UAV based adaptive trajectory tracking control with input saturation and unknown time-varying disturbances

Zhou, Yimin1,2,4; Tian, Zengwu1,2; Lin, Huaxing1,3

2022-12-01

10.1049/itr2.12303

IET Intelligent Transport Systems   影响因子和分区

1751-956X

1751-9578

This paper proposes an adaptive control method for an underactuated complex nonlinear system, that is, unmanned aerial vehicle (UAV), to realize high-precision trajectory tracking under input saturation constraint and other disturbances via artificial neural network and anti-saturation auxiliary system. First, the rigid body motion theory is applied to establish a simplified nonlinear dynamic model of the UAV. Then a Lyapunov function is designed with the error surface to form the preliminary control law based on dynamic surface control. Afterwards, a radical basis function neural network is developed and used to estimate and compensate the disturbance, while the input saturation is also addressed via the designed anti-saturation auxiliary system. Thus the stability and signal consistency of the closed-loop UAV control system can be proved via the Lyapunov stability theory with appropriately tuned parameters. Simulation experiments are performed to verify that the proposed control algorithm can be used for UAV high-precision trajectory tracking under time-varying disturbances.

SCI ; EI

英语

其他

National Natural Science Foundation of China["61973296","U1913201"] ; Guangdong Basic and Applied Basic Research Foundation[2021B1515120038] ; Shenzhen Basic Research Program["JCYJ20170818153635759","JSGG20210802154535003"]

Engineering ; Transportation

Engineering, Electrical & Electronic ; Transportation Science & Technology

WOS:000894619000001

WILEY

20225113267923

Adaptive control systems ; Aircraft control ; Aircraft detection ; Antennas ; Control theory ; Intelligent systems ; Lyapunov functions ; Time varying control systems ; Trajectories ; Unmanned aerial vehicles (UAV)

Aircraft and Avionics:652 ; Aircraft, General:652.1 ; Radar Systems and Equipment:716.2 ; Artificial Intelligence:723.4 ; Control Systems:731.1 ; Mathematics:921

Web of Science

1.Chinese Acad Sci, Shenzhen Inst Adv Technol, Shenzhen, Peoples R China
2.Univ Chinese Acad Sci, Beijing, Peoples R China
3.South Univ Sci & Technol, Shenzhen, Peoples R China
4.Chinese Acad Sci, Shenzhen Inst Adv Technol, Shenzhen 518055, Peoples R China

Zhou, Yimin,Tian, Zengwu,Lin, Huaxing. UAV based adaptive trajectory tracking control with input saturation and unknown time-varying disturbances[J]. IET Intelligent Transport Systems,2022,17(4):780-793.

Zhou, Yimin,Tian, Zengwu,&Lin, Huaxing.(2022).UAV based adaptive trajectory tracking control with input saturation and unknown time-varying disturbances.IET Intelligent Transport Systems,17(4),780-793.

Zhou, Yimin,et al."UAV based adaptive trajectory tracking control with input saturation and unknown time-varying disturbances".IET Intelligent Transport Systems 17.4(2022):780-793.