Research Article

Autonomous 3D Target Tracking via UAV

Volume: 10 Number: 1 January 30, 2022
EN

Autonomous 3D Target Tracking via UAV

Abstract

In recent years, unmanned aerial vehicles (UAVs) have been integrated into many applications. These vehicles are used by the governments and the private sector for many different purposes. Some of the popular applications are field scanning, target tracking, defense markets, search and rescue, map creation, underground resource search, photography or entertainment. Recently many academic institutions have shown significant amount of interest in this field and many of them have established aviation departments and societies. In addition, many thesis studies and academic publications related to UAVs have been presented. The aim of this particular study is to detect a small object identified as a target by UAV and to provide autonomous tracking of the detected target in three axes. As the outcome of this work, the UAV is coded to lock on the target and maintain a fixed distance on the x, y and z axes after the initial lock. Within the scope of the study, a functional system was designed by evaluating the most important parameters for UAVs such as weight, cost and flight time. An algorithm was designed that uses the image processing methods to detect the target and movement direction of the target, and utilizes MAVLink communication protocol to control the UAV. In addition, two different tests and test results corresponding to two distinct methods were reported which were done to keep the distance constant on the z-axis by using an external distance sensor or comparison algorithm. The project was successfully implemented using single camera only.

Keywords

References

  1. [1] R. Barták, A. Vyškovský, "Any Object Tracking and Following by a Flying Drone." Fourteenth Mexican International Conference on Artificial Intelligence. Cuernavaca, US, 2015.
  2. [2] A. Hinas, J.M. Roberts, F. Gonzales, "Vision-Based Target Finding and Inspection of a Ground Target Using a Multirotor UAV System", Sensors, vol. 17, no.12, 2017, pp. 1-17.
  3. [3] A. Audi, M. Pierrot-Deseilligny, C. Meynard, C. Thom, "Implementation of an IMU Aided Image Stacking Algorithm in a Digital Camera for Unmanned Aerial Vehicles", Sensors, vol. 17, no.7, 2017, pp. 1-21.
  4. [4] J. Junell, E.J. Kampen, C. Visser, Q. Chu, "Reinforcement Learning Applied to a Quadrotor Guidance Law in Autonomous Flight." AIAA Guidance, Navigation, and Control Conference, Florida, US, 2015.
  5. [5] A. Mashood, A. Dirir, M. Hussein, H. Noura, F. Awwad, "Quadrotor Object Tracking using Real-Time Motion Sensing." 5th International Conference on Electronic Devices, Systems, and Applications, Ras Al Khaimah, United Arab Emirates, December 2016.
  6. [6] D. A. Mercado-Ravell, P. Castillo and R. Lozano, "Visual Detection and Tracking with UAVs, Following a Mobile Object", Advanced Robotics, vol.33, pp. 1-15, 2019.
  7. [7] M. Lutz, Learning Python, O’Reilly Media, 2007, California, pp.700.
  8. [8] S. Brahmbhatt, Practical OpenCV, Apress, USA, pp.223.

Details

Primary Language

English

Subjects

Electrical Engineering

Journal Section

Research Article

Publication Date

January 30, 2022

Submission Date

June 22, 2020

Acceptance Date

December 23, 2021

Published in Issue

Year 2022 Volume: 10 Number: 1

APA
Sivritaş, Ş., & Tekin, A. (2022). Autonomous 3D Target Tracking via UAV. Balkan Journal of Electrical and Computer Engineering, 10(1), 1-9. https://doi.org/10.17694/bajece.756443
AMA
1.Sivritaş Ş, Tekin A. Autonomous 3D Target Tracking via UAV. Balkan Journal of Electrical and Computer Engineering. 2022;10(1):1-9. doi:10.17694/bajece.756443
Chicago
Sivritaş, Şeyma, and Ahmet Tekin. 2022. “Autonomous 3D Target Tracking via UAV”. Balkan Journal of Electrical and Computer Engineering 10 (1): 1-9. https://doi.org/10.17694/bajece.756443.
EndNote
Sivritaş Ş, Tekin A (January 1, 2022) Autonomous 3D Target Tracking via UAV. Balkan Journal of Electrical and Computer Engineering 10 1 1–9.
IEEE
[1]Ş. Sivritaş and A. Tekin, “Autonomous 3D Target Tracking via UAV”, Balkan Journal of Electrical and Computer Engineering, vol. 10, no. 1, pp. 1–9, Jan. 2022, doi: 10.17694/bajece.756443.
ISNAD
Sivritaş, Şeyma - Tekin, Ahmet. “Autonomous 3D Target Tracking via UAV”. Balkan Journal of Electrical and Computer Engineering 10/1 (January 1, 2022): 1-9. https://doi.org/10.17694/bajece.756443.
JAMA
1.Sivritaş Ş, Tekin A. Autonomous 3D Target Tracking via UAV. Balkan Journal of Electrical and Computer Engineering. 2022;10:1–9.
MLA
Sivritaş, Şeyma, and Ahmet Tekin. “Autonomous 3D Target Tracking via UAV”. Balkan Journal of Electrical and Computer Engineering, vol. 10, no. 1, Jan. 2022, pp. 1-9, doi:10.17694/bajece.756443.
Vancouver
1.Şeyma Sivritaş, Ahmet Tekin. Autonomous 3D Target Tracking via UAV. Balkan Journal of Electrical and Computer Engineering. 2022 Jan. 1;10(1):1-9. doi:10.17694/bajece.756443

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