[1] AUVSC.洞见|全球民用无人机融入空域战略与我国对策[EB/OL].(2021-06-28)[2021-12-02].https://mp.weixin.qq.com/s/uDcw9s6l_Yr_VD_n_77yCQ.
[2] EASA.EASA and ENAV signed a memorandum of cooperation[EB/OL].(2021-10-26)[2021-11-29].https://www.easa.europa.eu/newsroom-and-events/news/easa-and-enav-signed-memorandum-cooperation.
[3] Drone Site Surveys.Drone laws UK 2021(Updated May 2021)[EB/OL].(2021-05-20)[2021-11-29].https://dronesitesurveys.co.uk/drone-laws-uk/.
[4] Alamouri A, Lampert A, Gerke M.An exploratory investigation of UAS regulations in Europe and the impact on effective use and economic potential[J].Drones, 2021, 5(3):63-79.
[5] Gov.UK.Regulatory horizons council:The regulation of drones[EB/OL].(2021-11-01)[2021-11-29].https://www.gov.uk/government/publications/regulatory-horizons-council-the-regulation-of-drones.
[6] New rules allowing small drones to fly over people in U.S.take effect[EB/OL].(2021-04-21)[2021-11-29].https://www.usnews.com/news/top-news/articles/2021-04-21/new-rules-allowing-small-drones-to-fly-over-people-in-ustake-effect.
[7] 中国民航局.关于《民用微轻小型无人驾驶航空器运行识别概念及要求(暂行)》公开征求意见的通知[EB/OL].(2021-03-10)[2021-11-29].http://www.caac.gov.cn/HDJL/YJZJ/202103/t20210310_206727.html.
[8] 中国民航局.民航局关于印发《民用无人驾驶航空试验基地(试验区)建设工作指引》的通知[EB/OL].(2021-05-21)[2021-11-29].http://www.caac.gov.cn/XXGK/XXGK/TZTG/202005/t20200522_202732.html.
[9] 中国民航局.中国民用航空局关于推进民航统计现代化改革的若干意见[EB/OL].(2021-08-13)[2021-11-29].http://www.caac.gov.cn/XXGK/XXGK/ZCFBJD/202108/t20210830_209048.html.
[10] 交通运输部办公厅关于印发《交通运输"十四五"立法规划》的通知[EB/OL].(2021-10-28)[2021-12-02].http://www.gov.cn/zhengce/zhengceku/2021-11/12/content_5650426.htm.
[11] 中国电子技术标准化研究院.智能无人集群系统发展白皮书[R].北京:中国电子技术标准化研究院, 2021.
[12] 杨先碧."机智号"要想在火星上飞起来,可比在地球上难多了[EB/OL].(2021-03-06)[2021-12-10].https://mp.weixin.qq.com/s/aUcCPs4zNiEx_zRI0eZpsA.
[13] New swarming capability planned for the V-Bat vertical takeoff and landing drone[EB/OL].(2021-07-29)[2021-12-10].https://www.thedrive.com/the-war-zone/41755/new-swarming-capability-planned-for-the-v-bat-verti cal-takeoff-and-landing-drone.
[14] Hensoldt simulates defence systems of the future[EB/OL].(2021-11-04)[2021-12-02].https://www.hensoldt.net/news/hensoldt-simulates-defence-systems-of-thefuture/.
[15] 航小萱.北航学子,再破世界纪录![EB/OL].(2021-10-03)[2021-12-10].https://mp.weixin.qq.com/s/360NGeHIXh_12qDyOCl6VQ.
[16] 常庆星."翼龙"-10无人机成功执行海洋气象观测科研试验任务[EB/OL].(2021-11-30)[2021-12-02].http://ep.cannews.com.cn/publish/zghkb7/html/4642//node_192682.html.
[17] 山东冠县"啄木鸟"聪明灵敏又可靠[EB/OL].(2021-12-01)[2021-12-06].http://49.5.6.212/html/2021-12/01/content_71810.htm.
[18] Su J, Yi D, Su B, et al.Aerial visual perception in smart farming:Field study of wheat yellow rust monitoring[J].IEEE Transactions on Industrial Informatics, 2021, 17(3):2242-2249.
[19] Pretto A, Aravecchia S, Burgard W, et al.Building an aerial-ground robotics system for precision farming:An adaptable solution[J].IEEE Robotics & Automation Magazine, 2021, 28(3):29-49.
[20] Pulone S.Voices of disruption[EB/OL].(2021-10-04)[2021-12-02].https://terpenesandtesting.com/pats-indoor-drone-solutions/.
[21] Kim B H, Li K, Kim J T.et al.Three-dimensional electronic microfliers inspired by wind-dispersed seeds[J].Nature, 2021, 597:503-510.
[22] Kim K, Spieler P, Lupu E S, et al.A bipedal walking robot that can fly, slackline, and skateboard[J].Science Robotics, 2021, 6:eabf8136.
[23] Roderick W R T, Cutkosky M R, Lentink D.Bird-inspired dynamic grasping and perching in arboreal environments[J].Science Robotics, 2021, 6(61):eabj7562.
[24] Stewart W, Guarino L, Piskarev Y, et al.Passive perching with energy storage for winged aerial robots[J/OL].Advanced Intelligent Systems.[2021-12-02].doi:10.10-02/aisy.202100150.
[25] Vourtsis C, Rochel V C, Serrano F R, et al.Insect inspired self-righting for fixed-wing drones[J].IEEE Robotics and Automation Letters, 2021, 6(4):6805-6812.
[26] Chen Y F, Xu S Y, Ren Z J, et al.Collision resilient insect-scale soft-actuated aerial robots with high agility[J].IEEE Transactions on Robotics, 2021, 37(5):1752-1764.
[27] Minoda K, Schilling F, Wüest V, et al.Viode:A simulated dataset to address the challenges of visual-inertial odometry in dynamic environments[J].IEEE Robotics and Automation Letters, 2021, 6(2):1343-1350.
[28] Liu X, Nardari G V, Ojeda F C, et al.Large-scale autonomous flight with real-time semantic SLAM under dense forest canopy[J].arXiv Preprint, 2021, arXiv:2109.06479v2.
[29] Qu C, Shivakumar S S, Liu W, et al.Llol:Low-latency odometry for spinning lidars[J].arXiv Preprint, 2021, arXiv:2110.01725v1.
[30] Loquercio A, Kaufmann E, Ranftl R, et al.Learning high-speed flight in the wild[J].Science Robotics, 2021, 6(59):eabg5810.
[31] Paris A, Tagliabue A, How J P.Autonomous MAV landing on a moving platform with estimation of unknown turbulent wind conditions[C]//AIAA Scitech 2021 Forum.Nashville:AIAA, 2021:0378.
[32] Tagliabue A, Kim D K, Everett M, et al.Demonstrationefficient guided policy search via imitation of robust tube MPC[J].arXiv Preprint, 2021, arXiv:2109.09910v2.
[33] Everett M, Habibi G, How J P.Efficient reachability analysis of closed-loop systems with neural network controllers[C]//2021 IEEE International Conference on Robotics and Automation (ICRA).Xi'an:IEEE, 2021:4384-4390.
[34] Raja G, Anbalagan S, Ganapathisubramaniyan A, et al.Efficient and secured swarm pattern multi-UAV communication[J].IEEE Transactions on Vehicular Technology, 2021, 70(7):7050-7058.
[35] Inala J P, Yang Y C, Paulos J, et al.Neurosymbolic transformers for multi-agent communication[J].arXiv Preprint, 2021, arXiv:2101.03238v1.
[36] Gao H H, Liu C, Li Y, et al.V2VR:Reliable hybrid-network-oriented V2V data transmission and routing considering RSUs and connectivity probability[J].IEEE Transactions on Intelligent Transportation Systems, 2021, 22(6):3533-3546.
[37] Schilling F, Schiano F, Floreano D.Vision-based drone flocking in outdoor environments[J].IEEE Robotics and Automation Letters, 2021, 6(2):2954-2961.
[38] Kumar S A, Vanualailai J, Sharma B, et al.Velocity controllers for a swarm of unmanned aerial vehicles[J].Journal of Industrial Information Integration, 2021, 22:100198.
[39] Zhang Y, Wang X, Wang S, et al.Distributed bearingbased formation control of unmanned aerial vehicle swarm via global orientation estimation[J].Chinese Journal of Aeronautics, 2021, 35(1):44-58.
[40] Li X D, Wu L Z, Niu Y F, et al.Topological similarity based multi-target correlation localization for aerialground systems[J].Guidance, Navigation and Control, 2021, 1(3):2150016-1-25.
[41] Medeiros I, Boukerche A, Cerqueira E.Swarmbased and energy-aware unmanned aerial vehicle system for video delivery of mobile objects[J].IEEE Transactions on Vehicular Technology, 2022, 71(1):766-779.
[42] Tolstaya E, Paulos J, Kumar V, et al.Multi-robot coverage and exploration using spatial graph neural networks[C]//2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).Piscataway, NJ:IEEE, 2021:8944-8950.
[43] Chen Y, Liao K, Ku M, et al.Multi-agent reinforcement learning based 3D trajectory design in aerial-terrestrial wireless caching networks[J].IEEE Transactions on Vehicular Technology, 2021, 70(8):8201-8215.
[44] Cai X, Schlotfeldt B, Khosoussi K, et al.Non-monotone energy-aware information gathering for heterogeneous robot teams[C]//2021 IEEE International Conference on Robotics and Automation (ICRA).Piscataway, NJ:IEEE, 2021:8859-8865.
[45] Huang H, Savkin A V,Huang C.Reliable path planning for drone delivery using a stochastic time-dependent public transportation network[J].IEEE Transactions on Intelligent Transportation Systems, 2021, 22(8):4941-4950.
[46] Soria E, Schiano F, Floreano D.Predictive control of aerial swarms in cluttered environments[J].Nature Machine Intelligence, 2021, 3:545-554.
[47] Soria E, Schiano F, Floreano D.Distributed predictive drone swarms in cluttered environments[J].IEEE Robotics and Automation Letters, 2022, 7(1):73-80.
[48] Duisterhof B P, Li S, Burgués J, et al.Sniffy bug:A fully autonomous swarm of gas-seeking nano quadcopters in cluttered environments[C]//2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).Piscataway, NJ:IEEE, 2021:9099-9106.
[49] Army Day 2021:Offensive swarm drone system demonstrates capabilities for the first time[EB/OL].(2021-01-15)[2021-12-07].https://www.msn.com/en-in/video/news/army-day-2021-offensive-swarm-drone-systemdemonstrates-capabilities-for-the-first-time/vi-BB1cLX4c.
[50] GROSS J A.In apparent world first, IDF deployed drone swarms in Gaza fighting[EB/OL].(2021-07-10)[2021-12-07].https://www.timesofisrael.com/in-apparentworld-first-idf-deployed-drone-swarms-in-gaza-fighting/.
[51] Losey S.DARPA nabs Gremlin drone in midair for first time[EB/OL].(2021-11-06)[2021-12-07].https://www.defensenews.com/unmanned/2021/11/05/darpa-nabs-gremlin-drone-in-midair-for-first-time/.
[52] James W.进攻性蜂群使能战术OFFSET完成最终场地测试[EB/OL].(2021-12-15)[2021-12-10].https://mp.weixin.qq.com/s/hNrbR3mC6yjkwYiZRqSRKA.
[53] Macchini M, Lortkipanidze M, Schiano F, et al.The impact of virtual reality and viewpoints in body motion based drone teleoperation[C]//2021 IEEE Virtual Reality and 3D User Interfaces (VR).Piscataway, NJ:IEEE, 2021:511-518.
[54] Ramachandran V, Macchini M, Floreano D.Arm-wrist haptic sleeve for drone teleoperation[J/OL].IEEE Robotics and Automation Letters.[2021-12-02].doi:10.1109/LRA.2021.3122107.
[55] Kolling A, Walker P, Chakraborty N, et al.Human interaction with robot swarms:A survey[J].IEEE Transactions on human-machine systems, 2015, 46(1):9-26.
[56] Macchini M, Matteïs L D, Schiano F, et al.Personalized human-swarm interaction through hand motion[J].IEEE Robotics and Automation Letters, 2021, 6(4):8341-8348.
[57] Zheng Y, Du Y, Su Z, et al.Evolutionary human-UAV cooperation for transmission network restoration[J].IEEE Transactions on Industrial Informatics, 2021, 17(3):1648-1657.
[58] Palossi D, Zimmerman N, Burrello A, et al.Fully onboard AI-powered human-drone pose estimation on ultra-low power autonomous flying nano-UAVs[J/OL].IEEE Internet of Things Journal.[2021-12-02].doi:10.1109/JIOT.2021.3091643.
[59] Tognon M, Alami R, Siciliano B.Physical human-robot interaction with a tethered aerial vehicle:Application to a force-based human guiding problem[J].IEEE Transactions on Robotics, 2021, 37(3):723-734.
[60] Johns Hopkins APL bridges the gap with next phase of DARPA's ACE program[EB/OL].(2021-04-08)[2021-12-14].https://www.jhuapl.edu/PressRelease/210408bAPL-bridges-gap-next-phase-DARPA-ACE.
[61] 王彤.美国兰德公司发布"马赛克战"新报告,加速推动概念发展[EB/OL].(2021-12-14)[2021-12-14].https://mp.weixin.qq.com/s/NAgPXKcaqMI5gPP7UXPacg.
[62] D'Urso S.Let's talk about Boeing Loyal Wingman unmanned aerial vehicle's first flight[EB/OL].(2021-03-03)[2021-12-08].https://theaviationist.com/2021/03/03/lets-talk-about-boeing-loyal-wingman-unmanned-aeri al-vehicles-first-flight/.
[63] U.S.Navy begins first manned-unmanned naval capabilities exercise in the Pacific[EB/OL].(2021-04-22)[2021-12-15].https://www.armadainternational.com/2021/04/us-navy-begins-first-manned-unmanned-naval-capabili ties-exercise-in-the-pacific/.
[64] Singh G, Chanel C P C, Roy R N.Mental workload estimation based on physiological features for pilot-UAV teaming applications[J].Frontiers in Human Neuroscience, 2021, 15:692878.
[65] Schwerd S, Schulte A.Operator state estimation to enable adaptive assistance in manned-unmanned-teaming[J].Cognitive Systems Research, 2021, 67:73-83.
[66] Wojtyra D, Waclawik K, Krenc K, et al.Concept for the construction and application of a counter-UAV defence system[J].Problemy Mechatroniki:Uzbrojenie, Lotnictwo, Inżynieria Bezpieczeństwa, 2021, 12(1):87-100.
[67] 杨王诗剑.无人装备占据展台"C位"——透视第15届阿布扎比国际防务展[EB/OL].(2021-03-18)[2021-11-29].https://m.gmw.cn/baijia/2021-03/18/34695765.html.
[68] Radford M.Multi-mode radar white paper[R/OL].(2021-02-26)[2021-12-09].https://www.blighter.com/wp-content/uploads/multi-mode-radar-white-paper.pdf.
[69] Strout N.DARPA's newest system kills drones with stringy streamers[EB/OL].(2021-06-09)[2021-12-10].https://www.c4isrnet.com/unmanned/2021/06/08/darpasnewest-system-kills-drones-with-stringy-streamers/.
[70] Brust M, Danoy G, Stolfi D H, et al.Swarm-based counter UAV defense system[J].Discover Internet Things, 2021, 1:2.
[71] 谢海斌,闫家鼎,庄东晔,等.无人机集群反制技术剖析[J].国防科技, 2021, 42(4):10-16.
[72] 王凯.最快1秒内实施控制!新无人机反制系统在青岛成功进行设备测试[EB/OL].(2021-03-12)[2021-12-02].https://news.qingdaonews.com/qingdao/2021-03/12/content_22616770.htm.
[73] Cai Z, Liu Z, Kou L.Reliable UAV monitoring system using deep learning approaches[J/OL].IEEE Transactions on Reliability.[2021-12-02].doi:10.1109/TR.2021.3119068.
[74] Jiang N, Wang K, Peng X, et al.Anti-UAV:A large multi-modal benchmark for UAV tracking[J].arXiv preprint, 2021, arXiv:2101.08466v3.