Cooperative Edge Caching in Fog Radio Access Networks: A Pigeon Inspired Optimization Approach

被引:1
|
作者
Xia, Chengyu [1 ,2 ,3 ]
Jiang, Yanxiang [1 ,2 ,3 ]
Peng, Mugen [4 ]
Zheng, Fu-Chun [1 ,5 ]
Bennis, Mehdi [6 ]
You, Xiaohu [1 ]
机构
[1] Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 210096, Peoples R China
[2] Xidian Univ, State Key Lab Integrated Serv Networks, Xian 710071, Peoples R China
[3] Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, Key Lab Wireless Sensor Network & Commun, 865 Changning Rd, Shanghai 200050, Peoples R China
[4] Beijing Univ Posts & Telecommun, Sch Informat & Commun Engn, Beijing, Peoples R China
[5] Harbin Inst Technol, Sch Elect & Informat Engn, Shenzhen 518055, Peoples R China
[6] Univ Oulu, Ctr Wireless Commun, Oulu 90014, Finland
来源
2019 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM) | 2019年
基金
国家重点研发计划;
关键词
Fog radio access networks; cooperative edge caching; pigeon inspired optimization; average download delay;
D O I
10.1109/globecom38437.2019.9013976
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the cooperative edge caching problem in fog radio access networks (F-RANs) is investigated to minimize the average download delay. Considering the non-linear and coupled multi-variable nature of the original optimizing problem, we transform it into an equivalent integer linear programming problem with decoupled variables. Then, we decomposed the transformed problem into two subproblems which can be solved separately by each fog access point (F-AP). Considering the non-deterministic polynomial hard (NP-hard) nature of the two decomposed subproblems, we propose an improved pigeon inspired optimization (PIO) based cooperative edge caching scheme, which utilizes Cauchy perturbation and self-adaptive factor to avoid pre-mature convergence and achieve a better search performance, respectively. Our proposed scheme not only allows F-APs to make cache decisions with low computational complexity, but also has very low message passing overhead. Simulation results show that our proposed scheme can greatly decrease the average download delay.
引用
收藏
页数:6
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