Adaptive Multiple Task Assignments for UAVs Using Discrete Particle Swarm Optimization

被引:12
作者
Chen, Kun [1 ]
Sun, Qibo [1 ]
Zhou, Ao [1 ]
Wang, Shangguang [1 ]
机构
[1] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing, Peoples R China
来源
INTERNET OF VEHICLES: TECHNOLOGIES AND SERVICES TOWARDS SMART CITY (IOV 2018) | 2018年 / 11253卷
基金
北京市自然科学基金;
关键词
UAV; Forest firefighting; Task assignment; Particle swarm optimization; AERIAL VEHICLES;
D O I
10.1007/978-3-030-05081-8_16
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 forest fire is an extremely dangerous natural disaster. The traditional fire-fighting equipment have great difficulty in performing firefighting in mountain terrain. Unmanned aerial vehicles (UAVs) are coming into a popular form in forest firefighting. In view of the suddenness of forest fires, the adaptive and dynamic firefighting task assignment for UAV is of great significance, and the current firefighting task assignment cannot address this issue. This paper proposed an adaptive and dynamic multiple task assignment method for UAVs. Firstly, the adaptive and dynamic firefighting task assignment is formulated as an optimization problem. Secondly, an assignment algorithm is proposed to solve the problem by extending the particle swarm optimization (PSO) algorithm. Finally, the experiment results verify the effectiveness of the proposed algorithm.
引用
收藏
页码:220 / 229
页数:10
相关论文
共 12 条
[1]   GAMPP: Genetic Algorithm for UAV Mission Planning Problems [J].
Bello-Orgaz, Gema ;
Ramirez-Atencia, Cristian ;
Fradera-Gil, Jaime ;
Camacho, David .
INTELLIGENT DISTRIBUTED COMPUTING IX, IDC'2015, 2016, 616 :167-176
[2]  
Ghamry KA, 2017, INT CONF UNMAN AIRCR, P1404
[3]  
Ghamry KA, 2016, 2016 12TH IEEE/ASME INTERNATIONAL CONFERENCE ON MECHATRONIC AND EMBEDDED SYSTEMS AND APPLICATIONS (MESA)
[4]   Dynamic Task Assignment and Path Planning for Multi-AUV System in Variable Ocean Current Environment [J].
Huang, Huan ;
Zhu, Daqi ;
Ding, Feng .
JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2014, 74 (3-4) :999-1012
[5]  
Kou KH, 2017, PROCEEDINGS OF 2017 IEEE INTERNATIONAL CONFERENCE ON UNMANNED SYSTEMS (ICUS), P168, DOI 10.1109/ICUS.2017.8278335
[6]   Market-Based Task Assignment for Cooperative Timing Missions in Dynamic Environments [J].
Oh, Gyeongtaek ;
Kim, Youdan ;
Ahn, Jaemyung ;
Choi, Han-Lim .
JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2017, 87 (01) :97-123
[7]   A Cooperative UAV/UGV Platform for Wildfire Detection and Fighting [J].
Phan, Connie ;
Liu, Hugh H. T. .
7TH INTERNATIONAL CONFERENCE ON SYSTEM SIMULATION AND SCIENTIFIC COMPUTING ASIA SIMULATION CONFERENCE 2008, VOLS 1-3, 2008, :494-498
[8]   UAV Cooperative Multiple Task Assignment Based on Discrete Particle Swarm Optimization [J].
Zhou, Shaolei ;
Yin, Gaoyang ;
Wu, Qingpo .
2015 7TH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS IHMSC 2015, VOL II, 2015,
[9]   Multiple task assignments for cooperating uninhabited aerial vehicles using genetic algorithms [J].
Shima, T ;
Rasmussen, SJ ;
Sparks, AG ;
Passino, KM .
COMPUTERS & OPERATIONS RESEARCH, 2006, 33 (11) :3252-3269
[10]   Anticipatory Control of Vehicle Swarms with Virtual Supervision [J].
Skulimowski, Andrzej M. J. .
INTERNET OF VEHICLES - TECHNOLOGIES AND SERVICES, 2016, 10036 :65-81