Trajectory;
Optimization;
Data collection;
Resource management;
Data models;
Autonomous aerial vehicles;
Minimization;
mission completion time minimization;
trajectory optimization;
unmanned aerial vehicles (UAVs);
wireless sensor networks (WSNs);
POWER OPTIMIZATION;
MINIMIZATION;
ALGORITHMS;
NETWORKS;
ALTITUDE;
COVERAGE;
DESIGN;
D O I:
10.1109/JIOT.2022.3142764
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
Unmanned aerial vehicles (UAVs) have been widely used to collect data from ground nodes (GNs) in various applications because of their flexibility and mobility. Some emergency situations pose strict requirements for UAV's mission completion time. The current research focuses on the design and optimization of UAV's flight trajectory to shorten the mission completion time. But the data collection process also greatly affects the mission completion time, especially when the uplink throughput is large. This article emphasizes the data collection process and proposes a V-shaped collection trajectory for the first time to shorten UAV's collection time and then jointly optimizes the flight and collection trajectory to minimize the mission completion time. We formulate the mission completion time under energy constraints to an optimization problem and decompose it into three subproblems: 1) mission allocation of UAVs; 2) collection time minimization; and 3) joint optimization of collection and flight trajectory. 1) We establish the mission allocation model by setting the scaling factors for the flight and collection mission, and then solve it by utilizing the min-max multiple traveling salesman problem (MTSP) algorithm; 2) for the data collection process, we propose a V-shaped trajectory to minimize the data collection time and prove its validity; and 3) since the flight and collection trajectory of the adjacent GNs are deeply coupled, we model the joint optimization of the flight and the collection time as a mixed-integer nonlinear programming problem, and solve it by the joint optimization algorithm for flight trajectory and collection trajectory (JOFC). The simulation results show that our proposal outperforms the compared schemes.
机构:
Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R ChinaBeijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
Li, Xiaowei
;
Yao, Haipeng
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R ChinaBeijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
Yao, Haipeng
;
Wang, Jingjing
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R ChinaBeijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
Wang, Jingjing
;
Xu, Xiaobin
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R ChinaBeijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
Xu, Xiaobin
;
Jiang, Chunxiao
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Tsinghua Space Ctr, Beijing 100084, Peoples R ChinaBeijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
Jiang, Chunxiao
;
Hanzo, Lajos
论文数: 0引用数: 0
h-index: 0
机构:
Univ Southampton, Sch Elect & Comp Sci, Southampton SO17 1BJ, Hants, EnglandBeijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
机构:
Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R ChinaBeijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
Li, Xiaowei
;
Yao, Haipeng
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R ChinaBeijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
Yao, Haipeng
;
Wang, Jingjing
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R ChinaBeijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
Wang, Jingjing
;
Xu, Xiaobin
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R ChinaBeijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
Xu, Xiaobin
;
Jiang, Chunxiao
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Tsinghua Space Ctr, Beijing 100084, Peoples R ChinaBeijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
Jiang, Chunxiao
;
Hanzo, Lajos
论文数: 0引用数: 0
h-index: 0
机构:
Univ Southampton, Sch Elect & Comp Sci, Southampton SO17 1BJ, Hants, EnglandBeijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China