4.7 Article

Coded Load Balancing in Cache Networks

期刊

出版社

IEEE COMPUTER SOC
DOI: 10.1109/TPDS.2019.2933839

关键词

Servers; Load management; Measurement; Encoding; Network topology; Wireless communication; Content distribution networks; Distributed caching servers; content delivery networks; coded caching; request routing; load balancing; communication cost

资金

  1. IPM [95680425]

向作者/读者索取更多资源

We consider load balancing problem in a cache network consisting of storage-enabled servers forming a distributed content delivery scenario. Previously proposed load balancing solutions cannot perfectly balance out requests among servers, which is a critical issue in practical networks. Therefore, in this paper, we investigate a coded cache content placement where coded chunks of original files are stored in servers based on the files popularity distribution. In our scheme, upon each request arrival at the delivery phase, by dispatching enough coded chunks to the request origin from the nearest servers, the requested file can be decoded. Here, we show that if $n$n requests arrive randomly at $n$n servers, the proposed scheme results in the maximum load of $O(1)$O(1) in the network. This result is shown to be valid under various assumptions for the underlying network topology. Our results should be compared to the maximum load of two baseline schemes, namely, nearest replica and power of two choices strategies, which are $\Theta (\log n)$(logn) and $\Theta (\log \log n)$(loglogn), respectively. This finding shows that using coding, results in a considerable load balancing performance improvement, without compromising communications cost performance. This is confirmed by performing extensive simulation results, in non-asymptotic regimes as well.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.7
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据