An Efficient and Robust UAVs' Path Planning Approach for Timely Data Collection in Wireless Sensor Networks

被引:1
|
作者
Wang, Tianzhi [1 ]
Liu, Zhenyu [2 ]
Xu, Lianming [1 ]
Wang, Li [2 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Elect Engn, Beijing, Peoples R China
[2] Beijing Univ Posts & Telecommun, Sch Comp Sci, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
UAV Path Planning; Wireless Sensor Network; Data Collection; Time Efficiency;
D O I
10.1109/WCNC51071.2022.9771595
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The flexible and controllable mobility makes Unmanned Aerial Vehicle (UAV) useful in collecting data from distributed wireless sensor nodes, especially in emergency situations where infrastructures are destroyed or absent. However, due to the limited battery capacity, the mission duration of UAV is severely restricted, which makes the trajectory design become challenging. In this paper, a data-collection oriented multiple UAVs path planing algorithm is proposed to minimize the data collection time. Specifically, an enhanced particle swarm optimization (E-PSO) algorithm is first proposed to optimize the visiting sequence of sensors, which can shorten the flight time. Moreover, a novel hover-on-edge algorithm is designed by jointly considering wireless communication ranges and locations of sensors in traversal sequence. The proposed algorithms are compatible with UAV flying directly above the sensor (E-PSO) and UAV hovering on the communication range of sensor (HE-PSO) which enhance the robustness of the system. Simulation results demonstrate path distance and flight time reduction of our proposed algorithm.
引用
收藏
页码:914 / 919
页数:6
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