Online Distributed Edge Caching for Mobile Data Offloading in 5G Networks

被引:0
|
作者
Zeng, Yiming [1 ]
Huang, Yaodong [1 ]
Liu, Zhenhua [2 ]
Yang, Yuanyuan [1 ]
机构
[1] SUNY Stony Brook, Dept Elect & Comp Engn, Stony Brook, NY 11794 USA
[2] SUNY Stony Brook, Dept Appl Math & Stat, Stony Brook, NY 11794 USA
基金
美国国家科学基金会;
关键词
edge caching; distributed algorithm; online optimization; 5G networks; PLACEMENT;
D O I
10.1109/iwqos49365.2020.9213007
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Edge caching is an effective approach to improve the quality of service for mobile users and therefore a critical component for 5G networks. Despite the importance, it is not clear how to determine which contents to cache and how to the serve requests in 5G networks to minimize the total operational cost in a distributed and online manner, especially when some mobile users can be served by multiple small base stations. In this paper, we formulate an optimization problem to jointly decide the caching policy and the routing decision. There are two challenges: the need for distributed control and the lack of future information. We therefore develop an online distributed algorithm with provable performance guarantees in terms of convergence and competitive ratio compared to the offline optimal solution. Numerical simulations based on real-world traces highlight the significant performance improvement compared to existing baselines.
引用
收藏
页数:10
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