Journal of Cybersecurity and Information Management

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https://doi.org/10.54216/JCIM

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Volume 15 , Issue 1 , PP: 197-210, 2025 | Cite this article as | XML | Html | PDF | Full Length Article

Digital Forensic Investigation of an Unmanned Aerial Vehicle (UAV): A Technical Case Study of a DJI Phantom III Professional Drone

Robinson Tombari Sibe 1 * , David Bekom 2

  • 1 Rivers State University, Nigeria/ Digital Footprints Ltd, Nigeria - (robinson.sibe@ust.edu.ng)
  • 2 Digital Footprints Ltd, Nigeria - (david.bekom@digitalfootprints.ng)
  • Doi: https://doi.org/10.54216/JCIM.150115

    Received: February 07, 2024 Revised: April 27, 2024 Accepted: July 29, 2024
    Abstract

    Globally, drones have become increasingly popular. While there are legitimate uses of drones, there are also complaints of increasing deployment for illegal activities. With the increasing caseloads of unethical, illegal, and criminal deployments, investigators have become more interested in conducting forensic examination of drones, to reconstruct events and provide answers to key investigative questions. This technical case study is a digital forensic investigation of a DJI Phantom III Professional drone to obtain possible evidential artifacts. The paper outlines the procedures and tools that were employed to acquire, preserve, analyse, and present digital evidence from the drone and its associated accessories. The paper also discussed the current state of the body of knowledge and the challenges in the field of drone forensics. An outcome of this study was the development of a drone forensic investigation model, inspired by the DFRWS Framework. The result of this investigation produced valuable evidential artifacts deconstructing vital flight information and other parameters of the drone, obtained in a forensically sound and legally defensible manner.

    Keywords :

    Drone forensics , drone investigation , digital forensics , UAV investigation , digital investigation , mobile forensics , cyber forensics , cybersecurity

    References

    [1]      M. Abulaish and N. A. H. Haldar, “Advances in Digital Forensics Frameworks and Tools,” International Journal of Digital Crime and Forensics, vol. 10, no. 2, pp. 95–119, Apr. 2018, doi: https://doi.org/10.4018/ijdcf.2018040106.

    [2]      E. Adorni, A. Rozhok, R. Revetria, and M. Ivanov, “Literature review on drones used in the surveillance field,” in Proceedings of the international multiconference of engineers and computer scientists, 2021.

    [3]      N. Ahmad, R. A. R. Ghazilla, N. M. Khairi, and V. Kasi, “Reviews on Various Inertial Measurement Unit (IMU) Sensor Applications,” International Journal of Signal Processing Systems, vol. 1, no. 2, pp. 256–262, 2013, doi: https://doi.org/10.12720/ijsps.1.2.256-262.

    [4]      A. Al-Dhaqm, R. A. Ikuesan, V. R. Kebande, S. Razak, and F. M. Ghabban, “Research Challenges and Opportunities in Drone Forensics Models,” Electronics, vol. 10, no. 13, p. 1519, Jun. 2021, doi: https://doi.org/10.3390/electronics10131519.

    [5]      A. Almusayli, T. Zia, and E.-H. Qazi, “Drone Forensics: An Innovative Approach to the Forensic Investigation of Drone Accidents Based on Digital Twin Technology,” Technologies, vol. 12, no. 1, p. 11, Jan. 2024, doi: https://doi.org/10.3390/technologies12010011.

    [6]      R. Altawy and A. M. Youssef, “Security, Privacy, and Safety Aspects of Civilian Drones,” ACM Transactions on Cyber-Physical Systems, vol. 1, no. 2, pp. 1–25, Nov. 2016, doi: https://doi.org/10.1145/3001836.

    [7]      S. Atkinson, G. Carr, C. Shaw, and S. Zargari, “Drone forensics: The impact and challenges,” Digital Forensic Investigation of Internet of Things (IoT) Devices, pp. 65–124, 2021.

    [8]      T. Benarbia and K. Kyamakya, “A Literature Review of Drone-Based Package Delivery Logistics Systems and Their Implementation Feasibility,” Sustainability, vol. 14, no. 1, p. 360, Dec. 2021.

    [9]      H. Bouafif, F. Kamoun, F. Iqbal, and A. Marrington, “Drone forensics: challenges and new insights,” in 2018 9th IFIP International Conference on New Technologies, Mobility and Security (NTMS), IEEE, 2018, pp. 1–6.

    [10]   B. Carrier and E. Spafford, “An eventbased digital forensic investigation framework,” Digital Investigation, 2004.

    [11]   D. R. Clark, C. Meffert, I. Baggili, and F. Breitinger, “DROP (DRone Open source Parser) your drone: Forensic analysis of the DJI Phantom III,” Digital Investigation, vol. 22, pp. S3–S14, Aug. 2017, doi: https://doi.org/10.1016/j.diin.2017.06.013.

    [12]   Data Protection Commission, “Guidance on the Use of Drones,” dataprotection.ie, May 2022. https://www.dataprotection.ie/sites/default/files/uploads/2022-05/Guidance%20on%20the%20use%20of%20drones%20-%20May%202022%20Final.pdf (accessed Dec. 29, 2023).

    [13]   Drone Survey Services, “US Drone Statistics 2024,” Drone Survey Services, 2023. https://dronesurveyservices.com/drone-statistics/

    [14]   B. Carrier, “Defining digital forensic examination and analysis tools,” Digital Investigation, 2002.

    [15]   DJI, “Phantom 3 Professional User Manual v1.8,” Jul. 2017. https://dl.djicdn.com/downloads/phantom_3/User%20Manual/Phantom_3_Professional_User_Manual_v1.8_en.pdf (accessed Dec. 28, 2023).

    [16]   EASA, “EU Wide Rules on Drones published - Safe, secure and sustainable operation of drones,” EASA, Jun. 11, 2019. https://www.easa.europa.eu/en/newsroom-and-events/press-releases/eu-wide-rules-drones-published

    [17]   EASA, “Regulations on UAS (drone) explained,” EASA, 2019. https://www.easa.europa.eu/en/the-agency/faqs/regulations-uas-drone-explained

    [18]   EASA, “Civil drones (unmanned aircraft),” EASA, 2019. https://www.easa.europa.eu/en/domains/civil-drones

    [19]   Federal Aviation Administration, “Drones by the Numbers (as of 5/31/23),” Federal Aviation Administration, 2023. https://www.faa.gov/node/54496

    [20]   A. O. Flaglien, “The Digital Forensics Process,” Digital Forensics, pp. 13–49, May 2017, doi: https://doi.org/10.1002/9781119262442.ch2.

    [21]   T. Hermawan, Y. Suryanto, F. Alief, and L. Roselina, “Android Forensic Tools Analysis for Unsend Chat on Social Media,” 2020 3rd International Seminar on Research of Information Technology and Intelligent Systems (ISRITI), Dec. 2020, doi: https://doi.org/10.1109/isriti51436.2020.9315364.

    [22]   Interpol, “Framework for Responding to a Drone Incident for First Responders and Digital Forensics Practitioners,” 2020. Available: https://www.interpol.int/content/download/15298/file/DFL_DroneIncident_Final_EN.pdf

    [23]   F. Iqbal et al., “Drone forensics: examination and analysis,” International Journal of Electronic Security and Digital Forensics, vol. 11, no. 3, p. 245, 2019, doi: https://doi.org/10.1504/ijesdf.2019.10020543.

    [24]   P. Jain and A. Mishra, “Extraction of Data using Cellebrite UFED 4PC,” International journal of medical toxicology & legal medicine, vol. 26, no. 3and4, pp. 222–232, Jan. 2023, doi: https://doi.org/10.5958/0974-4614.2023.00074.8.

    [25]   G. Kessler and G. Carlton, “A Study of Forensic Imaging in the Absence of Write-Blockers,” Journal of Digital Forensics, Security and Law, vol. 9, no. 3, 2014, doi: https://doi.org/10.15394/jdfsl.2014.1187.

    [26]   S. Komasová, “Possible Inspiration: Drone-Related Literature and Its Potential for Public Perception Research,” Journal of Intelligent & Robotic Systems, vol. 103, no. 3, Oct. 2021, doi: https://doi.org/10.1007/s10846-021-01498-9.

    [27]   R. Lyda and J. Hamrock, “Using Entropy Analysis to Find Encrypted and Packed Malware,” IEEE Security and Privacy Magazine, vol. 5, no. 2, pp. 40–45, Mar. 2007, doi: https://doi.org/10.1109/msp.2007.48.

    [28]   Nigeria Civil Aviation Authority, “Unmanned Aircraft System Operations in Nigeria’s Airspace – Guidance. NCAA,” ncaa.gov.ng, 2019. https://ncaa.gov.ng/documents/advisory-circulars/unmanned-aircraft-system-operations-in-nigeria-s-airspace-guidance/

    [29]   M. Pollitt, “Computer forensics: An approach to evidence in cyberspace,” in Proceedings of the National Information Systems Security Conference, 1995, pp. 487–491.

    [30]   F. E. Salamh, M. M. Mirza, and U. Karabiyik, “UAV Forensic Analysis and Software Tools Assessment: DJI Phantom 4 and Matrice 210 as Case Studies,” Electronics, vol. 10, no. 6, p. 733, Mar. 2021, doi: https://doi.org/10.3390/electronics10060733.

    [31]   Statista, “Drone Market Revenue worldwide.,” Statista, 2023. https://www.statista.com/forecasts/1399063/drone-market-revenue-worldwide

    [32]   S. Tahiri, “Digital Forensics Models,” InfoSec Institute, Jan. 25, 2016. https://resources.infosecinstitute.com/topic/digital-forensics-models/

    [33]   S. Viswanathan and Z. Baig, “Digital forensics for drones: A study of tools and techniques,” Applications and Techniques in Information Security: 11th International Conference, ATIS 2020, Brisbane, QLD, Australia, November 12–13, 2020, Proceedings 11, pp. 29–41, 2020.

    [34]   O. J. Woodman, “An introduction to inertial navigation,” University of Cambridge, Computer Laboratory, 2007.

    [35]   National Institute of Standards and Technology (NIST), “Computer Forensics Tools & Techniques Catalog,” NIST, 2023. https://toolcatalog.nist.gov/

    Cite This Article As :
    Tombari, Robinson. , Bekom, David. Digital Forensic Investigation of an Unmanned Aerial Vehicle (UAV): A Technical Case Study of a DJI Phantom III Professional Drone. Journal of Cybersecurity and Information Management, vol. , no. , 2025, pp. 197-210. DOI: https://doi.org/10.54216/JCIM.150115
    Tombari, R. Bekom, D. (2025). Digital Forensic Investigation of an Unmanned Aerial Vehicle (UAV): A Technical Case Study of a DJI Phantom III Professional Drone. Journal of Cybersecurity and Information Management, (), 197-210. DOI: https://doi.org/10.54216/JCIM.150115
    Tombari, Robinson. Bekom, David. Digital Forensic Investigation of an Unmanned Aerial Vehicle (UAV): A Technical Case Study of a DJI Phantom III Professional Drone. Journal of Cybersecurity and Information Management , no. (2025): 197-210. DOI: https://doi.org/10.54216/JCIM.150115
    Tombari, R. , Bekom, D. (2025) . Digital Forensic Investigation of an Unmanned Aerial Vehicle (UAV): A Technical Case Study of a DJI Phantom III Professional Drone. Journal of Cybersecurity and Information Management , () , 197-210 . DOI: https://doi.org/10.54216/JCIM.150115
    Tombari R. , Bekom D. [2025]. Digital Forensic Investigation of an Unmanned Aerial Vehicle (UAV): A Technical Case Study of a DJI Phantom III Professional Drone. Journal of Cybersecurity and Information Management. (): 197-210. DOI: https://doi.org/10.54216/JCIM.150115
    Tombari, R. Bekom, D. "Digital Forensic Investigation of an Unmanned Aerial Vehicle (UAV): A Technical Case Study of a DJI Phantom III Professional Drone," Journal of Cybersecurity and Information Management, vol. , no. , pp. 197-210, 2025. DOI: https://doi.org/10.54216/JCIM.150115