计算机科学 ›› 2018, Vol. 45 ›› Issue (11): 1-12.doi: 10.11896/j.issn.1002-137X.2018.11.001

• 综述 •    下一篇

面向无人机自组网编队控制的通信组网技术

程潇1, 董超2, 陈贵海1, 王蔚峻1, 戴海鹏1   

  1. (南京大学计算机科学与技术系 南京210023)1
    (南京航空航天大学电子信息工程学院 南京211106)2
  • 收稿日期:2018-01-07 发布日期:2019-02-25
  • 作者简介:程 潇(1993-),男,硕士生,主要研究方向为无人机组网,E-mail:ichxiao@qq.com;董 超(1980-),男,博士,副教授,主要研究方向为无线通信、计算机网络,E-mail:dch999@gmail.com(通信作者);陈贵海(1963-),男,博士,教授,博士生导师,主要研究方向为无线传感网络、并行计算、P2P网络;王蔚峻(1992-),男,博士生,主要研究方向为无人机组网;戴海鹏(1985-),男,博士,讲师,主要研究方向为无线充电技术、无线传感网络。
  • 基金资助:
    本文受国家自然科学基金(61472445,61631020,61702525,61702545)资助。

Communication and Networking Techniques for Formation Control in UAV Ad Hoc Networks

CHENG Xiao1, DONG Chao2, CHEN Gui-hai1, WANG Wei-jun1, DAI Hai-peng1   

  1. (Department of Computer Science and Technology,Nanjing University,Nanjing 210023,China)1
    (College of Electronic and Information Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 211106,China)2
  • Received:2018-01-07 Published:2019-02-25

摘要: 随着技术的发展,多无人机系统协同作业的研究得到越来越多的关注。编队控制是无人机协同作业的关键技术,对具有动态信道与拓扑特征的无人机自组网的通信组网技术提出了极高的要求。首先介绍了无人机自组网编队控制的相关模型;基于此,从编队保持和重组、任务更新、编队可靠性等方面综述并分析了5种编队控制策略以及它们对无人机自组网通信组网技术的不同需求;最后展望了面向无人机自组网编队控制的通信组网技术的发展前景和方向。

关键词: 编队控制, 通信组网, 无人机, 自组网

Abstract: With the development of technology,the research on the collaboration of multi-UAV (Unmanned Aerial Vehicle) systems gains increasing attention.As a key technique for the collaboration of multiple UAVs,formation control brings huge challenges to the communication and networking techniques for UAV ad hoc networks featuring dynamic channel and topology.Firstly,the related models of the formation control in UAV ad hoc networks were introduced.Then,from the aspects of formation keeping and reconfiguration,mission update,reliability,etc.,five formation control strategies and their requirements of the communication and networking techniques for UAV ad hoc networks were surveyed and analyzed.Finally,the research prospects and directions of the communication and networking technologies in UAV ad hoc networks were proposed.

Key words: Ad hoc network, Communication and networking, Formation control, Unmanned aerial vehicle

中图分类号: 

  • V279
[1]GUPTA L,JAIN R,VASZKUN G.Survey of Important Issues in UAV Communication Networks[J].IEEE Communications Surveys & Tutorials,2016,18(2):1123-1152.
[2]BEKMEZCI I,SAHINGOZ O K,TEMEL S.Flying Ad-Hoc Networks (FANETs):A survey[J].Ad Hoc Networks,2013,11(3):1254-1270.
[3]SEMSCH E,JAKOB M,PAVLICEK D,et al.Autonomous UAV Surveillance in Complex Urban Environments[C]∥IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology.Milan,Italy,2009:82-85.
[4]CASBEER D W,BEARD R W,MCLAIN T W,et al.Forest Fire Monitoring with Multiple Small UAVs[C]∥Proceedings of the 2005 American Control Conference.Portland,OR,USA,2005:3530-3535.
[5]CASBEER D W,KINGSTON D B,BEARD R W,et al.Cooperative forest fire surveillance using a team of small unmanned air vehicles[J].International Journal of Systems Science,2006,37(6):351-360.
[6]TOMIC T,SCHMID K,LUTZ P,et al.Toward a fully autonomous UAV:Research platform for indoor and outdoor urban search and rescue[J].IEEE Robotics & Automation Magazine,2012,19(3):46-56.
[7]BUPE P,HADDAD R,RIOS-GUTIERREZ F.Relief and Emergency Communication Network based on an Autonomous Decentralized UAV Clustering Network[C]∥Southeast Con 2015.FL,USA,2015:1-8.
[8]LIAO F,TEO R,WANG J L,et al.Distributed Formation and Reconfiguration Control of VTOL UAVs[J].IEEE Transactions on Control Systems Technology,2017,25(1):270-277.
[9]LAFFERRIERE G,WILLIANMS A,CAUGHMAN J,et al. Decentralized control of vehicle formations[J].Systems & Control Letters,2005,54(9):899-910.
[10]BEARD R W,LAWTON J,HADAEGH F Y.A Coordination Architecture for Spacecraft Formation Control[J].IEEE Tran-sactions on Control Systems Technology,2001,9(6):777-790.
[11]DUAN H,LUO Q,MA G,et al.Hybrid Particle Swarm Optimization and Genetic Algorithm for Multi-UAV Formation Reconfiguration[J].IEEE Computational Intelligence Magazine,2013,8(3):16-27.
[12]SEO J,KIM Y,KIM S,et al.Consensus-based reconfigurable controller design for unmanned aerial vehicle formation flight[J].Journal of Aerospace Engineering,2012,226(7):817-829.
[13]LI X,ZHANG X,LIU H,et al.Formation Reconfiguration Based on Distributed Cooperative Coevolutionary for Multi-UAV[C]∥12th World Congress on Intelligent Control and Automation.Guilin,China,2016:2308-2311.
[14]HAYAT S,YANMAZ E,MUZAFFAR R.Survey on Un- manned Aerial Vehicle Networks for Civil Applications:A Communications Viewpoint[J].IEEE Communications Surveys &Tutorials,2016,18(4):2624-2661.
[15]XIE J,WAN Y,KIM J H,et al.A Survey and Analysis of Mo- bility Models for Airborne Networks[J].IEEE Communications Surveys & Tutorials,2014,16(3):1221-1238.
[16]JAFARIAN M,PERSIS C D.Formation control using binary information[J].Automatica,2015,53:125-135.
[17]WANG G,LUO H,HU X,et al.Fault-tolerant communication topology management based on minimum cost arborescence for leader-follower UAV formation under communication faults[J].International Journal of Advanced Robotic Systems,2017,14(2):1-17.
[18]YANG H,JIANG B,ZHANG Y.Fault-tolerant Shortest Con- nection Topology Design for Formation Control[J].Internatio-nal Journal of Control,Automation and Systems,2014,12(1):29-36.
[19]OH K K,PARK M C,AHN H S.A survey of multi-agent formation control[J].Automatica,2015,53:424-440.
[20]LIU S,XIE L,ZHANG H.Distributed consensus for multi- agent systems with delays and noises in transmission channels[J].Automatica,2011,47(5):920-934.
[21]ZHOU J,WANG Q.Convergence speed in distributed consensus over dynamically switching random networks[J].Automatica,2009,45(6):1455-1461.
[22]NI W,CHENG D.Leader-following consensus of multi-agent systems under fixed and switching topologies[J].Systems & Control Letters,2010,59(3):209-217.
[23]LIU C L,TIAN Y P.Formation control of multi-agent systems with heterogeneous communication delays[J].International Journal of Systems Science,2009,40(6):627-636.
[24]OLFATI-SABER R,MURRAY R M.Consensus problems in networks of agents with switching topology and time-delays[J].IEEE Transactions on Automatic Control,2004,49(9):1520-1533.
[25]LIU Y,JIA Y.Robust formation control of discrete-time multi-agent systems by iterative learning approach[J].International Journal of Systems Science,2015,46(4):625-633.
[26]MEI Q,YAO P Y.An Overview of Consensus-Based Formation Control for Multi-Agent System[J].Electronics Optics & Control,2017,24(1):54-57.(in Chinese)
梅权,姚佩阳.一致性 Multi-Agent 编队控制综述[J].电光与控制,2017,24(1):54-57.
[27]WANG P,YAO P Y.Method of Distributed UAVs Formation with Time-delay[J].Computer Measurement & Control,2016,24(9):181-183.(in Chinese)
王品,姚佩阳.存在时延的分布式无人机编队控制方法[J].计算机测量与控制,2016,24(9):181-183.
[28]ZONG Q,WANG D D,SHAO S K,et al.Research status and development of multi UAV coordinated formation flight control[J].Journal of Harbin Institute of Technology,2017,49(3):1-14.(in Chinese)
宗群,王丹丹,邵士凯,等.多无人机协同编队飞行控制研究现状及发展[J].哈尔滨工业大学学报,2017,49(3):1-14.
[29]LI W,CHEN J.Review and Prospect of Cooperative Combat of Manned/Unmanned Aerial Vehicle Hybrid Formation[J].Aerospace Control,2017,35(3):90-96.(in Chinese)
李文,陈建.有人机/无人机混合编队协同作战研究综述与展望[J].航天控制,2017,35(3):90-96.
[30]LI X M,BO N,DAI J J,et al.Survey on Key Techniques of the Collaborative Operational Command and Control of Manned/Unmanned Aerial Vehicle Formation[J].Aerodynamic Missile Journal,2017(9):29-35.(in Chinese)
李相民,薄宁,代进进,等.有/无人机编队协同作战指挥控制关键技术综述[J].飞航导弹,2017(9):29-35.
[31]JIAO L G,SHI P F,WEI W L.Research on Fuzzy PID Control of UAV Formation Flight[J].Computer Simulation,2015,32(9):66-71.(in Chinese)
焦林冠,石鹏飞,魏文领.基于模糊PID的无人机编队控制[J].计算机仿真,2015,32(9):66-71.
[32]WANG X,ZHANG D B,SHEN L C.A Virtual Force Based Path Following Approach for Unmanned Aerial Vehicles[J].Robot,2016,38(3):329-336.(in Chinese)
王勋,张代兵,沈林成.一种基于虚拟力的无人机路径跟踪控制方法[J].机器人,2016,38(3):329-336.
[33]WANG P,YAO P Y,MEI Q,et al.Distributed formation control method of UAVs based on flocking[J].Flight Dynamics,2016,34(2):42-46.(in Chinese)
王品,姚佩阳,梅权,等.一种基于蜂拥策略的分布式无人机编队控制方法[J].飞行力学,2016,34(2):42-46.
[34]HAO B,QIN L J,WENG Z F.Research on Formation Control for Hybrid Multi-robot Based on Leader-Follower[J].Fire Control & Command Control,2011,36(4):5-7.(in Chinese)
郝博,秦丽娟,翁志锋.基于leader-follower的混合式多机器人编队控制方法[J].火力与指挥控制,2011,36(4):5-7.
[35]ZHANG J X,ZHANG M.Design of Leader-Follower Formation Controller for Nonholonomic Mobile Robots[J].Intelligent Computer and Applications,2011,1(6):20-22.(in Chinese)
张金学,掌明.非完整机器人Leader-follower 编队控制器设计[J].智能计算机与应用,2011,1(6):20-22.
[36]DONG X,YU B,SHI Z,et al.Time-Varying Formation Control for Unmanned Aerial Vehicles:Theories and Applications[J].IEEE Transactions on Control Systems Technology,2015,23(1):340-348.
[37]SEN A,SAHOO S R,KOTHARI M.Cooperative Target-centric Formation Control without Relative Velocity Measurements under Heterogeneous Networks[J].Journal of Intelligent and Robotic Systems:Theory and Applications,2017,87(3/4):683-698.
[38]REN C E,CHEN L,CHEN P C L.Adaptive Fuzzy Leader-Following Consensus Control for Stochastic Multiagent Systems with Heterogeneous Nonlinear Dynamics[J].IEEE Transactions on Fuzzy Systems,2017,25(1):181-190.
[39]WANG X,ZENG Z,CONG Y.Multi-agent distributed coordination control:Developments and directions via graph viewpoint[J].Neurocomputing,2016,199:204-218.
[40]BRANDAO A S,BARBOSA J P A,MENDOZA V,et al.A Multi-Layer Control Scheme for a Centralized UAV Formation[C]∥International Conference on Unmanned Aircraft Systems.Orlando,FL,USA,2014:1181-1187.
[41]KESHMIRI S,PAYANDEH S.A Centralized Framework to Multi-robots Formation Control:Theory and Application[M]∥Collaborative Agents-Research and Development.Springer Berlin Heidelberg,2011:85-98.
[42]REN W,ATKINS E.Distributed multi-vehicle coordinated control via local information exchange[J].International Journal of Robust and Nonlinear Control,2007,17(10/11):1002-1033.
[43]DONG W,FARRELL J A.Consensus of multiple nonholonomic systems[C]∥Proceedings of the 47th IEEE Conference on Decision and Control.Cancun,Mexico,2008:2270-2275.
[44]DONG W,FARRELL J A.Cooperative control of multiple nonholonomic mobile agents[J].IEEE Transactions on Automatic Control,2008,53(6):1434-1448.
[45]WEN W,DUAN Z,REN W,et al.Distributed consensus of multi-agent systems with general linear node dynamics and intermittent communications[J].International Journal of Robust and Nonlinear Control,2014,24(16):2438-2457.
[46]DIMAROGONAS D V,KYRIAKOPOULOS K J.A connection between formation infeasibility and velocity alignment in kinematic multi-agent systems[J].Automatica,2008,44(10):2648-2654.
[47]LIN Z,FRANCIS B A,MAGGIORE M.Necessary and suffi- cient graphical conditions for formation control of unicycles[J].IEEE Transactions on Automatic Control,2005,50(1):121-127.
[48]OH K K,AHN H S.Distance-based control of cycle-free persistent formations[C]∥Proceedings of the 2011 IEEEInternatio-nal Symposium on Intelligent Control.Denver,CO,USA,2011:816-821.
[49]OH K K,AHN H S.Distance-based formation control using Euclidean distance dynamics matrix:general cases[C]∥Procee-dings of the 2011 American Control Conference.CA,USA,2011:4816-4821.
[50]OH K K,AHN H S.Formation control of mobile agents based on inter-agent distance dynamics[J].Automatica,2011,47(10):2306-2312.
[51]REN C E,CHEN L,CHEN C L P.Adaptive Fuzzy Leader-Following Consensus Control for Stochastic Multiagent Systems with Heterogeneous Nonlinear Dynamics[J].IEEE Transactions on Fuzzy Systems,2017,25(1):181-190.
[52]HAFEZ A T,KAMEL M A.Fault-tolerant control for coopera- tive unmanned aerial vehicles formation via fuzzy logic[C]∥2016 International Conference on Unmanned Aircraft Systems (ICUAS).Arlington,VA,USA,2016:1261-1266.
[53]LIN Z,LIU H H.Consensus based on learning game theory with a UAV rendezvous application[J].Chinese Journal of Aeronautics,2015,28(1):191-199.
[54]KIM D H,WANG H,SHIN S.Decentralized control of autonomous swarm systems using artificial potential functions:Analy-tical design guidelines[J].Journal of Intelligent and Robotic Systems,2006,45(4):369-394.
[55]RASCHE C,STERN C,KLEINJOHANN L,et al.A Distributed Multi-UAV Path Planning Approach for 3D Environments[C]∥The 5th International Conference on Automation,Robo-tics and Applications.Wellington,New Zealand,2011:7-12.
[56]ZHU B,ZAINI A H B,XIE L.Distributed guidance for inter- ception by using multiple rotary-wing unmanned aerial vehicles[J].IEEE Transactions on Industrial Electronics,2017,64(7):5648-5656.
[57]FU Y,WANG X K,HUAN L,et al.Multi-UAV formation control method based on modified artificial physics[C]∥Control and Decision Conference (CCDC).Yinchuan,China,2016:2523-2529.
[58]FU Y,WANG X K,HUAN L,et al.Multi-UAV Formation Control Method Based on Modified Artificial Physics[C]∥Control and Decision Conference.Lijiang,China,2016:2523-2529.
[59]ZHOU Y,DONG X,ZHONG Y.Time-varying formation tra- cking for UAV swarm systems with switching interaction topo-logies[C]∥Chinese Control Conference.Chengdu,China,2016:7658-7665.
[60]HOU Z,FANTONI I.Distributed leader-follower formation control for multiple quadrotors with weighted topology[C]∥10th System of Systems Engineering Conference.San Antonio,Texas,USA,2015:256-261.
[61]DEHGHANI M A,MENHAJ M B.Communication free leader-follower formation control of unmanned aircraft systems[J].Robotics and Autonomous Systems,2016,80:69-75.
[62]GALZI D,SHTESSEL Y.UAV Formations Control Using High Order Sliding Modes[C]∥Proceedings of the 2006 American Control Conference Minneapolis.Minneapolis,Minnesota,USA,2006:4250-4254.
[63]ZHANG H,ZHAO G,XU G.Time-Optimal Control for Formation Reconfiguration of Multiple Unmanned Aerial Vehicles[C]∥Proceedings of the 35th Chinese Control Conference.Chengdu,China,2016:5630-5635.
[64]LIU T,JIANG Z P.Distributed formation control of nonholonomic mobile robots without global position measurements[J].Automatica,2013,49(2):592-600.
[65]SADOWSKA A,HUIJBERTS H,NIJMEIJER H,et al.A vir- tual structure approach to formation control of unicycle mobile robots using mutual coupling[J].International Journal of Control,2011,84(11):1886-1902.
[66]KIM S,KIM Y.Three Dimensional Optimum Controller for Multiple UAV Formation Flight Using Behavior-based Decentralized Approach[C]∥International Conference on Control,Automation and Systems.COEX,Seoul,Korea,2007:1387-1392.
[67]REN W,BEARD R W.Decentralized Scheme for Spacecraft Formation Flying via the Virtual Structure Approach[J].Journal of Guidance,Control,and Dynamics,2004,27(1):73-82.
[68]LI N H M,LIU H H T.Formation UAV Flight Control using Virtual Structure and Motion Synchronization[C]∥American Control Conference.Seattle,Washington,USA,2008:1-19.
[69]PETERSON C K,BARTON J.Virtual structure formations of cooperating UAVs using wind-compensation command generation and generalized velocity obstacles[C]∥IEEE Aerospace Conference.MT,USA,2015:1-7.
[70]SHAO Z,ZHU X P,ZHOU Z,et al.Distributed formation kee- ping control of UAVs in 3-D dynamicenvironment[J].Control and Decision,2016,31(6):1065-1072.(in Chinese)
邵壮,祝小平,周洲,等.三维动态环境下多无人机编队分布式保持控制[J].控制与决策,2016,31(6):1065-1072.
[71]YUAN J,TAGN G Y.Formation control of autonomous underwater vehicles with consensus algorithms and virtual structure[J].CAAI Transactions on Intelligent Systems,2011,6(3):248-253.(in Chinese)
袁健,唐功友.采用一致性算法与虚拟结构的多自主水下航行器编队控制[J].智能系统学报,2011,6(3):248-253.
[72]CAI D,SUN J,WU S.UAVs Formation Flight Control Based on Behavior and Virtual Structure[J].Communications in Computer and Information Science,2012,325(3):429-438.
[73]REN W,BEARD R W,ATKINS E M.A Survey of Consensus Problems in Multi-agent Coordination[C]∥American Control Conference.Portland,OR,USA,2005:1859-1864.
[74]SU S,LIN Z.Distributed Consensus Control of Multi-Agent Systems With Higher Order Agent Dynamics and Dynamically Changing[J].IEEE Transactions on Automatic Control,2016,61(2):515-519.
[75]REN W.Consensus strategies for cooperative control of vehicle formations[J].IET Control Theory & Applications,2007,1(2):505-512.
[76]VEGA-ALONZO A,GUERRERO-CASTELLANOS J F,DU- RAND S,et al.Event-based control strategy for consensus of a group of VTOL-UAVs[C]∥Proceedings of the 2nd International Conference on Event-Based Control,Communication,and Signal Processing.Krakow,Poland,2016:1-8.
[77]DING Y,WEI C,BAO S Y.Formation control for multiple UAVs with time delay based on consensus algorithm[J].Journal of Computer Applications,2014,34(S1):151-155.(in Chinese)
丁衍,魏晨,鲍树语.基于一致性算法的时延多无人机编队分散化控制[J].计算机应用,2014,34(S1):151-155.
[78]ZHU X,ZHANG X X,YAN M D,et al.UAV Formation Control Strategy Based on Consensus[J].Computer Simulation,2016,33(8):30-34.(in Chinese)
朱旭,张逊逊,闫茂德,等.基于一致性的无人机编队控制策略[J].计算机仿真,2016,33(8):30-34.
[79]XIONG T,CAO K C,CHAI Y,et al.Consensus Algorithm with Input Constraint based Formation Control for Multiple UAVs[J].Computer Engineering and Applications,2018,54(12):1-8.(in Chinese)
熊涛,曹科才,柴运,等.基于输入约束一致性算法的多无人机编队控制[J].计算机工程与应用,2018,54(12):1-8.
[80]ANTONELLI G,ARRICHIELLO F,CACCAVALE F,et al. Decentralized time-varying formation control for multi-robot systems[J].The International Journal of Robotics Research,2014,33(7):1029-1043.
[81]BALCH T,ARKIN R C.Behavior-Based Formation Control for Multi-robot Teams[J].IEEE Transactions on Robotics and Automation,1998,14(6):926-939.
[82]BANDALA A A,VICERRA P R R,DADIOS E P.Formation Stabilization Algorithm for Swarm Tracking in Unmanned Ae-rial Vehicle (UAV) Quadrotors[C]∥IEEE Region 10 Annual International Conference on TENCON.Bangkok,Thailand,2015:1-6.
[83]BANDALA A A,DADIOS E P,VICERRA P R R,et al.Swarm Behavior for Aggregation,Foraging,Formation,and Tracking[J].Journal of Advanced Computational Intelligence and Intelligent Informatics,2014,18(5):745-751.
[84]MA Z,NIU Y,SHEN L.Vision-Based Behavior for UAV Reactive Avoidance by using a Reinforcement Learning Method[C]∥Proceedings of the World Congress on Intelligent Control and Automation.Guilin,China,2016.
[85]QIU H X,DUAN H B,FAN Y M.Multiple Unmanned Aerial Vehicle Autonomous Formation based on the Behavior Mechanism in Pigeon Flocks[J].Control Theory & Applications,2015,32(10):1298-1304.(in Chinese)
邱华鑫,段海滨,范彦铭.基于鸽群行为机制的多无人机自主编队[J].控制理论与应用,2015,32(10):1298-1304.
[86]WANG P,YAO P Y,MEI Q,et al.Distributed Formation Control Method of UAVs based on Flocking[J].Flight Dynamics,2016,34(2):42-46.(in Chinese)
王品,姚佩阳,梅权,等.一种基于蜂拥策略的分布式无人机编队控制方法[J].飞行力学,2016,34(2):42-46.
[87]KURIKI Y,NAMERIKAWA T.Consensus-based Cooperative Formation Control with Collision Avoidance for a Multi-UAV System[C]∥American Control Conference.Portland,Oregon,USA,2014:2077-2082.
[88]LIU M.UAV integrated navigation system under GPS failure[J].Journal of University of Jinan (Science & Technology),2015,29(2):129-132.(in Chinese)
柳明.GPS 失效下的无人机组合导航系统[J].济南大学学报(自然科学版),2015,29(2):129-132.
[89]VANEGAS F,DUNCAN C,EICH M,et al.UAV Based Target Finding and Tracking in GPS-Denied and Cluttered Environments[C]∥IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).2016:2307-2313.
[90]KIM H J,KWON J W,SEO J.Multi-UAV-Based Stereo Vision System without GPS for Ground Obstacle Mapping to Assist Path Planning of UGV[J].Electronics Letters,2014,50(20):1431-1432.
[91]HONG Y,HUANG W,CHIU F,et al.Cooperative communications in resource-constrained wireless networks[J].IEEE Signal Processing Magazine,2007,24(3):47-57.
[92]DECHTER R.Constraint Networks[J].Artificial Intelligence,1992,49(89):61-95.
[93]CHI T Z,CHENG H,PAGE J R,et al.Evolving Swarm of UAVs[J].Advances in Aircraft and Spacecraft Science,2014,1(2):219-232.
[94]WANG X H,DUAN H B.Biologically adaptive robust mean shift algorithm with Cauchy predator-prey BBO and space va-riant resolution for unmanned helicopter formation[J].Science China Information Sciences,2014,57(11):1-13.
[95]DUAN H,LI P.Bio-inspired Computation in Unmanned Aerial Vehicles[M].Berlin Heidelberg:Springer,2014.
[96]BUSONIU L,BABUSKA R,SCHUTTER B D.A Comprehensive Survey of Multiagent Reinforcement Learning[J].IEEE Transactions on Systems,Man,and Cybernetics-Part C:Applications and Reviews,2008,38(2):156-172.
[97]ZENG Y,GUIXIANG W,BO X.A Basal Ganglia Network Centric Reinforcement Learning Model and Its Application in Unmanned Aerial Vehicle[J].IEEE Transactions on Cognitive and Developmental Systems,2018,10(2):290-303.
[1] 蹇奇芮, 陈泽茂, 武晓康.
面向无人机通信的认证和密钥协商协议
Authentication and Key Agreement Protocol for UAV Communication
计算机科学, 2022, 49(8): 306-313. https://doi.org/10.11896/jsjkx.220200098
[2] 刘漳辉, 郑鸿强, 张建山, 陈哲毅.
多无人机使能移动边缘计算系统中的计算卸载与部署优化
Computation Offloading and Deployment Optimization in Multi-UAV-Enabled Mobile Edge Computing Systems
计算机科学, 2022, 49(6A): 619-627. https://doi.org/10.11896/jsjkx.210600165
[3] 陈博琛, 唐文兵, 黄鸿云, 丁佐华.
基于改进人工势场的未知障碍物无人机编队避障
Pop-up Obstacles Avoidance for UAV Formation Based on Improved Artificial Potential Field
计算机科学, 2022, 49(6A): 686-693. https://doi.org/10.11896/jsjkx.210500194
[4] 谢万城, 李斌, 代玥玥.
空中智能反射面辅助边缘计算中基于PPO的任务卸载方案
PPO Based Task Offloading Scheme in Aerial Reconfigurable Intelligent Surface-assisted Edge Computing
计算机科学, 2022, 49(6): 3-11. https://doi.org/10.11896/jsjkx.220100249
[5] 史殿习, 刘聪, 佘馥江, 张拥军.
GPS拒止环境下基于定位置信度的多无人机协同定位方法
Cooperation Localization Method Based on Location Confidence of Multi-UAV in GPS-deniedEnvironment
计算机科学, 2022, 49(4): 302-311. https://doi.org/10.11896/jsjkx.210200106
[6] 赵耿, 宋鑫宇, 马英杰.
混沌子载波调制的无人机安全数据链路
Secure Data Link of Unmanned Aerial Vehicle Based on Chaotic Sub-carrier Modulation
计算机科学, 2022, 49(3): 322-328. https://doi.org/10.11896/jsjkx.210200022
[7] 成昭炜, 沈航, 汪悦, 王敏, 白光伟.
基于深度强化学习的无人机辅助弹性视频多播机制
Deep Reinforcement Learning Based UAV Assisted SVC Video Multicast
计算机科学, 2021, 48(9): 271-277. https://doi.org/10.11896/jsjkx.201000078
[8] 徐浩, 刘岳镭.
基于深度学习的无人机声音识别算法
UAV Sound Recognition Algorithm Based on Deep Learning
计算机科学, 2021, 48(7): 225-232. https://doi.org/10.11896/jsjkx.200500091
[9] 孙一凡, 米志超, 王海, 赵宁.
基于分簇的拓扑自适应的无人机蜂群OLSR路由协议
Cluster-based Topology Adaptive OLSR Protocol for UAV Swarm Network
计算机科学, 2021, 48(6): 268-275. https://doi.org/10.11896/jsjkx.200500130
[10] 黄鑫权, 刘爱军, 梁小虎, 王桁.
基于矩阵论的一致性控制算法收敛速度分析
Matrix Theory Aided Convergence Analysis of Consensus Behavior in FANET with Beacon Loss
计算机科学, 2021, 48(6): 288-295. https://doi.org/10.11896/jsjkx.201000137
[11] 王宇晨, 齐文慧, 徐立臻.
基于区块链的无人机集群安全协作
Security Cooperation of UAV Swarm Based on Blockchain
计算机科学, 2021, 48(11A): 528-532. https://doi.org/10.11896/jsjkx.201100199
[12] 杨章林, 谢钧, 张耕强.
基于定向天线的飞行自组网定向路由协议综述
Review of Directional Routing Protocols for Flying Ad-Hoc Networks Based on Directional Antennas
计算机科学, 2021, 48(11): 334-344. https://doi.org/10.11896/jsjkx.210400182
[13] 赵晓薇, 朱小军, 韩周卿.
面向定位应用的无人机的悬停位置和飞行路径优化
Hover Location Selection and Flight Path Optimization for UAV for Localization Applications
计算机科学, 2021, 48(11): 345-355. https://doi.org/10.11896/jsjkx.201000105
[14] 游文静, 董超, 吴启晖.
大规模无人机自组网分层体系架构研究综述
Survey of Layered Architecture in Large-scale FANETs
计算机科学, 2020, 47(9): 226-231. https://doi.org/10.11896/jsjkx.190900164
[15] 赵学远, 周绍磊, 王帅磊, 闫实.
切换拓扑条件下的多无人机系统编队包含控制
Formation Containment Control of Multi-UAV System Under Switching Topology
计算机科学, 2020, 47(6A): 577-582. https://doi.org/10.11896/JsJkx.190700064
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!