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
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 50 条
  • [41] A modified particle swarm optimization using adaptive strategy
    Liu, Hao
    Zhang, Xu-Wei
    Tu, Liang-Ping
    EXPERT SYSTEMS WITH APPLICATIONS, 2020, 152
  • [42] Adaptive object tracking using particle swarm optimization
    Zheng, Yuhua
    Meng, Yan
    2007 INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE IN ROBOTICS AND AUTOMATION, 2007, : 65 - +
  • [43] Design of Multi-Criteria PI Controller Using Particle Swarm Optimization for Multiple UAVs Close Formation
    Zhang, Xiangyin
    Duan, Haibin
    Shao, Shan
    Wang, Yunhui
    INTERNATIONAL JOURNAL OF SWARM INTELLIGENCE RESEARCH, 2010, 1 (02) : 1 - 17
  • [44] Discrete Invasive Weed Optimization Algorithm: Application to Cooperative Multiple Task Assignment of UAVs
    Ghalenoei, Mohsen Ramezani
    Hajimirsadeghi, Hossein
    Lucas, Caro
    PROCEEDINGS OF THE 48TH IEEE CONFERENCE ON DECISION AND CONTROL, 2009 HELD JOINTLY WITH THE 2009 28TH CHINESE CONTROL CONFERENCE (CDC/CCC 2009), 2009, : 1665 - 1670
  • [45] Particle Swarm Optimization with Discrete Crossover
    Engelbrecht, A. P.
    2013 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2013, : 2457 - 2464
  • [46] Shape matching using fuzzy discrete particle swarm optimization
    Du, JX
    Huang, DS
    Zhang, J
    Wang, XF
    2005 IEEE SWARM INTELLIGENCE SYMPOSIUM, 2005, : 405 - 408
  • [47] Locating multiple optima using particle swarm optimization
    Brits, R.
    Engelbrecht, A. P.
    van den Bergh, F.
    APPLIED MATHEMATICS AND COMPUTATION, 2007, 189 (02) : 1859 - 1883
  • [48] An adaptive particle swarm optimization for global optimization
    Zhen, Ziyang
    Wang, Zhisheng
    Liu, Yuanyuan
    ICNC 2007: THIRD INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 4, PROCEEDINGS, 2007, : 8 - +
  • [49] An Efficient Algorithm of Discrete Particle Swarm Optimization for Multi-Objective Task Assignment
    Qiao, Nannan
    You, Jiali
    Sheng, Yiqiang
    Wang, Jinlin
    Deng, Haojiang
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2016, E99D (12): : 2968 - 2977
  • [50] An Analysis for Particle Trajectories of a Discrete Particle Swarm Optimization
    Tao, Qian
    Chang, Hui-you
    Yi, Yang
    Gu, Chun-qin
    Li, Wen-jie
    ICCSIT 2010 - 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, VOL 4, 2010, : 293 - 298