Integrated guidance and control for UAV path following in Frenet–Serret frame
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https://doi.org/10.54939/1859-1043.j.mst.112.2026.3-10Keywords:
Orbital tracking; Frenet–Serret; Integrated guidance and control; Lyapunov–Krasovskii.Abstract
This paper proposes a high-precision path following method for unmanned aerial vehicles (UAVs) using the Frenet–Serret (FS) coordinate frame combined with the optimal Integrated Guidance and Control (IGC) algorithm. To increase adaptability and reduce tracking error in an uncertain environment, a neural network coupled model predictive controller (NNMPC) is directly integrated into the IGC framework. The stability analysis of the system is performed using the Lyapunov–Krasovskii criterion, providing a sufficient condition for asymptotic stability under bounded time delay and neural network approximation errors. The simulation results for a quadrotor UAV following a sinusoidal trajectory demonstrate that the proposed method outperforms traditional PID control in terms of accuracy and disturbance rejection capability. Furthermore, this study discusses practical implementation constraints, including computational complexity and data availability, thereby bridging the gap between theoretical design and real-time UAV applications.
References
[1]. Yang, H., Lee, D. “Trajectory Tracking for UAV using Frenet–Serret frame and linear MPC”. IEEE Trans. Aerosp. Electron. Syst., 53, 1802–1815, (2017).
[2]. Anderson, P., Kumar, R. “Integrated Guidance and Control for Aerospace Vehicles: A Review”. J. Guid. Control Dyn., 42, 547–563, (2019).
[3]. Zhang, Y., Sun, B. “Neural Network-based MPC for Quadrotor under Wind Disturbances”. Control Eng. Pract., 108, 104725, (2021).
[4]. Chen, L., Wang, H. “Stability Analysis of UAVs with Communication Delay Using Lyapunov–Krasovskii Functionals”. Nonlinear Dyn., 99, 1231–1245, (2020).
[5]. Viet, N.H., Vu, N., Trang, N.T. “Guidance algorithm for UAV to follow complex path based on Frenet coordinate system”. J. Mil. Sci. Technol., no. CAPITI, 119–125, (2024).
[6]. Sun, Z., Peng, S. “Frenet–Serret Path Tracking for Aerial Vehicles”. IEEE Trans. Aerosp. Syst., (2020).
[7]. Anderson, P. “Integrated Guidance and Control for Aerospace Vehicles”. Journal of Guidance, Control, and Dynamics, (2019).
[8]. Slotine, J.J.E., Li, W. “Applied Nonlinear Control”. Prentice Hall, (1991).
[9]. S. Sastry. “Nonlinear Systems: Analysis, Stability, and Control”. Springer, (1999).
[10]. Y. Li, B. Jiang, et al. “Integrated Guidance and Control for UAVs: A Survey”. Annual Reviews in Control, (2021).
[11]. W. Wang, M. Wu, Z. Chen, and X. Liu. “Integrated Guidance-and-Control Design for Three-Dimensional Interception Based on Deep-Reinforcement-Learning”. Aerospace, vol. 10, no. 2, (2023).
[12]. Tran, H., Tran, D., Nguyen, V., Do, H., and Nguyen, M. “A novel framework of modelling, control, and simulation for autonomous quadrotor UAVs utilizing Arduino Mega”. Wireless Communications and Mobile Computing, 2022, 3044520, (2022).
