Explicit Content Caching at Mobile Edge Networks with Cross-Layer Sensing

Sensors

Xuemin Hong¹  Jianghong Shi¹  Lingyu Chen¹  Youxing Su¹  Wenbin Luo¹ 

[1] School of Information Science and Technology, Xiamen University, Xiamen 361005, China;

关键词: edge computing;    caching;    content delivery;    content recommendation;    cross-layer design;   

DOI  :  10.3390/s18040940

来源: DOAJ

【 摘 要 】

The deployment density and computational power of small base stations (BSs) are expected to increase significantly in the next generation mobile communication networks. These BSs form the mobile edge network, which is a pervasive and distributed infrastructure that can empower a variety of edge/fog computing applications. This paper proposes a novel edge-computing application called explicit caching, which stores selective contents at BSs and exposes such contents to local users for interactive browsing and download. We formulate the explicit caching problem as a joint content recommendation, caching, and delivery problem, which aims to maximize the expected user quality-of-experience (QoE) with varying degrees of cross-layer sensing capability. Optimal and effective heuristic algorithms are presented to solve the problem. The theoretical performance bounds of the explicit caching system are derived in simplified scenarios. The impacts of cache storage space, BS backhaul capacity, cross-layer information, and user mobility on the system performance are simulated and discussed in realistic scenarios. Results suggest that, compared with conventional implicit caching schemes, explicit caching can better exploit the mobile edge network infrastructure for personalized content dissemination.

【 授权许可】

Unknown