Multi-Area Throughput and Energy Optimization of UAV-Aided Cellular Networks Powered by Solar Panels and Grid

被引:37
作者
Chiaraviglio, Luca [1 ,3 ]
D'Andreagiovanni, Fabio [4 ,5 ]
Liu, William [6 ]
Gutierrez, Jairo A. [7 ]
Blefari-Melazzi, Nicola [2 ]
Choo, Kim-Kwang Raymond [8 ]
Alouini, Mohamed-Slim [9 ]
机构
[1] Univ Roma Tor Vergata, I-00133 Rome, Italy
[2] Univ Roma Tor Vergata, Telecommun, I-00133 Rome, Italy
[3] Consorzio Nazl Interuniv Telecomunicaz, I-43124 Rome, Italy
[4] Natl Ctr Sci Res CNRS, F-75016 Paris, France
[5] Univ Technol Compiegne, Sorbonne Univ, CNRS, Heudiasyc UMR 7253, F-75004 Paris, France
[6] Auckland Univ Technol, Dept Informat Technol & Software Engn, Sch Engn Comp & Math Sci, Auckland 1010, New Zealand
[7] Auckland Univ Technol, Sch Engn Comp & Math Sci, Auckland 1010, New Zealand
[8] Univ Texas San Antonio, San Antonio, TX 78249 USA
[9] King Abdullah Univ Sci & Technol KAUST, Thuwal 23955, Saudi Arabia
关键词
Throughput; Cellular networks; Optimization; Computer architecture; Trajectory; Mobile computing; Solar panels; throughput and energy management; UAV; renewable energy; COMMUNICATION; DESIGN; CHALLENGES; ARCHITECTURE; DEPLOYMENT;
D O I
10.1109/TMC.2020.2980834
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Small cells (SCs) mounted on top of Unmanned Aerial Vehicles (UAVs) can be used to boost the radio capacity in hotspot zones. However, UAV-SCs are subject to tight battery constraints, resulting in frequent recharges operated at the ground sites. To meet the UAV-SCs energy demanded to the ground sites, the operator leverages a set of Solar Panels (SPs) and grid connection. In this work, we demonstrate that both i) the level of throughput provided to a set of areas and ii) the amount of energy that is exchanged with the grid by the ground sites play a critical role in such UAV-aided cellular network. We then formulate the J-MATE model to jointly optimize the energy and throughput through revenue and cost components. In addition, we design the BBSR algorithm, which is able to retrieve a solution even for large problem instances. We evaluate J-MATE and BBSR over a realistic scenario composed of dozens of areas and multiple ground sites, showing that: i) both J-MATE and BBSR outperform previous approaches targeting either the throughput maximization or the energy minimization, and ii) the computation time and the memory occupation of BBSR are reduced up to five orders of magnitude compared to J-MATE.
引用
收藏
页码:2427 / 2444
页数:18
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