Deployment Model and Performance Analysis of Clustered D2D Caching Networks Under Cluster-Centric Caching Strategy

被引:13
|
作者
Ma, Zhonggui [1 ]
Nuermaimaiti, Nuerxiati [1 ]
Zhang, Haijun [2 ,3 ,4 ]
Zhou, Huan [5 ]
Nallanathan, Arumugam [6 ]
机构
[1] Univ Sci & Technol Beijing, Sch Comp & Commun Engn, Inst Artificial Intelligence, Beijing 100083, Peoples R China
[2] Univ Sci & Technol Beijing, Inst Artificial Intelligence, Beijing 100083, Peoples R China
[3] Univ Sci & Technol Beijing, Beijing Adv Innovat Ctr Mat Genome Engn, Beijing 100083, Peoples R China
[4] Univ Sci & Technol Beijing, Beijing Engn & Technol Res Ctr Convergence Networ, Beijing 100083, Peoples R China
[5] China Three Gorges Univ, Coll Comp & Informat Technol, Yichang 443002, Peoples R China
[6] Queen Mary Univ London, Sch Elect Engn & Comp Sci, London E1 4NS, England
基金
北京市自然科学基金; 中国国家自然科学基金;
关键词
Device-to-device communication; Receivers; Transmitters; Interference; Cellular networks; Analytical models; Simulation; D2D; Poisson cluster process; coverage probability; cache hit probability; average achievable rate; TO-DEVICE COMMUNICATION; SELECTION;
D O I
10.1109/TCOMM.2020.2992053
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
Device-to-Device (D2D) communication has become a promising candidate in future cellular networks to improve spectrum efficiency and energy efficiency, while reducing the latency. As the capacity of D2D user equipments (DUEs) increases, it makes DUEs caching possible, and it can offload traffic from macro base stations, perform computation-intensive and latency-critical tasks. In this paper, in-band communication is considered, and the Poisson cluster process is utilized to model and analyze the clustered D2D networks under cluster-centric caching strategy. Firstly, we use the Thomas cluster process to model cellular user equipments (CUEs) and DUEs, and give a deployment scheme of clustered D2D caching networks. Secondly, the aggregated interference of the typical D2D receiver is analyzed in the clustered D2D networks. Then the Laplace transform of the aggregated interference is analyzed, and the expressions of coverage probability, average achievable rate and cache hit probability of the typical D2D receiver are deduced. The simulation results show that we can adjust the path loss exponent, densities of DUEs and CUEs, transmitting power of CUEs, mean of simultaneously active transmitters in each cluster and Zipf exponent to improve the performance of clustered D2D caching networks.
引用
收藏
页码:4933 / 4945
页数:13
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