Optimizing Joint Probabilistic Caching and Channel Access for Clustered D2D Networks

被引:3
|
作者
Amer, Ramy [4 ]
Baza, Mohamed [1 ]
Salman, Tara [2 ]
Butt, M. Majid [5 ,6 ]
Alhindi, Ahmad [3 ]
Marchetti, Nicola [4 ]
机构
[1] Coll Charleston, Dept Comp Sci, Charleston, SC USA
[2] Washington Univ, Dept Comp Sci & Engn, St Louis, MO 63110 USA
[3] Umm Al Qura Univ, Dept Comp Sci, Mecca, Saudi Arabia
[4] Trinity Coll Dublin, CONNECT Ctr Future Networks 2, Dublin, Ireland
[5] Nokia Bell Labs, Nozay, France
[6] Trinity Coll Dublin, Dublin, Ireland
基金
爱尔兰科学基金会;
关键词
Index Terms; Caching; channel access; D2D communication;
D O I
10.23919/JCN.2021.000019
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
at mobile devices and leveraging deviceto-device (D2D) communication are two promising approaches to support massive content delivery over wireless networks. Analysis of such D2D caching networks based on a physical interference model is usually carried out by assuming uniformly distributed devices. However, this approach does not capture the notion of device clustering. In this regard, this paper proposes a joint communication and caching optimization framework for clustered D2D networks. Devices are spatially distributed into disjoint clusters and are assumed to have a surplus memory that is utilized to proactively cache files, following a random probabilistic caching scheme. The cache offloading gain is maximized by jointly optimizing channel access and caching scheme. A closed-form caching solution is obtained and bisection search method is adopted to heuristically obtain the optimal channel access probability. Results show significant improvement in the offloading gain reaching up to 10% compared to the Zipf caching baseline.
引用
收藏
页码:433 / 441
页数:9
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