Energy Efficient UAV-assisted Communications via Collaborative Beamforming

被引:1
|
作者
Zheng, Tingting [1 ,3 ]
Liu, Yanheng [1 ]
Sun, Geng [1 ,2 ]
Li, Mushu [3 ]
Zhou, Conghao [3 ]
Shen, Xuemin [3 ]
机构
[1] Jilin Univ, Coll Comp Sci & Technol, Changchun, Peoples R China
[2] Jilin Univ, Key Lab Symbol Computat & Knowledge Engn, Minist Educ, Changchun, Peoples R China
[3] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON, Canada
关键词
UAV-assisted communication networks; collaborative beamforming; evolutionary computation; ALGORITHM;
D O I
10.1109/PIMRC56721.2023.10293984
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 propose collaborative beamforming (CB) in unmanned aerial vehicle (UAV)-assisted communication networks to improve transmission data rate with minimum energy consumption. Specifically, CB allows a group of UAVs forming a virtual element antenna array (VEAA) and transmitting data collaboratively in a synchronous manner through a high-gain mainlobe (ML) beam. The goal is to optimize the deployment locations of UAVs in the VEAA and excitation current weights for performing CB transmissions considering the energy cost for UAV deployment. Accordingly, we formulate an Energy-Efficient Communication Multi-objective Optimization Problem (EECMOP) to jointly maximize the transmission rate and minimize the maximum sidelobe level (SLL) as well as UAV energy consumption. Then, we propose an Enhanced Multi-Objective Ant Lion Optimizer (EMOALO) algorithm which incorporates a chaos theory to develop chaotic initialization and adjustable mode operators for solving the problem. Simulation results demonstrate the effectiveness of the EMOALO algorithm in improving energy efficiency for UAV-assisted communication networks.
引用
收藏
页数:6
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