COOPEC : Cooperative Prefetching and Edge Caching for Adaptive 360° Video Streaming

被引:5
|
作者
Mahzari, Anahita [1 ]
Samiei, Aliehsan [1 ]
Prakash, Ravi [1 ]
机构
[1] Univ Texas Dallas, Dept Comp Sci, Richardson, TX 75080 USA
关键词
bitrate oscillation; 360 degrees video; caching;
D O I
10.1109/ISM.2020.00019
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Dynamic Adaptive Streaming over HTTP (DASH) has emerged as the de facto solution for streaming 360 degrees videos. Viewers of 360 degrees videos view only a fraction of each video segment, i.e., the part that corresponds to their Field of View (FoV). To facilitate FoV-adaptive streaming, a segment can be divided into multiple tiles with the FoV corresponding to a subset of tiles. Streaming each segment in its entirety from the video server to a client can incur high communication overheads both in terms of bandwidth and latency. Caching at the network edge can reduce these overheads. However, as edge cache capacity is limited, only a subset of tiles encoded at a subset of supported resolutions may be present in the cache. A viewer, depending on its FoV, may experience cache hit and low download latency for some segments, and a cache miss resulting in high download latency from video server for other segments. This can result in the DASH client unnecessarily triggering quality switches for the following reason: low (high) latency download from edge cache (server, respectively) may be misinterpreted as high (low, respectively) network throughput estimate. In this paper, we propose CooPEC (COOperative Prefetching and Edge Caching), a prefetching and complementary caching solution which uses viewers' FoV entropy to: (i) enable a bitrate oscillation-free video streaming, (ii) reduce core network bandwidth consumption, and (iii) enhance QoE for users.
引用
收藏
页码:77 / 81
页数:5
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