Numerical method for solving the optimization problem of trajectory control and formation maintenance by a group of autonomous UAVs with predictive models
- Authors: Ganshin K.Y.1, Vinokursky D.L.1, Mezentseva O.S.1, Samoilov F.V.1
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Affiliations:
- North-Caucasus Federal University
- Issue: No 4 (2023)
- Pages: 55-60
- Section: Mathematical modeling, numerical methods and program complexes
- Submitted: 20.11.2025
- Published: 04.02.2026
- URL: https://journals.rcsi.science/1991-6639/article/view/352308
- DOI: https://doi.org/10.35330/1991-6639-2023-4-114-55-60
- EDN: https://elibrary.ru/ERYXGL
- ID: 352308
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Abstract
The article is devoted to the development of a numerical method for solving the optimization problem of trajectory control of a single UAV based on the penalty functions method with computational acceleration. The article described a numerical method for finding a solution to the trajectory control problem, presented as a quadratic programming problem, using the penalty function method with Aitken's computational acceleration.
About the authors
Konstantin Yu. Ganshin
North-Caucasus Federal University
Email: dlvinokursky@gmail.com
ORCID iD: 0000-0001-7495-0736
graduate student, Institute of Information Technologies and Telecommunications
Russian Federation, 355017, Russia, Stavropol, 1, Pushkin streetDmitry L. Vinokursky
North-Caucasus Federal University
Email: dlvinokursky@gmail.com
ORCID iD: 0000-0002-5225-8076
Ph.D. (Phys. & Math.), Associate Professor, Institute of Information Technologies and Telecommunications
Russian Federation, 355017, Russia, Stavropol, 1, Pushkin streetOksana S. Mezentseva
North-Caucasus Federal University
Email: dlvinokursky@gmail.com
ORCID iD: 0000-0001-5503-1056
Ph.D. (Phys. & Math.) Associate Professor, Institute of Information Technologies and Telecommunications
Russian Federation, 355017, Russia, Stavropol, 1, Pushkin streetFilipp V. Samoilov
North-Caucasus Federal University
Author for correspondence.
Email: dlvinokursky@gmail.com
ORCID iD: 0000-0003-3555-4479
Ph.D. (Phys. & Math.), Associate Professor, Institute of Information Technologies and Telecommunications
Russian Federation, 355017, Russia, Stavropol, 1, Pushkin streetReferences
- Jezierski A. A comparison of LQR and MPC control algorithms of an inverted pendulum / A. Jezierski, J. Mozaryn, D. Suski. Advances in Intelligent Systems and Computing. Cham: Springer International Publishing. 2017. Pp. 65-76.
- Ławryńczuk M. Introduction to model predictive control // in book "Nonlinear Predictive Control Using Wiener Models". Cham: Springer International Publishing. 2022. Pp. 3-40.
- Richalet J., Rault A., Testud J. et al. Model predictive heuristic control. Automatica (Oxf.). 1978. No. 14 (5). Pp. 413-428.
- Vinogradov A.M., Krasil'shchik I.S. What is the Hamiltonian formalism? Russian mathematical surveys. 1975. Vol. 30. No. 1. Pp. 177-202.
- Garcia G.A., Kim A.R., Jackson E. et al. Modeling and flight control of a commercial nano quadrotor // International Conference on Unmanned Aircraft Systems (ICUAS). IEEE. 2017. doi: 10.1109/icuas.2017.7991439-2017.
- Chinedu Amata Amadi W.S. Design and implementation of Model Predictive Control on Pixhawk Flight Controller. Stellenbosch University. 2018.
- Giernacki W., Skwierczynski M., Witwicki W. et al. Crazyflie 2.0 quadrotor as a platform for research and education in robotics and control engineering. 22nd International Conference on Methods and Models in Automation and Robotics (MMAR). IEEE. 2017. doi: 10.1109/mmar.2017.8046794-2017.
- Arnold V.I., Kozlov V.V., Nejshtadt A.I. Mathematical aspects of classical and celestial mechanics. Itogi Nauki i Tekhniki. Seriya Sovremennye Problemy Matematiki. Fundamental'nye Napravleniya. 1985. No. 3. Pp. 5-290. (in Russian)
- Wills A.G., Heath W.P. Barrier function based model predictive control. Automatica: the journal of IFAC, the International Federation of Automatic Control. 2004. No. 8(40). Pp. 1415-1422.
- Gopal V., Biegler L.T. Large scale inequality constrained optimization and control. IEEE Control Systems Magazine. 1998. No. 18(6). Pp. 59-68.
- Faddeev D.K., Faddeeva V.N. Vychislitel'nyye metody lineynoy algebry [Computational methods of linear algebra]. Leningrad: Nauka, 1975 (in Russian)
- Aitken A.C. XXV. - On Bernoulli's numerical solution of algebraic equations. Proceedings of the Royal Society of Edinburgh. 1927. (46). Pp. 289-305.
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