A QoE-based Caching Algorithm for HTTP Adaptive Streaming Contents in Radio Access Networks

被引:0
|
作者
Phuong L. Vo [1 ]
Long Van Nguyen [1 ]
Tuan-Anh Le [2 ]
Duc Ngoc Minh Dang [3 ]
机构
[1] Int Univ VNUHCM, Sch Comp Sci & Engn, Ho Chi Minh, Vietnam
[2] Univ Thudaumot, Fac Informat Technol, Thu Dau Mot City, Binh Duong Prov, Vietnam
[3] Ton Duc Thang Univ, Fac Elect & Elect Engn, Ho Chi Minh City, Vietnam
来源
2016 IEEE SIXTH INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND ELECTRONICS (ICCE) | 2016年
关键词
Knapsack problem; content caching; adaptive bit-rate streaming;
D O I
暂无
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
The double-digit growth of the number of mobile broadband subscribers has resulted in an exponential growth of mobile traffic in recent years. A major part of mobile traffic is the duplicate downloads of popular contents. A cache-enabled radio access network in which the popular contents are replicated at the eNodeBs (eNB) helps to improve the quality-of-experience (QoE) of the end users and to reduce the transit traffic on the backhaul links. Recently, adaptive streaming over HTTP has become a major technique to deliver the video contents to the end users in the Internet. With this technique, each video content is stored in several representations corresponding to different QoE levels. In this paper, we introduce an integer linear programming (ILP) model for video content caching which maximizes the sum of QoE supported by a cache-enabled eNB. An online caching algorithm is proposed based on the greedy algorithm solving the LP-relaxation of the ILP. The simulations show that our proposed algorithm yields a higher QoE, cache hit ratio, and a lower transit traffic on the backhaul links than the caching with traditional eviction algorithms such as least-recently-used and least-frequently-used.
引用
收藏
页码:417 / 422
页数:6
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