Volume 47 Issue 1
Jan.  2021
Turn off MathJax
Article Contents
LI Guiliang, BI Haiyang, HONG Xuejian, et al. Cooperative multi-task assignment based on DE-DPSO-GT-SA algorithm[J]. Journal of Beijing University of Aeronautics and Astronautics, 2021, 47(1): 90-96. doi: 10.13700/j.bh.1001-5965.2019.0640(in Chinese)
Citation: LI Guiliang, BI Haiyang, HONG Xuejian, et al. Cooperative multi-task assignment based on DE-DPSO-GT-SA algorithm[J]. Journal of Beijing University of Aeronautics and Astronautics, 2021, 47(1): 90-96. doi: 10.13700/j.bh.1001-5965.2019.0640(in Chinese)

Cooperative multi-task assignment based on DE-DPSO-GT-SA algorithm

doi: 10.13700/j.bh.1001-5965.2019.0640
More Information
  • Corresponding author: LI Guiliang, E-mail: aegency@163.com
  • Received Date: 22 Dec 2019
  • Accepted Date: 03 Apr 2020
  • Publish Date: 20 Jan 2021
  • Aimed at Cooperative Multi-Task Assignment Problem (CMTAP) of Unmanned Aerial Vehicle (UAV) formation, considering the situation of cooperative detection and attack of two aircraft, combining the constraint conditions of time constraint, time sequence constraint, time interval constraint, ammunition constraint and task capability constraint, the model of cooperative multi-task assignment is extended, and a mixed Differential Evolution (DE) and Guo Tao (GT) algorithm, Discrete Particle Swarm Optimization (DPSO) algorithm and Simulated Annealing(SA) algorithm are fused to propose a DE-DPSO-GT-SA algorithm to solve the cooperative multi-task assignment problem. The performance of DE-DPSO-GT-SA algorithm and that of other algorithms are compared. Simulation results show that DE-DPSO-GT-SA algorithm has better convergence performance than other algorithms.

     

  • loading
  • [1]
    ALIGHANBARI M.Task assignment algorithms for teams of UAVs in dynamic environments[D].Cambridge: Massachusetts Institute of Technology, 2014: 25-30.
    [2]
    SHI Z, YANG B, LIU H Y.Modeling and simulation of UCAV swarm cooperative task assignment[C]//2010 Third International Conference on Information and Computing(ICIC).Piscataway: IEEE Press, 2010: 308-311.
    [3]
    尹高扬, 周绍磊, 贺鹏程, 等.国外多无人机协同任务分配研究现状及发展趋势[J].飞航导弹, 2016(5):54-58.

    YIN G Y, ZHOU S L, HE P C, et al.Research status and development trend of cooperative task allocation for multiple UAVs in foreign countries[J].Aerodynamic Missile Journal, 2016, (5):54-58(in Chinese).
    [4]
    PACK D, YORK G, FIERRO R.Information-based cooperative control for multiple unmanned aerial vehicles[C]//Proceeding of the 2006 IEEE International Conference on Networking, Sensing and Control.Piscataway: IEEE Press, 2006: 446-450.
    [5]
    陈侠, 乔艳芝.无人机任务分配综述[J].沈阳航空航天大学学报, 2016, 33(6):1-7. doi: 10.3969/j.issn.2095-1248.2016.06.001

    CHEN X, QIAO Y Z.Summary of unmanned aerial vehicle task allocation[J].Journal of Shenyang Aerospace University, 2016, 33(6):1-7(in Chinese). doi: 10.3969/j.issn.2095-1248.2016.06.001
    [6]
    SHIMA T, RASMUSSEN S J, SPARKS A G.Multiple task assignments for cooperating uninhabited aerial vehicles using genetic algorithms[J].Computers & Operations Research, 2006, 33(11):3252-3269. http://dl.acm.org/citation.cfm?id=1143198&preflayout=flat
    [7]
    苏菲, 陈岩, 沈林成.基于蚁群算法的无人机协同多任务分配[J].航空学报, 2008, 29(S1):S184-S191.

    SU F, CHEN Y, SHEN L C.UAV cooperative multi-task assignment based on ant colony algorithm[J].Acta Aeronautica et Astronautica Sinica, 2008, 29(S1):S184-S191(in Chinese).
    [8]
    张耀中, 陈岚, 史国庆, 等.时序耦合约束下的多无人机协同任务决策研究[J].西北工业大学学报, 2018, 36(5):890-896. doi: 10.3969/j.issn.1000-2758.2018.05.011

    ZHANG Y Z, CHEN L, SHI G Q, et al.Collaborative task assignment for multi-UAV with sequence and time constrains[J].Journal of Northwestern Polytechnical University, 2018, 36(5):890-896(in Chinese). doi: 10.3969/j.issn.1000-2758.2018.05.011
    [9]
    颜骥, 李相民, 刘波.应用离散粒子群-郭涛算法分配多无人机协同任务[J].国防科技大学学报, 2015, 37(4):165-171.

    YAN J, LI X M, LIU B.Cooperative task allocation of multi-UAVs with mixed DPSO-GT algorithm[J].Journal of National University of Defense Technology, 2015, 37(4):165-171(in Chinese).
    [10]
    JIA Z, YU J, AI X, et al.Cooperative multiple task assignment problem with stochastic velocities and time windows for heterogeneous unmanned aerial vehicles using a genetic algorithm[J].Aerospace Science and Technology, 2018, 76(1):112-125. http://www.zhangqiaokeyan.com/academic-journal-foreign_other_thesis/0204110710538.html
    [11]
    王宇琦, 张安, 毕文.有人/无人机编队打击时敏目标任务分配[J].电光与控制, 2018, 25(8):7-10. doi: 10.3969/j.issn.1671-637X.2018.08.002

    WANG Y Q, ZHANG A, BI W.Mission planning of manned/unmanned aerial vehicle formation for time critical target attacking[J].Electronics Optics & Control, 2018, 25(8):7-10(in Chinese). doi: 10.3969/j.issn.1671-637X.2018.08.002
    [12]
    田震, 王晓芳.基于多基因遗传算法的异构多无人机协同任务分配[J].飞行力学, 2019, 37(1):39-44.

    TIAN Z, WANG X F.Cooperative multiple task assignment for heterogeneous multi-UAVs with multi-chromosome genetic algorithm[J].Flight Dynamics, 2019, 37(1):39-44(in Chinese).
    [13]
    DENG Q, YU J, WANG N.Cooperative task assignment of multiple heterogeneous unmanned aerial vehicles using a modified genetic algothrithm with multi-type genes[J].Chinese Journal of Aeronautics, 2013, 26(5):1238-1250. doi: 10.1016/j.cja.2013.07.009
    [14]
    李炜, 张伟.基于粒子群算法的多无人机任务分配方法[J].控制与决策, 2010, 25(9):1359-1363.

    LI W, ZHANG W.Method of tasks allocation of multi-UAVs based on particles swarm optimization[J].Control and Decision, 2010, 25(9):1359-1363(in Chinese).
    [15]
    宋敏, 魏瑞轩, 冯志明.基于差分进化算法的异构多无人机任务分配[J].系统仿真学报, 2010, 22(7):1705-1710.

    SONG M, WEI R X, FENG Z M.Cooperative task assignment for heterogeneous multi-UAVs based on differential evolution algorithm[J].Journal of System Simulation, 2010, 22(7):1705-1710(in Chinese).
    [16]
    TAO G, MICHALEWICZ Z.Inver-over operator for the TSP[C]//Proceedings of the 5th International Conference on Parallel Problem Solving from Nature.Berlin: Springer, 1998: 803-812.
    [17]
    宗群, 秦新立, 张博渊, 等.基于DPSO-GT-SA算法的大规模UCAV协同任务分配[J].天津大学学报(自然科学与工程技术版), 2018, 10(51):7-11.

    ZONG Q, QIN X L, ZHANG B Y, et al.Cooperative task allocation of large-scale UCAV based on DPSO-GT-SA algorithm[J].Journal of Tianjin University(Science and Technology), 2018, 10(51):7-11(in Chinese).
    [18]
    孙晓闻.无人/有人机协同探测/作战应用研究[J].中国电子科学研究院学报, 2014, 9(4):331-334. doi: 10.3969/j.issn.1673-5692.2014.04.001

    SUN X W.Application research for cooperative detection combat of unmanned/manned aerial vehicles[J].Journal of CAEIT, 2014, 9(4):331-334(in Chinese). doi: 10.3969/j.issn.1673-5692.2014.04.001
    [19]
    付昭旺, 于雷, 周中良, 等.双击协同攻击指令瞄准建模及精度研究[J].空军工程大学学报(自然科学版), 2013, 14(1):5-10.

    FU Z W, YU L, ZHOU Z L, et al. Research on coordinated targeting modeling and precision for double fighter[J]. Journal of Air Force Engineering University(Natural Science Edition), 2013, 14(1):5-10(in Chinese).
    [20]
    刁兴华, 方洋旺, 伍友利, 等.双机编队空空导弹协同发射区模拟仿真分析[J].北京航空航天大学学报, 2014, 40(3):370-376. doi: 10.13700/j.bh.1001-5965.2013.0237

    DIAO X H, FANG Y W, WU Y L, et al.Simulation analysis on air-to-air missile allowable launch envelope about cooperative air combat of multi-fighter formation[J].Journal of Beijing University of Aeronautics and Astronautics, 2014, 40(3):370-376(in Chinese). doi: 10.13700/j.bh.1001-5965.2013.0237
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Figures(5)  / Tables(4)

    Article Metrics

    Article views(770) PDF downloads(93) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return