Content Delivery Analysis in Cellular Networks With Aerial Caching and mmWAVE Backhaul

被引:28
作者
Wang, Wei [1 ,2 ]
Cheng, Nan [3 ,4 ]
Liu, Yiliang [5 ]
Zhou, Haibo [6 ]
Lin, Xiaodong [7 ]
Shen, Xuemin [1 ]
机构
[1] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G1, Canada
[2] Nanjing Univ Aeronaut & Astronaut, Coll Elect & Informat Engn, Nanjing 211106, Peoples R China
[3] Xidian Univ, Sch Telecommun Engn, Xian 710071, Peoples R China
[4] Xidian Univ, State Key Lab ISN, Xian 710071, Peoples R China
[5] Xi An Jiao Tong Univ, Sch Cyber Sci & Engn, Xian 710049, Peoples R China
[6] Nanjing Univ, Sch Elect Sci & Engn, Nanjing 210023, Jiangsu, Peoples R China
[7] Univ Guelph, Sch Comp Sci, Guelph, ON N1G 2W1, Canada
基金
中国国家自然科学基金; 加拿大自然科学与工程研究理事会;
关键词
Unmanned aerial vehicles; Cellular networks; Channel models; Performance evaluation; Throughput; Millimeter wave communication; Antenna arrays; Unmanned aerial vehicle (UAV) communications; caching; mmWave backhaul; stochastic geometry; PERFORMANCE ANALYSIS; UAV NETWORKS; 5G; COMMUNICATION; INTERFERENCE; EFFICIENCY; DESIGN; IMPACT;
D O I
10.1109/TVT.2021.3074991
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, we investigate the successful content delivery (SCD) performance in the unmanned aerial vehicle (UAV) integrated terrestrial cellular networks, where the caching-enabled UAVs are dispatched to offload the burst traffic from the cellular networks. Specifically, the UAV and terrestrial cellular network share the same spectrum resources for user downlink communications and each UAV uses millimeter wave (mmWave) communications for self-backhaul. We derive a closed-form expression of the achievable rate of the mmWave wireless backhaul link and then analyze the minimum cache hit probability to achieve a certain backhaul rate requirement. By approximating the general probabilistic line-of-sight (LoS) propagation model as a LoS ball model, we analyze the conditional SCD probabilities by leveraging stochastic geometry tools. Simulation results demonstrate that the UAV integrated cellular network can not only provide more access opportunities but also achieve higher SCD performance than the conventional terrestrial network for ground users. Moreover, there exists an optimal UAV density and height to maximize the SCD performance. Our results provide useful guidelines for the design and deployment of future UAV-assisted networks.
引用
收藏
页码:4809 / 4822
页数:14
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