TY - JOUR
T1 - Gliding Vehicle Controller Based on Neural Network Compensating Dynamic Inversion Error
AU - Li, Siqi
AU - Liu, Yongshan
N1 - Publisher Copyright:
© Published under licence by IOP Publishing Ltd.
PY - 2023
Y1 - 2023
N2 - Aiming at the attitude control problem of the gliding vehicle with uncertainty and strong coupling, a dynamic inversion control method based on RBF neural network compensated inversion error is discussed. Firstly, based on the double time scale separation hypothesis, the controlled aircraft model is divided into a fast and slow state subsystem. Then the dynamic inversion control laws are designed for each of the two subsystems. The weight update rule of the RBF neural network is derived online based on the Lyapunov stability principle to compensate for the inversion error caused by the modeling error and uncertainty. The simulation verifies the effectiveness of the control law. The robustness of the control system after neural network compensation is significantly improved.
AB - Aiming at the attitude control problem of the gliding vehicle with uncertainty and strong coupling, a dynamic inversion control method based on RBF neural network compensated inversion error is discussed. Firstly, based on the double time scale separation hypothesis, the controlled aircraft model is divided into a fast and slow state subsystem. Then the dynamic inversion control laws are designed for each of the two subsystems. The weight update rule of the RBF neural network is derived online based on the Lyapunov stability principle to compensate for the inversion error caused by the modeling error and uncertainty. The simulation verifies the effectiveness of the control law. The robustness of the control system after neural network compensation is significantly improved.
UR - http://www.scopus.com/inward/record.url?scp=85169591541&partnerID=8YFLogxK
U2 - 10.1088/1742-6596/2558/1/012038
DO - 10.1088/1742-6596/2558/1/012038
M3 - Conference article
AN - SCOPUS:85169591541
SN - 1742-6588
VL - 2558
JO - Journal of Physics: Conference Series
JF - Journal of Physics: Conference Series
IS - 1
M1 - 012038
T2 - 2023 6th International Conference on Advanced Algorithms and Control Engineering, ICAACE 2023
Y2 - 24 February 2023 through 26 February 2023
ER -