[논문]Protect Your Sky: A Survey of Counter Unmanned Aerial Vehicle Systems

Kang, Honggu; Joung, Jingon; Kim, Jinyoung; Kang, Joonhyuk; Cho, Yong Soo

doi:10.1109/access.2020.3023473

[해외논문] Protect Your Sky: A Survey of Counter Unmanned Aerial Vehicle Systems 원문보기

IEEE access : practical research, open solutions, v.8, 2020년, pp.168671 - 168710

Kang, Honggu (Department of Electrical Engineering, KAIST, Daejeon, South Korea) , Joung, Jingon (School of Electrical and Electronics Engineering, Chung-Ang University, Seoul, South Korea) , Kim, Jinyoung (Korea University Business School, Korea University, Seoul, South Korea) , Kang, Joonhyuk (Department of Electrical Engineering, KAIST, Daejeon, South Korea) , Cho, Yong Soo (School of Electrical and Electronics Engineering, Chung-Ang University, Seoul, South Korea)

Abstract ▼ AI-Helper

Recognizing the various and broad range of applications of unmanned aerial vehicles (UAVs) and unmanned aircraft systems (UAS) for personal, public and military applications, recent un-intentional malfunctions of uncontrollable UAVs or intentional attacks on them divert our attention and motivate us to devise a protection system, referred to as a counter UAV system (CUS). The CUS, also known as a counter-drone system, protects personal, commercial, public, and military facilities and areas from uncontrollable and belligerent UAVs by neutralizing or destroying them. This paper provides a comprehensive survey of the CUS to describe the key technologies of the CUS and provide sufficient information with wich to comprehend this system. The first part starts with an introduction of general UAVs and the concept of the CUS. In the second part, we provide an extensive survey of the CUS through a top-down approach: i) the platform of CUS including ground and sky platforms and related networks; ii) the architecture of the CUS consisting of sensing systems, command-and-control (C2) systems, and mitigation systems; and iii) the devices and functions with the sensors for detection-and-identification and localization-and-tracking actions and mitigators for neutralization. The last part is devoted to a survey of the CUS market with relevant challenges and future visions. From the CUS market survey, potential readers can identify the major players in a CUS industry and obtain information with which to develop the CUS industry. A broad understanding gained from the survey overall will assist with the design of a holistic CUS and inspire cross-domain research across physical layer designs in wireless communications, CUS network designs, control theory, mechanics, and computer science, to enhance counter UAV techniques further.

참고문헌 (343)

Interception System for Small Sized Unmanned Vehicles 2020
Dropster Net Gun 2020
Dronecatcher 2020
SKYNET Mi-5 2020
RAM UAV 2020
Coyote 2020
NetGun X1 2020
10.1007/978-3-030-34995-0_70
Counter-UAV Solutions 2020
Ritchie, Matthew, Fioranelli, Francesco, Borrion, Hervé, Griffiths, Hugh. Multistatic micro-Doppler radar feature extraction for classification of unloaded/loaded micro-drones. IET radar, sonar & navigation, vol.11, no.1, 116-124.

상세보기
Fioranelli, F., Ritchie, M., Griffiths, H., Borrion, H.. Classification of loaded/unloaded micro-drones using multistatic radar. Electronics letters, vol.51, no.22, 1813-1815.

상세보기
Zafari, Faheem, Gkelias, Athanasios, Leung, Kin K.. A Survey of Indoor Localization Systems and Technologies. IEEE Communications surveys and tutorials, vol.21, no.3, 2568-2599.

상세보기
Yanying Gu, Lo, A., Niemegeers, I.. A survey of indoor positioning systems for wireless personal networks. IEEE Communications surveys and tutorials, vol.11, no.1, 13-32.

상세보기
Mazidi, Ehsan. Introducing New Localization and Positioning System for Aerial Vehicles. IEEE embedded systems letters, vol.5, no.4, 57-60.

상세보기
Joung, J., Jung, S., Chung, S., Jeong, E.‐R.. CNN‐based Tx-Rx distance estimation for UWB system localisation. Electronics letters, vol.55, no.17, 938-940.

상세보기
Yue Wang, Ho, K. C.. TDOA Positioning Irrespective of Source Range. IEEE transactions on signal processing : a publication of the IEEE Signal Processing Society, vol.65, no.6, 1447-1460.

상세보기
Mantilla‐Gaviria, Ivan Antonio, Leonardi, Mauro, Galati, Gaspare, Balbastre‐Tejedor, Juan Vicente. Time‐difference‐of‐arrival regularised location estimator for multilateration systems. IET radar, sonar & navigation, vol.8, no.5, 479-489.

상세보기
Proc IEEE Sensors Combination of radar and audio sensors for identification of rotor-type unmanned aerial vehicles (UAVs) park 2015 1
10.1109/RADAR.2012.6212126
2020
Counter-drone systems michel 2019
A drone too small for radar to detect rattles the white house schmidt 2015
German Chancellor’s Drone ‘Attack ’ Shows the Threat of Weaponized UAVs gallagher 2013
UAV fire-fighting system moore 2013
Villa, Tommaso Francesco, Salimi, Farhad, Morton, Kye, Morawska, Lidia, Gonzalez, Felipe. Development and Validation of a UAV Based System for Air Pollution Measurements. Sensors, vol.16, no.12, 2202-.

상세보기
Volume II—UAS airborne collision severity evaluation—Quadcopter olivares 2017
Video Shows What Appears to be the First Known Drone Attack on a Head of State cenciotti 2018
Slaugtherbots 2020
We Must Ban Drones Before it’s too Late zorn 2015
Anvil 2020
Military Exercise Black Dart to Tackle Nightmare Drone Scenario whittle 2015
Japanese Man Arrested for Landing Drone on PM’s Office in Nuclear Protest white 2015
Pixhawk 2020
10.1109/SSRR.2017.8088163
10.1109/THS.2012.6459914
Trained Police Eagles Attack Drones on Command atherton 2016
Skywall 2020
10.1109/ISSPIT.2018.8642668
South korea prepares for drone vs drone combat ackerman 2015
10.1109/ICMCIS.2018.8398721
J Defence Security A review of security threats of unmanned aerial vehicles and mitigation steps sathyamoorthy 2015 6 81
Counter Drone Net Catcher 2020
Sparrowhawk 2020
SENSORS Vision-based detection and distance estimation of micro unmanned aerial vehicles gökçe 2015 10.3390/s150923805 15 23805

상세보기
Vrba, Matouš, Saska, Martin. Marker-Less Micro Aerial Vehicle Detection and Localization Using Convolutional Neural Networks. IEEE robotics and automation letters, vol.5, no.2, 2459-2466.

상세보기
Vrba, Matouš, Heřt, Daniel, Saska, Martin. Onboard Marker-Less Detection and Localization of Non-Cooperating Drones for Their Safe Interception by an Autonomous Aerial System. IEEE robotics and automation letters, vol.4, no.4, 3402-3409.

상세보기
10.1109/IROS.2017.8206420
Mao, Yuyi, You, Changsheng, Zhang, Jun, Huang, Kaibin, Letaief, Khaled B.. A Survey on Mobile Edge Computing: The Communication Perspective. IEEE Communications surveys and tutorials, vol.19, no.4, 2322-2358.

상세보기
He, Daojing, Qiao, Yinrong, Chan, Sammy, Guizani, Nadra. Flight Security and Safety of Drones in Airborne Fog Computing Systems. IEEE communications magazine, vol.56, no.5, 66-71.

상세보기
Unmanned Aircraft System Detection—Technical Considerations 2019
10.1109/RADAR.2016.7485236
Bravo-Mosquera, P.D., Botero-Bolivar, L., Acevedo-Giraldo, D., Ceron-Munoz, H.D.. Aerodynamic design analysis of a UAV for superficial research of volcanic environments. Aerospace science and technology, vol.70, 600-614.

상세보기
Chen, Yunfei, Feng, Wei, Zheng, Gan. Optimum Placement of UAV as Relays. IEEE communications letters : a publication of the IEEE Communications Society, vol.22, no.2, 248-251.

상세보기
10.1002/9780470666388
10.1109/ICUAS.2013.6564694
Bang, S., Kim, H., Kim, H.. UAV-based automatic generation of high-resolution panorama at a construction site with a focus on preprocessing for image stitching. Automation in construction, vol.84, 70-80.

상세보기
Alzenad, Mohamed, El-Keyi, Amr, Lagum, Faraj, Yanikomeroglu, Halim. 3-D Placement of an Unmanned Aerial Vehicle Base Station (UAV-BS) for Energy-Efficient Maximal Coverage. IEEE wireless communications letters, vol.6, no.4, 434-437.

상세보기
arXiv 1712 07122 Real-time 3D reconstruction on construction site using visual SLAM and UAV shang 2017
10.1109/UVS.2019.8658363
Lyu, Jiangbin, Zeng, Yong, Zhang, Rui, Lim, Teng Joon. Placement Optimization of UAV-Mounted Mobile Base Stations. IEEE communications letters : a publication of the IEEE Communications Society, vol.21, no.3, 604-607.

상세보기
Drone Hunter 2020
Zhang, Shuhang, Zhang, Hongliang, He, Qichen, Bian, Kaigui, Song, Lingyang. Joint Trajectory and Power Optimization for UAV Relay Networks. IEEE communications letters : a publication of the IEEE Communications Society, vol.22, no.1, 161-164.

상세보기
Aeroguard 2020
Zeng, Yong, Zhang, Rui, Lim, Teng Joon. Wireless communications with unmanned aerial vehicles: opportunities and challenges. IEEE communications magazine, vol.54, no.5, 36-42.

상세보기
Global Counter-UAS Market Focus on Technology Application End Users—Analysis and Forecast 2019–2024 2019
Ding, Guoru, Wu, Qihui, Zhang, Linyuan, Lin, Yun, Tsiftsis, Theodoros A., Yao, Yu-Dong. An Amateur Drone Surveillance System Based on the Cognitive Internet of Things. IEEE communications magazine, vol.56, no.1, 29-35.

상세보기
Anti-Drone Market Size Worth $4 5 Billion by 2026 2019
Altawy, Riham, Youssef, Amr M.. Security, Privacy, and Safety Aspects of Civilian Drones : A Survey. Acm transactions on cyber-physical systems, vol.1, no.2, 1-25.

상세보기
Drone Industry Insights 2020
Anti-Drone Market & Technologies—2019-2023 2019
DOD Invests in Counter-Drone Technologies kanowitz 2019
Anti-Drone Market by Technology Application Vertical and Geography—Global Forecast to 2024 2019
Anti-Drone Market—Growth Trends and Forecast (2020–2025) 2019
Anti-Drone Market by System by Technology and by End-User Global Industry Perspective Comprehensive Analysis and Forecast 2016–2025 2019
Sierra Nevada Corporation Advanced Electronic Warfare System—Modular (AEWS-M) 2018
Raytheon Howler tewksbury 2019
Proc Syst Eng /Test Eval (SETE) A taxonomy of network centric warfare architectures dekker 2008 1
TRD Consultancy Fixed Site Area Protection 2020
General Atomics Gray Eagle UAS 2020
The Counter-Drone Market Report 2020 wackwitz 2019
ECA Group/Group Gorge IT180 Drone 2015
Commercial Drones Market Size Share & Industry Analysis by Product by Technology by System by Industry and Regional Forecast 2019–2026 2020
Project Loon - Google 2020
Lockheed Martin Blackbird 1990
General Atomics MQ-9 Reaper 2015
General Atomics MQ-1 Predator 2015
Northrop Grumman RQ-4 Global Hawk 2014
Us Navy Laser Weapon Fires at $1 Per Shot 2014
10.2514/6.2009-2045
Menouar, Hamid, Guvenc, Ismail, Akkaya, Kemal, Uluagac, A. Selcuk, Kadri, Abdullah, Tuncer, Adem. UAV-Enabled Intelligent Transportation Systems for the Smart City: Applications and Challenges. IEEE communications magazine, vol.55, no.3, 22-28.

상세보기
10.1109/THS.2010.5655064
Xiong, Fei, Li, Aijing, Wang, Hai, Tang, Lijuan. An SDN-MQTT Based Communication System for Battlefield UAV Swarms. IEEE communications magazine, vol.57, no.8, 41-47.

상세보기
Chand, Gudi Siva Leela Krishna, Lee, Manhee, Shin, Soo Young. Drone Based Wireless Mesh Network for Disaster/Military Environment. Journal of computer and communications, vol.6, no.4, 44-52.

상세보기
Orfanus, Dalimir, Pignaton de Freitas, Edison, Eliassen, Frank. Self-Organization as a Supporting Paradigm for Military UAV Relay Networks. IEEE communications letters : a publication of the IEEE Communications Society, vol.20, no.4, 804-807.

상세보기
Int J Human Rights The emergence of mini UAVs for military applications kennedy 2015 19 212
Sturdivant, Rick L., Chong, Edwin K. P.. Systems Engineering Baseline Concept of a Multispectral Drone Detection Solution for Airports. IEEE access : practical research, open solutions, vol.5, 7123-7138.

상세보기
Nakamura, Hiroko, Kajikawa, Yuya. Regulation and innovation: How should small unmanned aerial vehicles be regulated?. Technological forecasting and social change, vol.128, 262-274.

상세보기
Shi, Xiufang, Yang, Chaoqun, Xie, Weige, Liang, Chao, Shi, Zhiguo, Chen, Jiming. Anti-Drone System with Multiple Surveillance Technologies: Architecture, Implementation, and Challenges. IEEE communications magazine, vol.56, no.4, 68-74.

상세보기
Castanedo, Federico. A Review of Data Fusion Techniques. The Scientific World Journal, vol.2013, 704504-.

상세보기
Handbook of Multisensor Data Fusion Theory and Practice liggins 2008
High-Level Information Fusion Management and Systems Design blasch 2012
Dasarathy, B.V.. Sensor fusion potential exploitation-innovative architectures and illustrative applications. Proceedings of the IEEE, vol.85, no.1, 24-38.

상세보기
10.1007/978-1-4613-8997-2_7
10.1109/GLOCOM.2014.7037248
10.1109/CSPA.2012.6194766
Proc Conf Robot Learn Deep drone racing: Learning agile flight in dynamic environments kaufmann 2018 133
10.1109/ICRA.2019.8793631
10.1109/ROBOT.2005.1570505
IEE Colloquium on Military Satellite Communications uavs and haps-potential convergence for military communications tozer 2000 10/1
Iscold, P., Pereira, G.A.S., Torres, L.A.B.. Development of a Hand-Launched Small UAV for Ground Reconnaissance. IEEE transactions on aerospace and electronic systems, vol.46, no.1, 335-348.

상세보기
10.1109/IWED.2018.8321389
Schneiderman, R.. Unmanned Drones are Flying High in the Military/Aerospace Sector [Special Reports]. IEEE signal processing magazine, vol.29, no.1, 8-11.

상세보기
Guvenc, Ismail, Koohifar, Farshad, Singh, Simran, Sichitiu, Mihail L., Matolak, David. Detection, Tracking, and Interdiction for Amateur Drones. IEEE communications magazine, vol.56, no.4, 75-81.

상세보기
Gageik, Nils, Benz, Paul, Montenegro, Sergio. Obstacle Detection and Collision Avoidance for a UAV With Complementary Low-Cost Sensors. IEEE access : practical research, open solutions, vol.3, 599-609.

상세보기
Chen, Jessie Y.C.. UAV-guided navigation for ground robot tele-operation in a military reconnaissance environment. Ergonomics : the official publication of the Ergonomics Research Society, vol.53, no.8, 940-950.

상세보기
Guerrero, J.S.G., Gonzalez, A.F.C., Vega, J.I.H., Tovar, L.A.N.. Instrumentation of an Array of Ultrasonic Sensors and Data Processing for Unmanned Aerial Vehicle (UAV) for Teaching the Application of the Kalman Filter. Procedia computer science, vol.75, 375-380.

상세보기
arXiv 1903 05155 SoK-security and privacy in the age of drones: Threats, challenges, solution mechanisms, and scientific gaps nassi 2019
10.2172/1342469
Shi, Xiufang, Yang, Chaoqun, Xie, Weige, Liang, Chao, Shi, Zhiguo, Chen, Jiming. Anti-Drone System with Multiple Surveillance Technologies: Architecture, Implementation, and Challenges. IEEE communications magazine, vol.56, no.4, 68-74.

상세보기
Samaras, Stamatios, Diamantidou, Eleni, Ataloglou, Dimitrios, Sakellariou, Nikos, Vafeiadis, Anastasios, Magoulianitis, Vasilis, Lalas, Antonios, Dimou, Anastasios, Zarpalas, Dimitrios, Votis, Konstantinos, Daras, Petros, Tzovaras, Dimitrios. Deep Learning on Multi Sensor Data for Counter UAV Applications-A Systematic Review. Sensors, vol.19, no.22, 4837-.

상세보기
10.7249/RR1718.3
Stöcker, Claudia, Bennett, Rohan, Nex, Francesco, Gerke, Markus, Zevenbergen, Jaap. Review of the Current State of UAV Regulations. Remote sensing, vol.9, no.5, 459-.

상세보기
UAV Coach 2020
Fotouhi, Azade, Qiang, Haoran, Ding, Ming, Hassan, Mahbub, Giordano, Lorenzo Galati, Garcia-Rodriguez, Adrian, Yuan, Jinhong. Survey on UAV Cellular Communications: Practical Aspects, Standardization Advancements, Regulation, and Security Challenges. IEEE Communications surveys and tutorials, vol.21, no.4, 3417-3442.

상세보기
Lockheed Martin Drone Swarms 2020
Northrop Grumman Mobile Application for UAS Identification (MAUI) 2020
Oubbati, Omar Sami, Lakas, Abderrahmane, Zhou, Fen, Güneş, Mesut, Yagoubi, Mohamed Bachir. A survey on position-based routing protocols for Flying Ad hoc Networks (FANETs). Vehicular communications, vol.10, 29-56.

상세보기
Motlagh, Naser Hossein, Bagaa, Miloud, Taleb, Tarik. UAV-Based IoT Platform: A Crowd Surveillance Use Case. IEEE communications magazine, vol.55, no.2, 128-134.

상세보기
Hayat, Samira, Yanmaz, Evsen, Muzaffar, Raheeb. Survey on Unmanned Aerial Vehicle Networks for Civil Applications: A Communications Viewpoint. IEEE Communications surveys and tutorials, vol.18, no.4, 2624-2661.

상세보기
Hossein Motlagh, Naser, Taleb, Tarik, Arouk, Osama. Low-Altitude Unmanned Aerial Vehicles-Based Internet of Things Services: Comprehensive Survey and Future Perspectives. IEEE Internet of things journal : a joint publication of the IEEE Sensors Council, the IEEE Communications Society, the IEEE Computer Society, the IEEE Signal Processing Society, vol.3, no.6, 899-922.

상세보기
Northrop Globalhawk 2020
Khawaja, Wahab, Guvenc, Ismail, Matolak, David W., Fiebig, Uwe-Carsten, Schneckenburger, Nicolas. A Survey of Air-to-Ground Propagation Channel Modeling for Unmanned Aerial Vehicles. IEEE Communications surveys and tutorials, vol.21, no.3, 2361-2391.

상세보기
2020
Zeng, Yongs, Wu, Qingqing, Zhang, Rui. Accessing From the Sky: A Tutorial on UAV Communications for 5G and Beyond. Proceedings of the IEEE, vol.107, no.12, 2327-2375.

상세보기
2020
Cao, Xianbin, Yang, Peng, Alzenad, Mohamed, Xi, Xing, Wu, Dapeng, Yanikomeroglu, Halim. Airborne Communication Networks: A Survey. IEEE journal on selected areas in communications : a publication of the IEEE Communications Society, vol.36, no.9, 1907-1926.

상세보기
2020
Khuwaja, Aziz Altaf, Chen, Yunfei, Zhao, Nan, Alouini, Mohamed-Slim, Dobbins, Paul. A Survey of Channel Modeling for UAV Communications. IEEE Communications surveys and tutorials, vol.20, no.4, 2804-2821.

상세보기
2020
2020
2020
Kang, Honggu, Joung, Jingon, Ahn, Jinhyun, Kang, Joonhyuk. Secrecy-Aware Altitude Optimization for Quasi-Static UAV Base Station Without Eavesdropper Location Information. IEEE communications letters : a publication of the IEEE Communications Society, vol.23, no.5, 851-854.

상세보기
2020
Seo, Jun-Bae, Pack, Sangheon, Jin, Hu. Uplink NOMA Random Access for UAV-Assisted Communications. IEEE transactions on vehicular technology, vol.68, no.8, 8289-8293.

상세보기
Raytheon Silverfox 2020
2020
Korea Herald kim 2020
Ju, Chanyoung, Son, Hyoung Il. Multiple UAV Systems for Agricultural Applications: Control, Implementation, and Evaluation. Electronics, vol.7, no.9, 162-.

상세보기
10.1109/IGARSS.2012.6352477
2020
Zipline’s ambitious medical drone delivery in Africa rosenarchive 2017
2020
Wall Street J In Rwanda, drones deliver medical supplies to remote areas hotz 2017
Dronedefence 2020
Drones Going Postal—A Summary of Postal Service Delivery Drone Trials 2016
Drone Citadel 2020
MultiGP 2020
How Swarming Drones Will Change Warfare mcmullan 2019
Karapantazis, S., Pavlidou, F.. Broadband communications via high-altitude platforms: a survey. IEEE Communications surveys and tutorials, vol.7, no.1, 2-31.

상세보기
Forbes Drone (Regulation) Wars U S and E U Face Off charlton 2019
10.1109/ICCCNT.2014.6963085
Who Can be Killed by a Drone? US Reveals the Rules of Engagement scotti 2016
Gupta, Lav, Jain, Raj, Vaszkun, Gabor. Survey of Important Issues in UAV Communication Networks. IEEE Communications surveys and tutorials, vol.18, no.2, 1123-1152.

상세보기
Concerns Rise Over Use of Drones in a Swarm Attack spero 2019
2020
2020
10.1109/NAECON.2008.4806528
10.1109/WASPAA.2015.7336911
Bernardini, Andrea, Mangiatordi, Federica, Pallotti, Emiliano, Capodiferro, Licia. Drone detection by acoustic signature identification. IS&T International Symposium on Electronic Imaging, vol.2017, no.10, 60-64.

상세보기
Dronesentry 2020
2020
Harvey, Brendan, O’Young, Siu. Acoustic Detection of a Fixed-Wing UAV. Drones, vol.2, no.1, 4-.

상세보기
Ottoy, Geoffrey, De Strycker, Lieven. An Improved 2D Triangulation Algorithm for Use With Linear Arrays. IEEE sensors journal, vol.16, no.23, 8238-8243.

상세보기
Communication & Systemes/HGH/Spectracom Boreades 2020
Blighter Surveillance Systems/Chess Dynamics/Enterprise Control Systems Anti-UAV Defence System (AUDS) 2020
How to Use DJI’s Return to Home (RTH) Safely 2017
arXiv 1902 03506 A game of drones: Cyber-physical security of time-critical UAV applications with cumulative prospect theory perceptions and valuations sanjab 2019
Goshawk 2020
Mozaffari, Mohammad, Saad, Walid, Bennis, Mehdi, Nam, Young-Han, Debbah, Mérouane. A Tutorial on UAVs for Wireless Networks: Applications, Challenges, and Open Problems. IEEE Communications surveys and tutorials, vol.21, no.3, 2334-2360.

상세보기
Drone detection using audio analysis hauzenberger 2015
Deng, Boyu, Jiang, Chunxiao, Yao, Haipeng, Guo, Song, Zhao, Shanghong. The Next Generation Heterogeneous Satellite Communication Networks: Integration of Resource Management and Deep Reinforcement Learning. IEEE wireless communications, vol.27, no.2, 105-111.

상세보기
10.1109/ICUAS.2013.6564674
Hong, Tao, Zhao, Weiting, Liu, Rongke, Kadoch, Michel. Space-Air-Ground IoT Network and Related Key Technologies. IEEE wireless communications, vol.27, no.2, 96-104.

상세보기
10.1109/ICRA.2012.6225304
Han, Bo, Gopalakrishnan, Vijay, Ji, Lusheng, Lee, Seungjoon. Network function virtualization: Challenges and opportunities for innovations. IEEE communications magazine, vol.53, no.2, 90-97.

상세보기
Foukas, Xenofon, Patounas, Georgios, Elmokashfi, Ahmed, Marina, Mahesh K.. Network Slicing in 5G: Survey and Challenges. IEEE communications magazine, vol.55, no.5, 94-100.

상세보기
Chen, Kefan, Zhao, Shanghong, Lv, Na, Gao, Weiting, Wang, Xiang, Zou, Xinqing. Segment Routing Based Traffic Scheduling for the Software-Defined Airborne Backbone Network. IEEE access : practical research, open solutions, vol.7, 106162-106178.

상세보기
Secinti, Gokhan, Darian, Parisa Borhani, Canberk, Berk, Chowdhury, Kaushik R.. SDNs in the Sky: Robust End-to-End Connectivity for Aerial Vehicular Networks. IEEE communications magazine, vol.56, no.1, 16-21.

상세보기
McCoy, James, Rawat, Danda B.. Software-Defined Networking for Unmanned Aerial Vehicular Networking and Security: A Survey. Electronics, vol.8, no.12, 1468-.

상세보기
Sami Oubbati, Omar, Atiquzzaman, Mohammed, Ahamed Ahanger, Tariq, Ibrahim, Atef. Softwarization of UAV Networks: A Survey of Applications and Future Trends. IEEE access : practical research, open solutions, vol.8, 98073-98125.

상세보기
Raytheon Windshear 2019
Amin, Rashid, Reisslein, Martin, Shah, Nadir. Hybrid SDN Networks: A Survey of Existing Approaches. IEEE Communications surveys and tutorials, vol.20, no.4, 3259-3306.

상세보기
Prime Consulting & Technologies Mini/Small-Range Counter-UAV System 2020
Sezer, Sakir, Scott-Hayward, Sandra, Chouhan, Pushpinder Kaur, Fraser, Barbara, Lake, David, Finnegan, Jim, Viljoen, Niel, Miller, Marc, Rao, Navneet. Are we ready for SDN? Implementation challenges for software-defined networks. IEEE communications magazine, vol.51, no.7, 36-43.

상세보기
MyDefence Communication KNOX 2020
Nogales, Borja, Sanchez-Aguero, Victor, Vidal, Ivan, Valera, Francisco. Adaptable and Automated Small UAV Deployments via Virtualization. Sensors, vol.18, no.12, 4116-.

상세보기
Airbus Defence and Space Counter UAV System 2015
Shakhatreh, Hazim, Sawalmeh, Ahmad H., Al-Fuqaha, Ala, Dou, Zuochao, Almaita, Eyad, Khalil, Issa, Othman, Noor Shamsiah, Khreishah, Abdallah, Guizani, Mohsen. Unmanned Aerial Vehicles (UAVs): A Survey on Civil Applications and Key Research Challenges. IEEE access : practical research, open solutions, vol.7, 48572-48634.

상세보기
Oubbati, Omar Sami, Lakas, Abderrahmane, Lorenz, Pascal, Atiquzzaman, Mohammed, Jamalipour, Abbas. Leveraging Communicating UAVs for Emergency Vehicle Guidance in Urban Areas. IEEE transactions on emerging topics in computing, vol.9, no.2, 1070-1082.

상세보기
5G Enhancement for UAVs 2019
Alzahrani, Bander, Oubbati, Omar Sami, Barnawi, Ahmed, Atiquzzaman, Mohammed, Alghazzawi, Daniyal. UAV assistance paradigm: State-of-the-art in applications and challenges. Journal of network and computer applications, vol.166, 102706-.

상세보기
Singapore Acquires Radar System Able to Spot Small Drones up to 5km Away chua 2017
Aveillant Installs Drone Detection Radar at Paris Charles de Gaulle Airport 2017
Zolanvari, Maede, Jain, Raj, Salman, Tara. Potential Data Link Candidates for Civilian Unmanned Aircraft Systems: A Survey. IEEE Communications surveys and tutorials, vol.22, no.1, 292-319.

상세보기
Thales Purchases Droneshield Limited Solutions Aims for Integration With Existing Technologies 2019
Drone Defence Releases Solar Sentinel Drone Detection System lewis 2020
Ye, Han-Ting, Kang, Xin, Joung, Jingon, Liang, Ying-Chang. Optimization for Full-Duplex Rotary-Wing UAV-Enabled Wireless-Powered IoT Networks. IEEE transactions on wireless communications, vol.19, no.7, 5057-5072.

상세보기
U S Army Awards Leonardo DRS Contract for Production of Counter-Drone Capability 2017
Web Exclusive Counter-UAS Company Purchases Anti-Drone Shoulder Rifle lee 2019
Liteye & Citadel Push the Envelope for State-of-the-Art in Countering UAS Threats 2020
Liteye Expands their Counter UAS Layered Approach With Raytheon Missiles & Defense’s Phaser 2020
First Prime Air Delivery 2020
Liteye and Northrop Grumman Demonstrate Mobile Networked Electronic and Kinetic Capabilities to Counter Unmanned Threat Systems During Army’s Maneuver and Fires Integration Exercise (MFIX 18) 2018
Joung, Jingon. Random Space–Time Line Code With Proportional Fairness Scheduling. IEEE access : practical research, open solutions, vol.8, 35253-35262.

상세보기
Monaco to Operate Counter-UAV System stevenson 2016
10.1109/GLOBECOM38437.2019.9013224
Thales Completes the Acquisition of Aveillant World Pioneer in Holographic Radar Technology 2017
10.1109/ICC.2019.8761608
Kim, Juhyun, Kim, Dongho. Neural Network based Real-time UAV Detection and Analysis by Sound. Journal of advanced information technology and convergence, vol.8, no.1, 43-52.

상세보기
Proc SPIE An adaptive sensing approach for the detection of small UAV: First investigation of static sensor network and moving sensor platform laurenzis 2018 10646 197
Aselsan IHTAR 2020
Ren, Jianfeng, Jiang, Xudong. Regularized 2-D complex-log spectral analysis and subspace reliability analysis of micro-Doppler signature for UAV detection. Pattern recognition, vol.69, 225-237.

상세보기
10.1145/3081333.3081354
10.1109/AERO.2019.8741970
Phipatanasuphorn, V., Ramanathan, P.. Vulnerability of sensor networks to unauthorized traversal and monitoring. IEEE transactions on computers, vol.53, no.3, 364-369.

상세보기
10.1145/2935620.2935632
Molchanov, Pavlo, Egiazarian, Karen, Astola, Jaakko, Totsky, Alexander, Leshchenko, Sergey, Jarabo-Amores, Maria Pilar. Classification of aircraft using micro-Doppler bicoherence-based features. IEEE transactions on aerospace and electronic systems, vol.50, no.2, 1455-1467.

상세보기
Torvik, Borge, Olsen, Karl Erik, Griffiths, Hugh. Classification of Birds and UAVs Based on Radar Polarimetry. IEEE geoscience and remote sensing letters : a publication of the IEEE Geoscience and Remote Sensing Society, vol.13, no.9, 1305-1309.

상세보기
Yucek, T., Arslan, H.. A survey of spectrum sensing algorithms for cognitive radio applications. IEEE Communications surveys and tutorials, vol.11, no.1, 116-130.

상세보기
Proc Eur Radar Conf Classification of small UAVs and birds by micro-Doppler signatures molchanov 2013 172
Radar Systems Analysis and Design Using MATLAB mahafza 2013
Kim, Byung Kwan, Kang, Hyun-Seong, Park, Seong-Ook. Drone Classification Using Convolutional Neural Networks With Merged Doppler Images. IEEE geoscience and remote sensing letters : a publication of the IEEE Geoscience and Remote Sensing Society, vol.14, no.1, 38-42.

상세보기
10.1109/IRS.2015.7226245
Farlik, Jan, Kratky, Miroslav, Casar, Josef, Stary, Vadim. Multispectral Detection of Commercial Unmanned Aerial Vehicles. Sensors, vol.19, no.7, 1517-.

상세보기
Conceptual study of a future drone detection system—Countering a threat posed by a disruptive technology eriksson 2018
The Micro-Doppler Effect in Radar chen 2019
Byung Kwan Kim, Hyun-Seong Kang, Seong-Ook Park. Experimental Analysis of Small Drone Polarimetry Based on Micro-Doppler Signature. IEEE geoscience and remote sensing letters : a publication of the IEEE Geoscience and Remote Sensing Society, vol.14, no.10, 1670-1674.

상세보기
Guay, Rudy, Drolet, Germain, Bray, Joey R.. Measurement and modelling of the dynamic radar cross-section of an unmanned aerial vehicle. IET radar, sonar & navigation, vol.11, no.7, 1155-1160.

상세보기
Chen, V.C., Li, F., Ho, S.-S., Wechsler, H.. Analysis of micro-Doppler signatures. IEE proceedings: Radar, sonar, and navigation, vol.150, no.4, 271-276.

상세보기
Chen, V.C., Li, F., Ho, S.-S., Wechsler, H.. Micro-Doppler effect in radar: phenomenon, model, and simulation study. IEEE transactions on aerospace and electronic systems, vol.42, no.1, 2-21.

상세보기
Chen, V.C., Qian, Shie. Joint time-frequency transform for radar range-Doppler imaging. IEEE transactions on aerospace and electronic systems, vol.34, no.2, 486-499.

상세보기
Proc Eur Radar Conf Micro-Doppler analysis of small UAVs de wit 2012 210
10.1049/PBRA034E
Proc 30th IEEE/AIAA Digit Avionics Syst Conf (DASC) Detection, localization, and tracking of unauthorized UAS and jammers güvenç 2017 1
10.1109/EuRAD.2014.6991236
Li, Chenchen J., Ling, Hao. An Investigation on the Radar Signatures of Small Consumer Drones. IEEE antennas and wireless propagation letters, vol.16, 649-652.

상세보기
10.1109/WiSNeT46826.2020.9037614
10.1109/UWBST.2002.1006344
Proc SPIE Millimeter-wave micro-Doppler measurements of small UAVs rahman 2017 10188
10.1109/RADAR.2014.7060268
Liang, Li, Deng, Fang, Peng, Zhihong, Li, Xinxing, Zha, Wenzhong. A differential game for cooperative target defense. Automatica : the journal of IFAC, the International Federation of Automatic Control, vol.102, 58-71.

상세보기
IEEE Trans Autom Control Design and analysis of state-feedback optimal strategies for the differential game of active defense garcia 2019 64 553
10.1109/ACC.2013.6580287
10.1109/CDC.2010.5717894
Dongxu Li, Cruz, Jose B. Defending an Asset: A Linear Quadratic Game Approach. IEEE transactions on aerospace and electronic systems, vol.47, no.2, 1026-1044.

상세보기
Pierson, Alyssa, Wang, Zijian, Schwager, Mac. Intercepting Rogue Robots: An Algorithm for Capturing Multiple Evaders With Multiple Pursuers. IEEE robotics and automation letters, vol.2, no.2, 530-537.

상세보기
Opromolla, Roberto, Fasano, Giancarmine, Accardo, Domenico. A Vision-Based Approach to UAV Detection and Tracking in Cooperative Applications. Sensors, vol.18, no.10, 3391-.

상세보기
Li, Kai, Voicu, Razvan Christian, Kanhere, Salil S., Ni, Wei, Tovar, Eduardo. Energy Efficient Legitimate Wireless Surveillance of UAV Communications. IEEE transactions on vehicular technology, vol.68, no.3, 2283-2293.

상세보기
Jeong, Seongah, Simeone, Osvaldo, Kang, Joonhyuk. Mobile Edge Computing via a UAV-Mounted Cloudlet: Optimization of Bit Allocation and Path Planning. IEEE transactions on vehicular technology, vol.67, no.3, 2049-2063.

상세보기
Hua, Meng, Wang, Yi, Wu, Qingqing, Dai, Haibo, Huang, Yongming, Yang, Luxi. Energy-Efficient Cooperative Secure Transmission in Multi-UAV-Enabled Wireless Networks. IEEE transactions on vehicular technology, vol.68, no.8, 7761-7775.

상세보기
10.1109/MILCOM47813.2019.9021084
Andraši, Petar, Radišić, Tomislav, Muštra, Mario, Ivošević, Jurica. Night-time Detection of UAVs using Thermal Infrared Camera. Transportation research procedia, vol.28, 183-190.

상세보기
Rozantsev, Artem, Lepetit, Vincent, Fua, Pascal. Detecting Flying Objects Using a Single Moving Camera. IEEE transactions on pattern analysis and machine intelligence, vol.39, no.5, 879-892.

상세보기
10.1109/RADAR.2016.7485181
Proc SPIE Robust drone detection for day/night counter-UAV with static VIS and SWIR cameras müller 2017 10190 302
10.1109/CVPRW.2019.00080
10.1109/AVSS.2017.8078558
10.1109/AVSS.2019.8909854
10.1109/AVSS.2017.8078541
10.1109/CVPRW.2018.00105
10.1109/AVSS.2019.8909865
Zeng, Yong, Xu, Jie, Zhang, Rui. Energy Minimization for Wireless Communication With Rotary-Wing UAV. IEEE transactions on wireless communications, vol.18, no.4, 2329-2345.

상세보기
10.1109/VTCFall.2017.8288095
Galkin, Boris, Kibilda, Jacek, DaSilva, Luiz A.. UAVs as Mobile Infrastructure: Addressing Battery Lifetime. IEEE communications magazine, vol.57, no.6, 132-137.

상세보기
Yong Zeng, Rui Zhang. Energy-Efficient UAV Communication With Trajectory Optimization. IEEE transactions on wireless communications, vol.16, no.6, 3747-3760.

상세보기
arXiv 2003 00713 Optimal deployment of tethered drones for maximum cellular coverage in user clusters bushnaq 2020
Kratos Defense & Rocket Support Services Aethon 2019
Dronebullet 2020
Airspace Systems Interceptor Can Catch High-Speed Drones All by Itself mannes 2016
Exponent Drone Hunter alkhalisi 2016
10.14236/ewic/EVA2016.31
ALX Systems Announces New Operating System at Commercial UAV Expo Europe plaza 2017
What’s the Difference Between a Drone UAV and UAS? herrick 2017
Russia’s Carnivora is Designed for a Drone-Eat-Drone World atherton 2018
10.1117/12.2303949
Kim, Byeong Hak, Khan, Danish, Bohak, Ciril, Choi, Wonju, Lee, Hyun Jeong, Kim, Min Young. V-RBNN Based Small Drone Detection in Augmented Datasets for 3D LADAR System. Sensors, vol.18, no.11, 3825-.

상세보기
Rahman, Samiur, Robertson, Duncan A.. Radar micro-Doppler signatures of drones and birds at K-band and W-band. Scientific reports, vol.8, 17396-.

상세보기
IEEE Netw Jamming sensor networks: Attack and defense strategies xu 2006 10.1109/MNET.2006.1637931 20 41

상세보기
10.1109/AVSS.2017.8078539
Kerns, Andrew J., Shepard, Daniel P., Bhatti, Jahshan A., Humphreys, Todd E.. Unmanned Aircraft Capture and Control Via GPS Spoofing. Journal of field robotics, vol.31, no.4, 617-636.

상세보기
Noh, Juhwan, Kwon, Yujin, Son, Yunmok, Shin, Hocheol, Kim, Dohyun, Choi, Jaeyeong, Kim, Yongdae. Tractor Beam : Safe-hijacking of Consumer Drones with Adaptive GPS Spoofing. ACM transactions on privacy and security : TOPS, vol.22, no.2, 1-26.

상세보기
Li, An, Wu, Qingqing, Zhang, Rui. UAV-Enabled Cooperative Jamming for Improving Secrecy of Ground Wiretap Channel. IEEE wireless communications letters, vol.8, no.1, 181-184.

상세보기
Mpitziopoulos, A., Gavalas, D., Konstantopoulos, C., Pantziou, G.. A survey on jamming attacks and countermeasures in WSNs. IEEE Communications surveys and tutorials, vol.11, no.4, 42-56.

상세보기
10.1109/MILCOM.2016.7795496
Take Down Your Threats Tactical and Automatic Disruptors 2020
INT-AU002 Anti UAV System 2020
Orion Anti-Drone System 2020
Aselsan GERGEDAN 2020
Thales Gecko-M 2020
Rohde & Schwarz/ESG/Diehl Guardion 2020
Boeing GBAD DE OTM Ground-Based Air Defense Directed Energy on-the-Move 2020
Applied Technology Associates Low-Cost Counter-Unmanned Aerial System for Targeting (LOCUST) 2020
Drone Detection & Defense Systems Dronewatcherrf 2020
Army Fast-Tracks New Man-Packable Counter-Drone EW Weapons osborn 2017
Wingman 100 Personal Drone Alarm for Police and Security Officers 2020
Icarus Machine Can Commandeer a Drone Mid-Flight summers 2016
Are Drones the Next Target for Hackers? moskvitch 2014
Phaser High-Power Microwave System 2020
10.1007/978-3-030-20794-6_4
Zeng, Yong, Lyu, Jiangbin, Zhang, Rui. Cellular-Connected UAV: Potential, Challenges, and Promising Technologies. IEEE wireless communications, vol.26, no.1, 120-127.

상세보기
Radasky, W.A., Baum, C.E., Wik, M.W.. Introduction to the special issue on high-power electromagnetics (HPEM) and intentional electromagnetic interference (IEMI). IEEE transactions on electromagnetic compatibility, vol.46, no.3, 314-321.

상세보기
KALI India’s Weapon to Destroy Any Uninvited Missiles and Aircrafts 2015
Drones Lasers and Tanks China Shows Off Its Latest Weapons lin 2017
Dragonfire Laser Turret Unveiled at DSEI 2017 2017
Defense Horizons The emergence of mini UAVs for military applications coffey 2002 22 1
Russia’s Combat Laser Weapons Declassified sudakov 2016
10.1109/CEET1.2019.8711832
2020
What’s the Right Strategy to Counter Rogue Drones? 2019
Tokekar, Pratap, Hook, Joshua Vander, Mulla, David, Isler, Volkan. Sensor Planning for a Symbiotic UAV and UGV System for Precision Agriculture. IEEE transactions on robotics : a publication of the IEEE Robotics and Automation Society, vol.32, no.6, 1498-1511.

상세보기
Xiang, H., Tian, L.. Development of a low-cost agricultural remote sensing system based on an autonomous unmanned aerial vehicle (UAV). Biosystems engineering, vol.108, no.2, 174-190.

상세보기
10.1109/IROS.2016.7759739
Proc Amer Control Conf Evasion as a team against a faster pursuer liu 2013 5368
San, Khin Thida, Mun, Sun Ju, Choe, Yeong Hun, Chang, Yoon Seok, Adiguzel, O., McAndrew, I., Yokoi, Y., Koryanov, V.. UAV Delivery Monitoring System. MATEC web of conferences, vol.151, 04011-.

상세보기
Ben-Asher, Joseph Z., Levinson, Sergei, Shinar, Josef, Weiss, Haim. Trajectory Shaping in Linear-Quadratic Pursuit-Evasion Games. Journal of guidance, control, and dynamics : a publication of the American Institute of Aeronautics and Astronautics devoted to the technology of dynamics and control, vol.27, no.6, 1102-1105.

상세보기
10.1109/IIAI-AAI.2016.195
Song, Byung Duk, Park, Kyungsu, Kim, Jonghoe. Persistent UAV delivery logistics: MILP formulation and efficient heuristic. Computers & industrial engineering, vol.120, 418-428.

상세보기
Margellos, K., Lygeros, J.. Hamilton–Jacobi Formulation for Reach–Avoid Differential Games. IEEE transactions on automatic control, vol.56, no.8, 1849-1861.

상세보기
Telescope Portable Drone Detection Device 2020
Scorpion 2 Handheld Counter-Drone Technology 2020
Ho, Y., Bryson, A., Baron, S.. Differential games and optimal pursuit-evasion strategies. IEEE transactions on automatic control, vol.10, no.4, 385-389.

상세보기
Differential Games isaacs 1965
10.1145/2728606.2728612
10.1109/CDC.2018.8619382
Oyler, D.W., Kabamba, P.T., Girard, A.R.. Pursuit-evasion games in the presence of obstacles. Automatica : the journal of IFAC, the International Federation of Automatic Control, vol.65, 1-11.

상세보기
Fang, Xu, Wang, Chen, Xie, Lihua, Chen, Jie. Cooperative Pursuit With Multi-Pursuer and One Faster Free-Moving Evader. IEEE transactions on cybernetics, vol.52, no.3, 1405-1414.

상세보기
Turkey’s Laser Weapon ARMOL Passes Acceptance Tests 2019
Boeing Unveils Its Anti-Drone Laser Weapon atherton 2015
China Unveils Laser Drone Defence System 2014
Forty-Five Down 2020
A Brief History of Hamas and Hezbollah’s Drones gettinger 2014
SAVAGE—Smart Anti-Drone Weapon 2019
AerialX DroneBullet 2020

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