Social-Aware Edge Caching in Fog Radio Access Networks

被引:64
作者
Wang, Xiang [1 ]
Leng, Supeng [1 ]
Yang, Kun [2 ]
机构
[1] Univ Elect Sci & Technol China, Sch Commun & Informat Engn, Chengdu 611731, Peoples R China
[2] Univ Essex, Sch Comp Sci & Elect Engn, Colchester CO4 3SQ, Essex, England
基金
中国国家自然科学基金; 英国工程与自然科学研究理事会;
关键词
Edge caching; fog radio access network; mobile social network; Markov chain; network intervention; MOBILE; DELIVERY; 5G;
D O I
10.1109/ACCESS.2017.2693440
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Fog radio access networks (F-RANs) are becoming an emerging and promising paradigm for fifth generation cellular communication systems. In F-RANs, distributed edge caching techniques among remote radio heads (RRHs) and user equipment (UE) can effectively alleviate the burdens on the fronthaul toward the base band unit pool and the bandwidth of the RANs. However, it is still not clear as to how social relationships affect the performance of edge caching schemes. This paper attempts to analyze the impact of mobile social networks (MSNs) on the performance of edge caching in F-RANs. We propose a Markovchain-based model to analyze edge caching among edge nodes (i.e., RRHs and MSNs), as well as data sharing among the potential MSNs from the viewpoint of content diffusion in the F-RANs. Moreover, we analyze the edge caching schemes among UE to minimize the bandwidth consumption in the RANs. Finally, the optimal edge caching strategies among RRHs in terms of caching locations and time are introduced to minimize the bandwidth consumption of fronthaul and storage costs in the F-RANs. Simulation results show that the proposed edge caching schemes among UE and RRHs are able to reduce the bandwidth consumption of RANs and fronthaul effectively.
引用
收藏
页码:8492 / 8501
页数:10
相关论文
共 22 条
[1]   Architecture of Hybrid Mobile Social Networks for Efficient Content Delivery [J].
Akhtar, Rizwan ;
Leng, Supeng ;
Memon, Imran ;
Ali, Mushtaq ;
Zhang, Liren .
WIRELESS PERSONAL COMMUNICATIONS, 2015, 80 (01) :85-96
[2]  
[Anonymous], Ericsson Mobility Report
[3]   CACHING BASED SOCIALLY-AWARE D2D COMMUNICATIONS IN WIRELESS CONTENT DELIVERY NETWORKS: A HYPERGRAPH FRAMEWORK [J].
Bai, Bo ;
Wang, Li ;
Han, Zhu ;
Chen, Wei ;
Svensson, Tommy .
IEEE WIRELESS COMMUNICATIONS, 2016, 23 (04) :74-81
[4]  
Balzs M., SUM INDEPENDENT EXPO
[5]   To Cache or Not to Cache The 3G Case [J].
Erman, Jeffrey ;
Gerber, Alexandre ;
Hajiaghayi, Mohammad Taghi ;
Pei, Dan ;
Sen, Subhabrata ;
Spatscheck, Oliver .
IEEE INTERNET COMPUTING, 2011, 15 (02) :27-34
[6]  
Fan B., IEEE SYST J IN PRESS
[7]   A Dynamic Bandwidth Allocation Algorithm in Mobile Networks with Big Data of Users and Networks [J].
Fan, Bo ;
Leng, Supeng ;
Yang, Kun .
IEEE NETWORK, 2016, 30 (01) :6-10
[8]   Optimal storage allocation on throwboxes in Mobile Social Networks [J].
Fan, Bo ;
Leng, Supeng ;
Yang, Kun ;
Zhang, Yan .
COMPUTER NETWORKS, 2015, 91 :90-100
[9]   Geocommunity-Based Broadcasting for Data Dissemination in Mobile Social Networks [J].
Fan, Jialu ;
Chen, Jiming ;
Du, Yuan ;
Gao, Wei ;
Wu, Jie ;
Sun, Youxian .
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2013, 24 (04) :734-743
[10]   A Resource Allocation Perspective on Caching to Achieve Low Latency [J].
Hsu, Hsiang ;
Chen, Kwang-Cheng .
IEEE COMMUNICATIONS LETTERS, 2016, 20 (01) :145-148