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Optimal Resource Sharing in 5G-Enabled Vehicular Networks: A Matrix Game Approach

机译:启用5G的车载网络中的最佳资源共享:一种矩阵博弈方法

摘要

Vehicular networks are expected to accommodate a large number of data-heavy mobile devices and multiapplication services, whereas it faces a significant challenge when we need to deal with the ever-increasing demand of mobile traffic. In this paper, we present a new paradigm of fifth-generation (5G)-enabled vehicular networks to improve network capacity and system computing capability. We extend the original cloud radio access network (C-RAN) to integrate local cloud services to provide a low-cost, scalable, self-organizing, and effective solution. The new C-RAN is named enhanced C-RAN (EC-RAN). Cloudlets in EC-RAN are geographically distributed for local services. Furthermore, device-to-device (D2D) and heterogeneous networks are essential technologies in 5G systems. They can greatly improve spectrum efficiency and support large-scale live video streaming in short-distance communications. We exploit matrix game theoretical approach to operate the cloudlet resource management and allocation. A Nash equilibrium solution can be obtained by a Karush-Kuhn-Tucker (KKT) nonlinear complementarity approach. Illustrative results indicate that the proposed resource-sharing scheme with the geodistributed cloudlets can improve resource utilization and reduce system power consumption. Moreover, with the integration of a software-defined network architecture, a vehicular network can easily reach a globally optimal solution.
机译:车载网络有望容纳大量数据密集型移动设备和多应用服务,而当我们需要应对不断增长的移动流量需求时,车载网络将面临巨大挑战。在本文中,我们提出了启用第五代(5G)的车载网络的新范例,以提高网络容量和系统计算能力。我们扩展了原始的云无线电访问网络(C-RAN),以集成本地云服务,以提供一种低成本,可扩展,自组织且有效的解决方案。新的C-RAN被称为增强型C-RAN(EC-RAN)。 EC-RAN中的小云在地理上分布于本地服务。此外,设备到设备(D2D)和异构网络是5G系统中必不可少的技术。它们可以大大提高频谱效率,并支持短距离通信中的大规模实时视频流。我们利用矩阵博弈的理论方法来进行云资源的管理和分配。纳什均衡解可以通过Karush-Kuhn-Tucker(KKT)非线性互补方法来获得。说明性结果表明,所提出的具有地理分布的小云的资源共享方案可以提高资源利用率并降低系统功耗。此外,通过集成软件定义的网络体系结构,车载网络可以轻松实现全球最佳解决方案。

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