Time and energy efficient data collection via UAV  被引量:2

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作  者:Tianhao WANG Xiaowei PANG Jie TANG Nan ZHAO Xiuyin ZHANG Xianbin WANG 

机构地区:[1]School of Information and Communication Engineering,Dalian University of Technology,Dalian 116024,China [2]School of Electronic and Information Engineering,South China University of Technology,Guangzhou 510641,China [3]Department of Electrical and Computer Engineering,Western University,London ON N6A 5B9,Canada

出  处:《Science China(Information Sciences)》2022年第8期178-192,共15页中国科学(信息科学)(英文版)

基  金:supported by National Key R&D Program of China (Grant No. 2020YFB1807002)。

摘  要:Using unmanned aerial vehicles(UAVs) for data collection has emerged as a promising technique to achieve both time-and energy-efficient data gathering while keeping data fresh. In this study, two schemes are proposed for flight cycle minimization and energy efficiency maximization to collect data from ground sensors. We first minimize the flight cycle by jointly optimizing the wake-up scheduling of sensors, the trajectory,and the time slot, which is a mixed-integer non-convex problem and difficult to solve directly. To this end,we propose an iterative algorithm based on block coordinate descent and successive convex approximation to decouple the original non-convex problem into two sub-problems and the constraints are turned to be convex approximately. Furthermore, the energy efficiency is maximized since the limited energy is a critical issue in UAV communication systems. We approximate the two subproblems as convex optimizations by introducing slack variables and applying SCA. The approximate energy efficiency is a fractional expression, and we use Dinkelbach’s method to solve it. Numerical results show that the flight cycle is minimized in the first scheme with the data requirement satisfied, while in the second scheme, the energy efficiency is maximized with the trade-off between the transmission data and the propulsion power consumption.

关 键 词:data collection energy efficiency maximization time minimization trajectory optimization unmanned aerial vehicle(UAV) 

分 类 号:TP274[自动化与计算机技术—检测技术与自动化装置] V279[自动化与计算机技术—控制科学与工程]

 

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