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Optimized Base-Station Cache Allocation for Cloud Radio Access Network With Multicast Backhaul

机译:具有组播回程的云无线电接入网络的优化基站缓存分配

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The performance of cloud radio access network (C-RAN) is limited by the finite capacities of the backhaul links connecting the centralized processor (CP) with the base-stations (BSs), especially when the backhaul is implemented in a wireless medium. This paper proposes the use of wireless multicast together with BS caching, where the BSs pre-store the contents of popular files, to augment the backhaul of C-RAN. For a downlink C-RAN consisting of a single cluster of BSs and wireless backhaul, this paper studies the optimal cache size allocation strategy among the BSs and the optimal multicast beamforming transmission strategy at the CP such that the user's requested messages are delivered from the CP to the BSs in the most efficient way. We first state a multicast backhaul rate expression based on a joint cache-channel coding scheme, which implies that larger cache sizes should be allocated to the BSs with weaker channels. We then formulate a two-timescale joint cache size allocation and beamforming design problem, where the cache is optimized offline based on the long-term channel statistical information, while the beamformer is designed during the file delivery phase based on the instantaneous channel state information. By leveraging the sample approximation method and the alternating direction method of multipliers, we develop efficient algorithms for optimizing the cache size allocation among the BSs, and quantify how much more caches should be allocated to the weaker BSs. We further consider the case with multiple files having different popularities and show that it is in general not optimal to entirely cache the most popular files first. Numerical results show considerable performance improvement of the optimized cache size allocation scheme over the uniform allocation and other heuristic schemes.
机译:云无线电接入网络(C-RAN)的性能受到将集中处理器(CP)与基站(BS)连接的回程链路的有限容量的限制,尤其是在无线介质中实施回程时。本文提出了将无线多播与BS缓存一起使用的方法,其中BS预先存储流行文件的内容,以增强C-RAN的回程。对于由单个基站集群和无线回程组成的下行链路C-RAN,本文研究了基站之间的最佳缓存大小分配策略和CP处的最佳多播波束成形传输策略,以便从CP传递用户请求的消息。以最有效的方式发送给BS。我们首先陈述基于联合缓存信道编码方案的多播回程速率表达式,这意味着应将较大的缓存大小分配给信道较弱的BS。然后,我们提出了一个两时间尺度的联合高速缓存大小分配和波束成形设计问题,其中基于长期信道统计信息对缓存进行脱机优化,而波束成形器则在文件传递阶段根据瞬时信道状态信息进行设计。通过利用乘数的样本近似方法和交替方向方法,我们开发了有效的算法来优化BS之间的缓存大小分配,并量化应为较弱的BS分配多少缓存。我们进一步考虑了具有不同受欢迎程度的多个文件的情况,并表明通常首先缓存整个最受欢迎的文件并不是最佳选择。数值结果表明,与统一分配和其他启发式方案相比,优化的高速缓存大小分配方案的性能有了显着提高。

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