Context-Aware Data Caching for 5G Heterogeneous Small Cells Networks

被引:12
作者
Chang, Zheng [1 ]
Gu, Yunan [2 ]
Han, Zhu [2 ]
Chen, Xianfu [3 ]
Ristaniemi, Tapani [1 ]
机构
[1] Univ Jyvaskyla, Dept Math Informat Technol, POB 35, FI-40014 Jyvaskyla, Finland
[2] Univ Houston, Elect & Comp Engn Dept, Houston, TX USA
[3] VTT Tech Res Ctr Finland, Oulu, Finland
来源
2016 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC) | 2016年
关键词
small cell networks; context aware; content caching; matching;
D O I
10.1109/ICC.2016.7511132
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this work, we investigate the problem of context-aware data caching in the heterogeneous small cell networks (HSCNs) to provide satisfactory to the end-users in reducing the service latency. In particular, we explore the storage capability of base stations (BSs) in HSCNs and propose a data caching model consists of edge caching elements (CAEs), small cell base stations (SBSs), and macro cell BS (MBS). Then, we concentrate on how to efficiently match the data contents to the different cache entities in order to minimize the overall system service latency. We model it as a distributed college admission (CA) stable matching problem and tackle this issue by utilizing contextual information to generate the preference lists of cache entities and contents, respectively. In the CA model, we leverage the resident-oriented Gale-Shapley (RGS) algorithm to find a stable matching between the contents and the cache entities. Through numerical results, we illustrate the advantages of of our proposed methods.
引用
收藏
页数:6
相关论文
共 17 条
[1]  
Abdulkadiroglu A, 2013, ECON SOC MONOGR, P3
[2]   What Will 5G Be? [J].
Andrews, Jeffrey G. ;
Buzzi, Stefano ;
Choi, Wan ;
Hanly, Stephen V. ;
Lozano, Angel ;
Soong, Anthony C. K. ;
Zhang, Jianzhong Charlie .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2014, 32 (06) :1065-1082
[3]  
[Anonymous], CPLEX OPT
[4]  
Bastug E., 2014, IEEE COMM MAG, V52
[5]  
Breslau L, 1999, IEEE INFOCOM SER, P126, DOI 10.1109/INFCOM.1999.749260
[6]   On Femto Deployment Architectures and Macrocell Offloading Benefits in Joint Macro-Femto Deployments [J].
Calin, Doru ;
Claussen, Holger ;
Uzunalioglu, Huseyin .
IEEE COMMUNICATIONS MAGAZINE, 2010, 48 (01) :26-32
[7]   COLLEGE ADMISSIONS AND STABILITY OF MARRIAGE [J].
GALE, D ;
SHAPLEY, LS .
AMERICAN MATHEMATICAL MONTHLY, 1962, 69 (01) :9-&
[8]   Matching Theory for Future Wireless Networks: Fundamentals and Applications [J].
Gu, Yunan ;
Saad, Walid ;
Bennis, Mehdi ;
Debbah, Merouane ;
Han, Zhu .
IEEE COMMUNICATIONS MAGAZINE, 2015, 53 (05) :52-59
[9]  
Hachem J, 2015, IEEE INFOCOM SER
[10]   Distributed Caching for Data Dissemination in the Downlink of Heterogeneous Networks [J].
Li, Jun ;
Chen, Youjia ;
Lin, Zihuai ;
Chen, Wen ;
Vucetic, Branka ;
Hanzo, Lajos .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2015, 63 (10) :3553-3568