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Online Edge Caching and Wireless Delivery in Fog-Aided Networks with Dynamic Content Popularity

机译:基于Web的雾辅助网络在线边缘缓存和无线传输   动态内容流行度

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摘要

Fog Radio Access Network (F-RAN) architectures can leverage both cloudprocessing and edge caching for content delivery to the users. To this end,F-RAN utilizes caches at the edge nodes (ENs) and fronthaul links connecting acloud processor to ENs. Assuming time-invariant content popularity, existinginformation-theoretic analyses of content delivery in F-RANs rely on offlinecaching with separate content placement and delivery phases. In contrast, thiswork focuses on the scenario in which the set of popular content istime-varying, hence necessitating the online replenishment of the ENs' cachesalong with the delivery of the requested files. The analysis is centered on thecharacterization of the long-term Normalized Delivery Time (NDT), whichcaptures the temporal dependence of the coding latencies accrued acrossmultiple time slots in the high signal-to-noise ratio regime. Online edgecaching and delivery schemes based on reactive and proactive caching principlesare investigated for both serial and pipelined transmission modes acrossfronthaul and edge segments. Analytical results demonstrate that, in thepresence of a time-varying content popularity, the rate of fronthaul links setsa fundamental limit to the long-term NDT of F-RAN system. Analytical resultsare further verified by numerical simulation, yielding important designinsights.
机译:雾无线电接入网络(F-RAN)架构可以利用云处理和边缘缓存将内容交付给用户。为此,F-RAN利用边缘节点(EN)上的缓存和将云处理器连接到EN的前传链路。假设内容随时间变化而流行,F-RAN中内容传递的现有信息理论分析依赖于具有单独内容放置和传递阶段的离线缓存。相比之下,这项工作着眼于流行内容集随时间变化的情况,因此,随着请求文件的交付,必须在线补充EN的缓存。该分析集中在长期归一化交付时间(NDT)的特征上,该特征捕获了高信噪比方案中跨多个时隙累积的编码延迟的时间依赖性。针对跨前传和边缘段的串行和流水线传输模式,研究了基于反应式和主动式缓存原理的在线边缘缓存和传输方案。分析结果表明,在时变内容流行的情况下,前传链路的速率为F-RAN系统的长期NDT设置了基本限制。通过数值模拟进一步验证了分析结果,得​​出了重要的设计见解。

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