辆 DT 进行资源调度。然而,现有的工作主要是基于一对一的 DT 同步和计算卸载来响应服务需求,这限制了服务响应质量,并且不具有可持续性。同时,孪生对象需要频繁地在边缘与移动车辆并行传输,高动态 DT 资源分配下的物联网服务需求响应具有挑战性。本文提出了一种基于开放无线接入网(O-RAN)的新型数字孪生功能虚拟化(DTFV)架构。在 DTFV 中,多个车载 DT 在一对一同步后被解耦并重组为一个虚拟数字孪生(VDT),在基于传播的同步后进行动态服务响应,而无需将服务卸载到额外的边缘设备。此外,为了优化 IoV 服务响应的整体收益,我们提出了一种基于异步分层强化学习(AHRL)的 DTFV 资源调度方案,以找到最佳的 VDT 协调和同步策略。最后,实验结果表明,与最佳基准方案相比,我们的方案提高了 8.48% 的服务响应利润,降低了 6.8% 的 VDT 同步延迟。
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引用次数: 0
Rate-Splitting Multiple Access With Finite-Alphabet Constellations: Precoder Optimization and Achievable Rate Performance 使用有限字母星座的速率分割多重接入:前置编码器优化和可实现速率性能
IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS Pub Date : 2024-07-25 DOI: 10.1109/TGCN.2024.3433507
De Mi;Hongzhi Chen;Zheng Chu;Pei Xiao;Yiyan Wu;Chin-Liang Wang
Rate Splitting Multiple Access (RSMA) precoder design with the practical finite-alphabet constellations instead of Gaussian inputs has been addressed in this paper. Considering a multiuser (MU) multiple-input single-output (MISO) broadcast channel (BC) system, we derive a generalized expression of the achievable rate for each user, in a way that the derived expression is generically applicable, e.g., for both underloaded and overloaded cases. Building upon the achievable rate expression, we formulate a multi-objective problem that maximizes the weighted sum rate (WSR) of the considered system, which incorporates with the optimization of the RS precoder for both common and private symbol streams in RSMA. The emphasis here is that our derivation of the achievable rate expression, the problem formulation of the WSR and the optimization of the RSMA precoder all involve the finite alphabet constellation constraint. An iterative gradient descent algorithm with alternative optimization and line search methods is applied to solve the optimization problem. Numerical results show that RSMA can reach the maximum achievable WSR, under both underloaded and overloaded scenarios, with less transmit power compared to the traditional schemes, e.g., space division multiple access (SDMA) and power-domain non-orthogonal multiple access (NOMA). Moreover, thanks to its flexibility, RSMA subsumes both SDMA and NOMA as its subset to fit into different scenarios such as underloaded and overloaded cases with different constellation sizes.
本文探讨了用实用的有限字母星座代替高斯输入的速率分割多路访问(RSMA)前置编码器设计。考虑到多用户(MU)多输入单输出(MISO)广播信道(BC)系统,我们推导出了每个用户的可实现速率的通用表达式,推导出的表达式一般适用于欠载和过载等情况。在可实现速率表达式的基础上,我们提出了一个多目标问题,即最大化所考虑系统的加权和速率(WSR),该问题与 RSMA 中普通和专用符号流 RS 前置编码器的优化相结合。这里要强调的是,我们对可实现速率表达式的推导、WSR 问题的表述以及 RSMA 前置编码器的优化都涉及有限字母星座约束。为了解决优化问题,我们采用了梯度下降迭代算法,并辅以优化和直线搜索方法。数值结果表明,与空分多址(SDMA)和功率域非正交多址(NOMA)等传统方案相比,RSMA 在欠载和过载情况下都能以较小的发射功率达到最大可实现 WSR。此外,RSMA 还具有灵活性,可将 SDMA 和 NOMA 作为其子集,以适应不同的场景,如不同星座大小的欠载和过载情况。
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