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Content Placement in Cache-Enabled Sub-6 GHz and Millimeter-Wave Multi-antenna Dense Small Cell Networks

机译:缓存启用的sub-6 GHz和毫米波内容放置   多天线密集小小区网络

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摘要

This paper studies the performance of cache-enabled dense small cell networksconsisting of multi-antenna sub-6 GHz and millimeter-wave base stations.Different from the existing works which only consider a single antenna at eachbase station, the optimal content placement is unknown when the base stationshave multiple antennas. We first derive the successful content deliveryprobability by accounting for the key channel features at sub-6 GHz and mmWavefrequencies. The maximization of the successful content delivery probability isa challenging problem. To tackle it, we first propose a constrainedcross-entropy algorithm which achieves the near-optimal solution with moderatecomplexity. We then develop another simple yet effective heuristicprobabilistic content placement scheme, termed two-stair algorithm, whichstrikes a balance between caching the most popular contents and achievingcontent diversity. Numerical results demonstrate the superior performance ofthe constrained cross-entropy method and that the two-stair algorithm yieldssignificantly better performance than only caching the most popular contents.The comparisons between the sub-6 GHz and mmWave systems reveal an interestingtradeoff between caching capacity and density for the mmWave system to achievesimilar performance as the sub-6 GHz system.
机译:本文研究了由6 GHz以下多天线和毫米波基站组成的启用高速缓存的密集小小区网络的性能,与现有工作仅考虑每个基站上的单个天线的现有工作不同,当内容在基站须安装多个天线。我们首先通过考虑低于6 GHz和毫米波频率的关键信道特征来得出成功的内容交付概率。成功的内容交付概率的最大化是一个具有挑战性的问题。为了解决这个问题,我们首先提出了一种约束交叉熵算法,该算法以中等复杂度实现了近乎最优的解决方案。然后,我们开发了另一种简单但有效的启发式概率内容放置方案,称为两层算法,该方案在缓存最受欢迎的内容和实现内容多样性之间取得了平衡。数值结果证明了约束交叉熵方法的优越性能,并且两步算法比仅缓存最受欢迎的内容产生了明显更好的性能。sub-6 GHz和mmWave系统之间的比较表明,对于mmWave系统可实现与6 GHz以下系统相似的性能。

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