Performance Analysis and Optimization for Layer-Based Scalable Video Caching in 6G Networks

被引:6
|
作者
Ma, Junchao [1 ]
Liu, Lingjia [2 ]
Shang, Bodong [3 ]
Jere, Shashank [2 ]
Fan, Pingzhi [4 ]
机构
[1] Jiangsu Univ Sci & Technol, Ocean Coll, Zhenjiang 212100, Peoples R China
[2] Virginia Tech, Bradley Dept Elect & Comp Engn, Blacksburg, VA 24061 USA
[3] Carnegie Mellon Univ, Dept Engn & Publ Policy, Pittsburgh, PA 15213 USA
[4] Southwest Jiaotong Univ, Key Lab Informat Coding & Transmiss, Chengdu 610031, Peoples R China
基金
美国国家科学基金会;
关键词
Layer-based scalable video caching; stochastic geometry; non-orthogonal transmission; caching aided data rate (CADR); TRANSMISSION; ALLOCATION; EFFICIENCY; MULTICAST; DELIVERY;
D O I
10.1109/TNET.2022.3222931
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Scalable video caching is a promising technique to alleviate backbone traffic in sixth generation (6G) networks, and to serve users with video quality that adapts to varying channel conditions. In this paper, we develop a layer-based scalable video caching technique with non-orthogonal transmission by taking advantage of the layer feature in the scalable video. In addition, the impact of different serving base station selection algorithms is investigated. Our results indicate that both the caching placement design and transmission scheme design dominate the caching performance. To evaluate the interplay of these two policies, a tractable metric of Caching Aided Data Rate (CADR) is characterized and maximized by jointly optimizing the aforementioned two policies. Together with extensive Monte Carlo simulations, numerical results are also evaluated in this paper, demonstrating that the proposed Layer-based video Caching scheme with Non-Orthogonal Transmission (LCNOT) can achieve higher CADR performance than other baseline schemes.
引用
收藏
页码:1494 / 1506
页数:13
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