1
Computer Science and Intelligent Systems Research Center, Blacksburg 24060, Virginia, USA
(azaki@jcsis.org)
2
Computer Science Department, Faculty of Computer and Information Sciences, Ain Shams University, Cairo, 11566, Egypt
(abdelaziz@cis.asu.edu.eg)
3
School of ICT, Faculty of Engineering, Design and Information & Communications Technology (EDICT), Bahrain Polytechnic, PO Box 33349, Isa Town, Bahrain
(abdelhameed.fawzy@polytechnic.bh)
4
Faculty of Artificial Intelligence, Delta University for Science and Technology, Mansoura 35712, Egypt; Department of Communications and Electronics, Delta Higher Institute of Engineering and Technology, Mansoura, 35111, Egypt
(mmm@ieee.org)
5
Department of Communications and Electronics, Delta Higher Institute of Engineering and Technology, Mansoura, 35111, Egypt
(skenawy@ieee.org)
Abstract :
This study examines the importance of cybersecurity in Unmanned Aerial Vehicles (UAVs) due to the increasing technological advancements and subsequent vulnerabilities in these aerial systems. The rapid integration of UAVs across various sectors has led to a pervasive threat of cyber attacks, which necessitates comprehensive defenses to mitigate potential risks. This research outlines the complex landscape of UAV cybersecurity challenges through an in-depth analysis of attack scenarios and data features within the ECU-IoFT dataset. Using the XGBoost algorithm’s robustness, this study presents a proactive approach to classifying and mitigating cyber threats targeting UAV systems. Our findings demonstrate that XGBoost is effective at identifying different attack vectors, making it a possible key defense mechanism. The insights from this study not only highlight the changing nature of UAV cybersecurity but also provide practical steps for strengthening these aerial systems against imminent cyber threats to ensure their safe and resilient operation across multiple domains.
Keywords :
Unmanned Aerial Vehicles; Cybersecurity; Drone Security; Aerial Vehicle Cyber Threats; Unmanned Aircraft Systems; Aviation Cyber Risks; Drone Vulnerabilities; Unmanned Aircraft Cyber Resilience; Aerial Vehicle Network Security.
References :
[1] Rani, Chaitanya, Hamidreza Modares, Raghavendra Sriram, Dariusz Mikulski, and Frank L Lewis. 2016. “Security of Unmanned Aerial Vehicle Systems against Cyber-Physical Attacks.” The Journal of Defense Modeling and Simulation 13 (3): 331–42.
[2] Kang, Honggu, Jingon Joung, Jinyoung Kim, Joonhyuk Kang, and Yong Soo Cho. 2020. “Protect Your Sky: A Survey of Counter Unmanned Aerial Vehicle Systems.” Ieee Access 8: 168671–710.
[3] Haque, Md Samsul, and Morshed U Chowdhury. 2018. “A New Cyber Security Framework towards Secure Data Communication for Unmanned Aerial Vehicle (UAV).” In Security and Privacy in Communication Networks: SecureComm 2017 International Workshops, ATCS and SePrIoT, Niagara Falls, ON, Canada, October 22--25, 2017, Proceedings 13, 113–22.
[4] Tang, Anthony C. 2021. “A Review on Cybersecurity Vulnerabilities for Urban Air Mobility.” In AIAA Scitech 2021 Forum, 773.
[5] Chamola, Vinay, Pavan Kotesh, Aayush Agarwal, Navneet Gupta, Mohsen Guizani, and others. 2021. “A Comprehensive Review of Unmanned Aerial Vehicle Attacks and Neutralization Techniques.” Ad Hoc Networks 111: 102324.
[6] Sampigethaya, Krishna, Parimal Kopardekar, and Jerry Davis. 2018. “Cyber Security of Unmanned Aircraft System Traffic Management (UTM).” In 2018 Integrated Communications, Navigation, Surveillance Conference (ICNS), 1C1--1.
[7] Tsao, Kai-Yun, Thomas Girdler, and Vassilios G Vassilakis. 2022. “A Survey of Cyber Security Threats and Solutions for UAV Communications and Flying Ad-Hoc Networks.” Ad Hoc Networks 133: 102894.
[8] Cebeloglu, F Sumeyye, and Mehmet Karakose. 2019. “A Cyber Security Analysis Used for Unmanned Aerial Vehicles in the Smart City.” In 2019 1st International Informatics and Software Engineering Conference (UBMYK), 1–6.
[9] Ya\ugdereli, Eray, Cemal Gemci, and A Ziya Akta\cs. 2015. “A Study on Cyber-Security of Autonomous and Unmanned Vehicles.” The Journal of Defense Modeling and Simulation 12 (4): 369–81.
[10] Labib, Nader S, Matthias R Brust, Grégoire Danoy, and Pascal Bouvry. 2021. “The Rise of Drones in Internet of Things: A Survey on the Evolution, Prospects and Challenges of Unmanned Aerial Vehicles.” IEEE Access 9: 115466–87.
[11] Haque, Md Samsul, and Morshed U Chowdhury. 2019. “Ad-Hoc Framework for Efficient Network Security for Unmanned Aerial Vehicles (UAV).” In Future Network Systems and Security: 5th International Conference, FNSS 2019, Melbourne, VIC, Australia, November 27--29, 2019, Proceedings 5, 23–36.
[12] Gomez, Cesar A. 2015. “Cybersecurity of Unmanned Aircraft Systems (UAS).” Utica College.
[13] Ismail, M. and F.Abd El-Gawad , A. (2023) “Revisiting Zero-Trust Security for Internet of Things”, Sustainable Machine Intelligence Journal, 3. doi: 10.61185/SMIJ.2023.33106.
[14] Al-Dosari, Khalifa, and Noora Fetais. 2023. “A New Shift in Implementing Unmanned Aerial Vehicles (UAVs) in the Safety and Security of Smart Cities: A Systematic Literature Review.” Safety 9 (3): 64.
[15] Lattimore, Gary L. 2019. “Unmanned Aerial System Cybersecurity Risk Management Decision Matrix for Tactical Operators.” Monterey, CA; Naval Postgraduate School.
[16] Swinney, Carolyn J, and John C Woods. 2022. “A Review of Security Incidents and Defence Techniques Relating to the Malicious Use of Small Unmanned Aerial Systems.” IEEE Aerospace and Electronic Systems Magazine 37 (5): 14–28.
[17] Nowacki, Gabriel, and Katarzyna Bolz. 2022. “Challenges and Threats of Unmanned Aerial Vehicles for Aviation Transport Safety.” Journal of Civil Engineering and Transport 4 (1): 9–21.
[18] Nichols, Randall K, Hans C Mumm, Wayne D Lonstein, Julie J C H Ryan, Candice Carter, and John-Paul Hood. 2019. Unmanned Aircraft Systems in the Cyber Domain. New Prairie Press.
[19] Yu, Zhenhua, Zhuolin Wang, Jiahao Yu, Dahai Liu, Houbing Song, and Zhiwu Li. 2023. “Cybersecurity of Unmanned Aerial Vehicles: A Survey.” IEEE Aerospace and Electronic Systems Magazine.
| Style | # |
|---|---|
| MLA | Ahmed Mohamed Zaki, Abdelaziz A. Abdelhamid, Abdelhameed Ibrahim, Marwa M. Eid, El-Sayed M. El-Kenawy. "Securing the Skies: A Study of Cybersecurity Measures in Unmanned Aerial Vehicles." International Journal of Wireless and Ad Hoc Communication, Vol. 8, No. 1, 2024 ,PP. 51-55 (Doi : https://doi.org/10.54216/IJWAC.080106) |
| APA | Ahmed Mohamed Zaki, Abdelaziz A. Abdelhamid, Abdelhameed Ibrahim, Marwa M. Eid, El-Sayed M. El-Kenawy. (2024). Securing the Skies: A Study of Cybersecurity Measures in Unmanned Aerial Vehicles. Journal of International Journal of Wireless and Ad Hoc Communication, 8 ( 1 ), 51-55 (Doi : https://doi.org/10.54216/IJWAC.080106) |
| Chicago | Ahmed Mohamed Zaki, Abdelaziz A. Abdelhamid, Abdelhameed Ibrahim, Marwa M. Eid, El-Sayed M. El-Kenawy. "Securing the Skies: A Study of Cybersecurity Measures in Unmanned Aerial Vehicles." Journal of International Journal of Wireless and Ad Hoc Communication, 8 no. 1 (2024): 51-55 (Doi : https://doi.org/10.54216/IJWAC.080106) |
| Harvard | Ahmed Mohamed Zaki, Abdelaziz A. Abdelhamid, Abdelhameed Ibrahim, Marwa M. Eid, El-Sayed M. El-Kenawy. (2024). Securing the Skies: A Study of Cybersecurity Measures in Unmanned Aerial Vehicles. Journal of International Journal of Wireless and Ad Hoc Communication, 8 ( 1 ), 51-55 (Doi : https://doi.org/10.54216/IJWAC.080106) |
| Vancouver | Ahmed Mohamed Zaki, Abdelaziz A. Abdelhamid, Abdelhameed Ibrahim, Marwa M. Eid, El-Sayed M. El-Kenawy. Securing the Skies: A Study of Cybersecurity Measures in Unmanned Aerial Vehicles. Journal of International Journal of Wireless and Ad Hoc Communication, (2024); 8 ( 1 ): 51-55 (Doi : https://doi.org/10.54216/IJWAC.080106) |
| IEEE | Ahmed Mohamed Zaki, Abdelaziz A. Abdelhamid, Abdelhameed Ibrahim, Marwa M. Eid, El-Sayed M. El-Kenawy, Securing the Skies: A Study of Cybersecurity Measures in Unmanned Aerial Vehicles, Journal of International Journal of Wireless and Ad Hoc Communication, Vol. 8 , No. 1 , (2024) : 51-55 (Doi : https://doi.org/10.54216/IJWAC.080106) |