Performance Evaluation for Tracking a Malicious UAV using an Autonomous UAV Swarm

Paper


Arnold, Christopher and Brown, Jason. 2020. "Performance Evaluation for Tracking a Malicious UAV using an Autonomous UAV Swarm." 11th IEEE Annual Ubiquitous Computing, Electronics and Mobile Communication Conference (UEMCON 2020). New York City, United States 28 - 31 Oct 2020 Piscataway, United States. https://doi.org/10.1109/UEMCON51285.2020.9298062
Paper/Presentation Title

Performance Evaluation for Tracking a Malicious UAV using an Autonomous UAV Swarm

Presentation TypePaper
AuthorsArnold, Christopher (Author) and Brown, Jason (Author)
Journal or Proceedings Title11th IEEE Annual Ubiquitous Computing, Electronics and Mobile Communication Conference (UEMCON 2020)
Number of Pages6
Year2020
Place of PublicationPiscataway, United States
ISBN9781728196565
Digital Object Identifier (DOI)https://doi.org/10.1109/UEMCON51285.2020.9298062
Web Address (URL) of Paperhttps://ieeexplore.ieee.org/abstract/document/9298062
Conference/Event11th IEEE Annual Ubiquitous Computing, Electronics and Mobile Communication Conference (UEMCON 2020)
Event Details
11th IEEE Annual Ubiquitous Computing, Electronics and Mobile Communication Conference (UEMCON 2020)
Event Date
28 to end of 31 Oct 2020
Event Location
New York City, United States
Abstract

Recent instances of malicious Unmanned Aerial Vehicles (UAVs) causing service disruption or damage to critical infrastructure has prompted research into methods of mitigating and deterring such nefarious activities. One such countermeasure is to use a swarm of UAVs to track the malicious UAV back to its origin. In this paper, we evaluate different methods of swarm formation for the purposes of malicious UAV tracking via a bespoke OMNeT++ simulation. The simulation also evaluates the effect of the number of UAVs in the swarm, as well as the evasiveness of the malicious UAV in terms of its flight capabilities and flight path. The results demonstrate that encirclement type swarm formations such as Surround and Cone, in which the malicious UAV is surrounded by the swarm, perform better than a follow type swarm formation in their ability to continue to track the malicious UAV.

KeywordsSwarm, UAV, autonomous, tracking, OMNeT++
ANZSRC Field of Research 2020460609. Networking and communications
400702. Automation engineering
460608. Mobile computing
400703. Autonomous vehicle systems
Byline AffiliationsSchool of Mechanical and Electrical Engineering
Institution of OriginUniversity of Southern Queensland
Permalink -

https://research.usq.edu.au/item/q60q9/performance-evaluation-for-tracking-a-malicious-uav-using-an-autonomous-uav-swarm

  • 117
    total views
  • 14
    total downloads
  • 3
    views this month
  • 0
    downloads this month

Export as

Related outputs

Fostering Enduring Peer Learning Groups for 1st Year Students
Brown, Jason, Kennedy, Joel, Raj, Nawin and Quinton, Matthew. 2023. "Fostering Enduring Peer Learning Groups for 1st Year Students." 34th Annual Conference of the Australasian Association for Engineering Education (AAEE 2023). Gold Coast, Australia 03 - 06 Dec 2023 Australia. Australasian Association for Engineering Education.
Prediction of Mean Sea Level with GNSS-VLM Correction Using a Hybrid Deep Learning Model in Australia
Raj, Nawin and Brown, Jason. 2023. "Prediction of Mean Sea Level with GNSS-VLM Correction Using a Hybrid Deep Learning Model in Australia." Remote Sensing. 15 (11).
An Investigation into the Failure Characteristics of External PCB Traces with Different Angle Bends
Elliot, Jake and Brown, Jason. 2023. "An Investigation into the Failure Characteristics of External PCB Traces with Different Angle Bends ." Journal of Electronic Testing: theory and applications. 39 (1), pp. 103-110. https://doi.org/10.1007/s10836-023-06043-0
CNN Based Image Classification of Malicious UAVs
Brown, Jason, Gharineiat, Zahra and Raj, Nawin. 2023. "CNN Based Image Classification of Malicious UAVs." Applied Sciences. 13 (1), pp. 1-13. https://doi.org/10.3390/app13010240
A computationally efficient crack detection approach based on deep learning assisted by stockwell transform and linear discriminant analysis
Nguyen, Andy, Nguyen, Canh Long, Gharehbaghi, Vahidreza, Perera, Ruveen, Brown, Jason, Yu, Yang and Kalbkhani, Hashem. 2022. "A computationally efficient crack detection approach based on deep learning assisted by stockwell transform and linear discriminant analysis." Structures. 45, pp. 1962-1970. https://doi.org/10.1016/j.istruc.2022.09.107
A Multi-Service Adaptive Semi-Persistent LTE Uplink Scheduler for Low Power M2M Devices
Afrin, Nusrat, Brown, Jason and Khan, Jamil Y.. 2022. "A Multi-Service Adaptive Semi-Persistent LTE Uplink Scheduler for Low Power M2M Devices." Future Internet. 14 (4), pp. 1-28. https://doi.org/10.3390/fi14040107
Grid frequency support from inverter connected generation
Mlilo, Njabulo, Ahfock, Tony and Brown, Jason. 2021. "Grid frequency support from inverter connected generation." 31st Australasian Universities Power Engineering Conference (AUPEC 2021). Perth, Australia 26 - 30 Sep 2021 United States. https://doi.org/10.1109/AUPEC52110.2021.9597782
Impact of intermittent renewable energy generation penetration on the power system networks – A review
Mlilo, Njabulo, Brown, Jason and Ahfock, Tony. 2021. "Impact of intermittent renewable energy generation penetration on the power system networks – A review." Technology and Economics of Smart Grids and Sustainable Energy. 6 (1), pp. 1-19. https://doi.org/10.1007/s40866-021-00123-w
Next Generation “Living” Laboratory for Engineering Education and Engagement
Nguyen, Andy, Le, Ngoc Thach, Landers, Richard, Byrne, Terry, McDougall, Kevin, Gharehbaghi, Vahid Reza, Brown, Jason, Nguyen, Canh Long and Karunasena, Warna. 2022. "Next Generation “Living” Laboratory for Engineering Education and Engagement." 33rd Annual Conference of the Australasian Association of Engineering Education (AAEE 2022). Sydney, Australia 04 - 07 Dec 2022 Australia.
Proximity Coordinated Random Access (PCRA) for M2M applications in LTE-A
Brown, Jason and Khan, Jamil. 2018. "Proximity Coordinated Random Access (PCRA) for M2M applications in LTE-A." 28th International Telecommunication Networks and Application Conference: Experiments and Proofs in Web-service Security (ITNAC 2018). Sydney, Australia 21 - 23 Nov 2018 New York, United States.
Guidance law for a surveillance UAV swarm tracking a high capability malicious UAV
Brown, Jason and Raj, Nawin. 2021. "Guidance law for a surveillance UAV swarm tracking a high capability malicious UAV." 2021 IEEE Asia Pacific Conference on Wireless and Mobile (APWiMob 2021). Bandung, Indonesia 08 - 10 Apr 2021 United States. https://doi.org/10.1109/APWiMob51111.2021.9435240
The Impact of Initial Swarm Formation for Tracking of a High Capability Malicious UAV
Brown, Jason and Raj, Nawin. 2021. "The Impact of Initial Swarm Formation for Tracking of a High Capability Malicious UAV." International IOT, Electronics and Mechatronics Conference (IEMTRONICS 2021). Toronto, Canada 21 - 24 Apr 2021 Piscataway, United States. https://doi.org/10.1109/IEMTRONICS52119.2021.9422506
Predictive Tracking of a High Capability Malicious UAV
Brown, Jason and Raj, Nawin. 2021. "Predictive Tracking of a High Capability Malicious UAV." IEEE 11th Annual Computing and Communication Workshop and Conference (CCWC 2021). Las Vegas, United States 27 - 30 Jan 2021 Piscataway, United States. https://doi.org/10.1109/CCWC51732.2021.9376137
Coexistence and Interference Mitigation for WPANs and WLANs From Traditional Approaches to Deep Learning: A Review
Chen, Dong, Zhuang, Yuan, Huai, Jianzhu, Sun, Xiao, Yang, Xiansheng, Javed, Muhammed, Brown, Jason, Sheng, Zhenguo and Thompson, John. 2021. "Coexistence and Interference Mitigation for WPANs and WLANs From Traditional Approaches to Deep Learning: A Review." IEEE Sensors Journal. 21 (22), pp. 25561-25589. https://doi.org/10.1109/JSEN.2021.3117399
An EEMD-BiLSTM algorithm integrated with Boruta random forest optimiser for significant wave height forecasting along coastal areas of Queensland, Australia
Raj, Nawin and Brown, Jason. 2021. "An EEMD-BiLSTM algorithm integrated with Boruta random forest optimiser for significant wave height forecasting along coastal areas of Queensland, Australia." Remote Sensing. 13 (8), pp. 1-20. https://doi.org/10.3390/rs13081456
Career Assessment
McIlveen, Peter, Perera, Harsha N., Brown, Jason, Healy, Michael and Hammer, Sara. 2021. "Career Assessment." Robertson, Peter J., Hooley, Tristram and McCash, Phil (ed.) The Oxford Handbook of Career Development. United States. Oxford University Press. pp. 1-15
A 6LoWPAN OPNET simulation model for machine‐to‐machine communications
Chen, Dong, Khan, Jamil Y., Brown, Jason, Javed, Muhammad Awais and Zhuang, Yuan. 2020. "A 6LoWPAN OPNET simulation model for machine‐to‐machine communications." Transactions on Emerging Telecommunications Technologies. 31 (11), pp. 1-18. https://doi.org/10.1002/ett.4120
Wide Area Wireless Networks for IoT Applications
Brown, Jason. 2019. "Wide Area Wireless Networks for IoT Applications." Khan, Jamil Y. and Yuce, Mehmet R. (ed.) Internet of Things (IoT): Systems and Applications. Singapore. Jenny Stanford Publishing. pp. 203-228
Interference mitigation techniques for a dense heterogeneous area network in machine-to-machine communications
Chen, Dong, Khan, Jamil, Javed, Muhammad Awais and Brown, Jason. 2019. "Interference mitigation techniques for a dense heterogeneous area network in machine-to-machine communications ." Transactions on Emerging Telecommunications Technologies. 30 (12), pp. 1-24. https://doi.org/10.1002/ett.3763
An examination of the Skills Framework for the Information Age (SFIA) version 7
Brown, Jason. 2020. "An examination of the Skills Framework for the Information Age (SFIA) version 7." International Journal of Information Management. 51. https://doi.org/10.1016/j.ijinfomgt.2019.102058
Blocking analysis of persistent resource allocations for M2M applications in wireless systems
Brown, Jason, Afrin, Nusrat and Khan, Jamil. 2016. "Blocking analysis of persistent resource allocations for M2M applications in wireless systems ." Transactions on Emerging Telecommunications Technologies. 27 (11), pp. 1513-1529. https://doi.org/10.1002/ett.3091
ICT skill frameworks: do they achieve their goals and users’ expectations?
Brown, Jason and Parr, Alan. 2018. "ICT skill frameworks: do they achieve their goals and users’ expectations?" Advanced Journal of Professional Practice. 1 (2), pp. 38-47.
Predictive resource allocation in the LTE uplink for event based M2M applications
Brown, Jason and Khan, Jamil. 2013. "Predictive resource allocation in the LTE uplink for event based M2M applications." Kim, Dong-In and Mueller, Peter (ed.) IEEE International Conference on Communications (ICC 2013): Bridging the Broadband Divide. Budapest, Hungary 09 - 13 Jun 2013 Piscataway, NJ. United States. https://doi.org/10.1109/ICCW.2013.6649208
Key performance aspects of an LTE FDD based Smart Grid communications network
Brown, Jason and Khan, Jamil. 2013. "Key performance aspects of an LTE FDD based Smart Grid communications network." Computer Communications. 36 (5), pp. 551-561. https://doi.org/10.1016/j.comcom.2012.12.007
Delay models for static and adaptive persistent resource allocations in wireless systems
Brown, Jason, Afrin, Nusrat and Khan, Jamil Y.. 2016. "Delay models for static and adaptive persistent resource allocations in wireless systems." IEEE Transactions on Mobile Computing. 15 (9), pp. 2193-2205. https://doi.org/10.1109/TMC.2015.2492546
A predictive resource allocation algorithm in the LTE uplink for event based M2M applications
Brown, Jason and Khan, Jamil. 2015. "A predictive resource allocation algorithm in the LTE uplink for event based M2M applications." IEEE Transactions on Mobile Computing. 14 (12), pp. 2433-2446. https://doi.org/10.1109/TMC.2015.2398447
UICC control over devices used to obtain service
Brown, Jason and Ahluwalia, Inderpreet Singh. 2014. UICC control over devices used to obtain service. US8639290B2
Multiple subscription subscriber identity module (SIM) card
Brown, Jason. 2009. Multiple subscription subscriber identity module (SIM) card. US7613480B2