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Joint Optimization of Edge Computing Architectures and Radio Access Networks

机译:边缘计算架构和无线电接入网络的联合优化

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摘要

Virtualized radio access network (vRAN) architectures and multiple-access edge computing (MEC) systems constitute two key solutions for the emerging Tactile Internet applications and the increasing mobile data traffic. Their efficient deployment, however, requires a careful design tailored to the available network resources and user demand. In this paper, we propose a novel modeling approach and a rigorous analytical framework, MEC–vRAN joint design problem (MvRAN), that minimizes vRAN costs and maximizes MEC performance. Our framework selects jointly the base-station function splits, the fronthaul routing paths, and the placement of MEC functions. We follow a data-driven evaluation method, using topologies of three operational networks and experiments with a typical face-recognition MEC service. Our results reveal that MvRAN achieves significant cost savings (up to 2.5 times) compared to non-optimized centralized RAN or decentralized RAN systems, and MEC pushes the vRAN functions to radio units and hence can increase substantially the network cost.
机译:虚拟无线接入网(vRAN)架构和多路访问边缘计算(MEC)系统构成了针对新兴的触觉互联网应用和日益增长的移动数据流量的两个关键解决方案。但是,它们的有效部署需要针对可用网络资源和用户需求量身定制的仔细设计。在本文中,我们提出了一种新颖的建模方法和一个严格的分析框架,即MEC-vRAN联合设计问题(MvRAN),该问题可最小化vRAN成本并最大化MEC性能。我们的框架共同选择了基站功能分区,前传路由路径和MEC功能的位置。我们遵循一种数据驱动的评估方法,使用三个操作网络的拓扑结构并使用典型的面部识别MEC服务进行实验。我们的结果表明,与未优化的集中式RAN或分散式RAN系统相比,MvRAN可以节省大量成本(最多2.5倍),而MEC将vRAN功能推向无线电部门,因此可以大幅增加网络成本。

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