Exploiting Base Station Caching in MIMO Cellular Networks: Opportunistic Cooperation for Video Streaming

被引:104
|
作者
Liu, An [1 ]
Lau, Vincent K. N. [1 ]
机构
[1] Hong Kong Univ Sci & Technol, Dept ECE, Hong Kong 999077, Hong Kong, Peoples R China
关键词
Cache-induced opportunistic cooperative MIMO; fluid/diffusion approximation; dynamic cache replacement; playback buffer management; wireless video streaming;
D O I
10.1109/TSP.2014.2367473
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We propose a novel MIMO cooperation framework called the cache-induced opportunistic cooperative MIMO (Coop-MIMO) for video streaming in backhaul limited multicell MIMO networks. By caching a portion of the video files, the base stations (BSs) opportunistically employ Coop-MIMO transmission to achieve MIMO cooperation gain without expensive payload backhaul. We derive closed form expressions of various video streaming performance metrics for cache-induced opportunistic Coop-MIMO and investigate the impact of BS level caching and key system parameters on the performance. Specifically, we first obtain a mixed fluid-diffusion limit for the playback buffer queueing system. Then we derive the approximated video streaming performance using the mixed fluid-diffusion limit. Based on the performance analysis, we formulate the joint optimization of cache control and playback buffer management as a stochastic optimization problem. Then we derive a closed form solution for the playback buffer thresholds and develop a stochastic subgradient algorithm to find the optimal cache control. The analysis shows that the video streaming performance improves linearly with the BS cache size B-C, the transmit power cost decreases exponentially with B-C, and the backhaul cost decreases linearly with B-C.
引用
收藏
页码:57 / 69
页数:13
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