On the Joint Content Caching and User Association Problem in Small Cell Networks

M. Karaliopoulos, L. Chatzieleftheriou, George Darzanos, I. Koutsopoulos
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引用次数: 4

Abstract

Caching at the edge of the radio network is increasingly viewed as a promising countermeasure to the staggering demand for mobile video content. The persistent orientation of newer generations of mobile communication systems towards lower latency and faster radio access speeds only strengthens the arguments in its favor. When content caching is coordinated with other radio resource management functions, in particular, the benefits for the end users and the network operator are significant. In this paper, we investigate these benefits in cache-enabled small cell networks that jointly control (i) the Small-Cell Base Stations (SBSs) that serve as network access points for the mobile users; and (ii) the content that is stored at the SBS co-located caches. Our main contribution is a fast-converging computationally simple heuristic algorithm that iterates between assigning users to small cells and content to SBS caches, to maximize the overall cache hit ratio. The algorithm solutions compete with the optimal assignments at small problem instances and outperform alternative solutions for larger instances, especially when the content demand exhibits spatial locality. Combining good performance with non-prohibitive complexity, the algorithm could become a valuable tool for small cell network operators seeking to optimize the use of radio network resources.
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小蜂窝网络中的联合内容缓存和用户关联问题
无线网络边缘缓存越来越被认为是应对移动视频内容惊人需求的一种有前途的对策。新一代移动通信系统不断向更低的延迟和更快的无线电接入速度发展,这只会加强对其有利的论点。特别是,当内容缓存与其他无线电资源管理功能协调时,对最终用户和网络运营商的好处是显著的。在本文中,我们研究了支持缓存的小型蜂窝网络中的这些好处,这些网络共同控制(i)作为移动用户网络接入点的小型蜂窝基站(SBSs);以及(ii)存储在SBS共址缓存中的内容。我们的主要贡献是一种快速收敛的计算简单的启发式算法,该算法在将用户分配给小单元和将内容分配给SBS缓存之间进行迭代,以最大化总体缓存命中率。算法解决方案在小问题实例中与最优分配竞争,在较大实例中优于替代解决方案,特别是当内容需求显示空间局部性时。结合良好的性能和非限制性的复杂性,该算法可以成为小型蜂窝网络运营商寻求优化无线网络资源使用的有价值的工具。
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