Araştırma Makalesi

Autonomous 3D Target Tracking via UAV

Cilt: 10 Sayı: 1 30 Ocak 2022
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Autonomous 3D Target Tracking via UAV

Öz

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.

Anahtar Kelimeler

Kaynakça

  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.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Elektrik Mühendisliği

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

30 Ocak 2022

Gönderilme Tarihi

22 Haziran 2020

Kabul Tarihi

23 Aralık 2021

Yayımlandığı Sayı

Yıl 2022 Cilt: 10 Sayı: 1

Kaynak Göster

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, ve 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 (01 Ocak 2022) Autonomous 3D Target Tracking via UAV. Balkan Journal of Electrical and Computer Engineering 10 1 1–9.
IEEE
[1]Ş. Sivritaş ve A. Tekin, “Autonomous 3D Target Tracking via UAV”, Balkan Journal of Electrical and Computer Engineering, c. 10, sy 1, ss. 1–9, Oca. 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 (01 Ocak 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, ve Ahmet Tekin. “Autonomous 3D Target Tracking via UAV”. Balkan Journal of Electrical and Computer Engineering, c. 10, sy 1, Ocak 2022, ss. 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. 01 Ocak 2022;10(1):1-9. doi:10.17694/bajece.756443

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