Analysis and Optimization of Cache-Enabled Fog Radio Access Networks: Successful Transmission Probability, Fractional Offloaded Traffic and Delay

被引:20
|
作者
Jiang, Yanxiang [1 ,2 ,3 ]
Peng, Aoao [1 ]
Wan, Chaoyi [1 ]
Cui, Ying [4 ]
You, Xiaohu [1 ]
Zheng, Fu-Chun [1 ,5 ]
Jin, Shi [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, Shanghai 200050, Peoples R China
[4] Shanghai Jiao Tong Univ, Dept Elect Engn, Shanghai 200240, Peoples R China
[5] Harbin Inst Technol, Sch Elect & Informat Engn, Shenzhen 518055, Peoples R China
基金
英国工程与自然科学研究理事会;
关键词
Fog radio access networks; edge caching; stochastic geometry; successful transmission probability; fractional; offloaded traffic; delay; fruit fly optimization algorithm; ASSIGNMENT; MODEL;
D O I
10.1109/TVT.2020.2981122
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 paper, the edge caching optimization problem in fog radio access networks (F-RANs) is investigated. Considering that fog access points (F-APs) can offer cooperation gain by jointly transmitting the same file or content diversity gain by concurrently transmitting the coded subfiles, we propose to use both joint transmission (JT) strategy and parallel transmission (PT) strategy to serve users. Using tools from stochastic geometry, we first derive the expressions of successful transmission probability (STP) under different transmission strategies, and then derive the expressions of fractional offloaded traffic (FOT) and delay. We further formulate the corresponding edge caching optimization problem to maximize the STP, FOT or minimize the delay. Considering the NP-hard property of the above optimization problem, we propose an improved fruit fly optimization (FFO) based edge caching scheme, which utilizes the dynamic search step to avoid pre-mature convergence. Furthermore, we theoretically analyze the convergence and global optimality of our proposed scheme. Numerical results show that a significant performance gain is achieved by using our proposed edge caching scheme compared with the baseline schemes.
引用
收藏
页码:5219 / 5231
页数:13
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