Cache-Induced Hierarchical Cooperation in Wireless Device-to-Device Caching Networks

被引:13
|
作者
Liu, An [1 ]
Lau, Vincent K. N. [2 ]
Caire, Giuseppe [3 ]
机构
[1] Zhejiang Univ, Coll Informat Sci & Elect Engn, Hangzhou 310027, Zhejiang, Peoples R China
[2] Hong Kong Univ Sci & Technol, Dept ECE, Hong Kong, Hong Kong, Peoples R China
[3] Tech Univ Berlin, Dept Telecommun Syst, D-10587 Berlin, Germany
关键词
Caching; device-to-device networks; hierarchical cooperation; scaling laws; AD-HOC NETWORKS; TRANSPORT CAPACITY; SCALING LAWS; MIMO; THROUGHPUT; DELIVERY; LIMITS;
D O I
10.1109/TIT.2018.2794459
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider a wireless device-to-device caching network where n nodes are placed on a regular grid of area A(n). Each node caches L-C F (coded) bits from a library of size LF bits, where L is the number of files and F is the size of each file. Each node requests a file from the library independently according to a popularity distribution. Under a commonly used "physical model" and Zipf popularity distribution, we characterize the optimal per-node capacity scaling law for extended networks (i.e., A(n) = n). Moreover, we propose a cache-induced hierarchical cooperation scheme and associated cache content placement optimization algorithm to achieve the optimal per-node capacity scaling law. When the path loss exponent alpha < 3, the optimal per-node capacity scaling law achieved by the cache-induced hierarchical cooperation can be significantly better than that achieved by the existing state-of-the-art schemes. To the best of our knowledge, this is the first work that completely characterizes the per-node capacity scaling law for wireless caching networks under the physical model and Zipf distribution with an arbitrary skewness parameter tau. While scaling law analysis yields clean results, it may not accurately reflect the throughput performance of a large network with a finite number of nodes. Therefore, we also analyze the throughput of the proposed cache-induced hierarchical cooperation for networks of practical size. The analysis and simulations verify that cache-induced hierarchical cooperation can also achieve a large throughput gain over the cache-assisted multihop scheme for networks of practical size.
引用
收藏
页码:4629 / 4652
页数:24
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