Offloading on the edge: Performance and cost analysis of local data storage and offloading in HetNets

Pavlos Sermpezis, T. Spyropoulos
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引用次数: 7

Abstract

The rapid increase in data traffic demand has overloaded existing cellular networks. Planned upgrades in the communication architecture (e.g. LTE), while helpful, are not expected to keep up with demand. As a result, extensive densification through small cells, caching content closer to or even at the device, device-to-device (D2D) communications, and delayed content delivery are seen as necessary components for future heterogeneous cellular networks to withstand the data crunch. Nevertheless, these options imply new CAPEX and OPEX costs, extensive backhaul support, and contract plan incentives for D2D. A number of interesting tradeoffs, relating to performance and costs, arise thus for the operator. In this paper, we analytically investigate the extent to which local storage and communication through “edge” nodes could help offload traffic in a heterogeneous network (HetNet). We propose a model that can capture generic HetNet setups (comprising small cells, D2D communication, delayed delivery schemes, transmission costs, etc.). We analyse (a) the offloading performance and (b) the costs involved for the operator, and derive simple closed-form expressions as a function of the network parameters. Our results can be useful in performance evaluation and optimization of offloading and caching strategies, network dimensioning, pricing policies, etc.
边缘卸载:HetNets中本地数据存储和卸载的性能和成本分析
数据流量需求的快速增长使现有的蜂窝网络不堪重负。通信架构(如LTE)的计划升级虽然有帮助,但预计无法跟上需求。因此,通过小蜂窝进行广泛的密集化、缓存靠近设备甚至在设备上的内容、设备对设备(D2D)通信以及延迟的内容交付被视为未来异构蜂窝网络抵御数据紧缩的必要组成部分。然而,这些选择意味着新的CAPEX和OPEX成本,广泛的回程支持,以及D2D的合同计划激励。因此,运营商需要在性能和成本方面进行一些有趣的权衡。在本文中,我们分析研究了通过“边缘”节点的本地存储和通信在多大程度上可以帮助卸载异构网络(HetNet)中的流量。我们提出了一个可以捕获通用HetNet设置的模型(包括小单元,D2D通信,延迟交付方案,传输成本等)。我们分析了(a)卸载性能和(b)运营商所涉及的成本,并推导出简单的封闭形式表达式作为网络参数的函数。我们的结果可以用于性能评估和优化卸载和缓存策略、网络维度、定价策略等。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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