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Author:

Jia, Tong (Jia, Tong.) | Li, Xiu-Zhi (Li, Xiu-Zhi.) | Zhang, Xiang-Yin (Zhang, Xiang-Yin.)

Indexed by:

EI Scopus CSCD

Abstract:

Three-axis vehicle inertial stabilization platform (VISP) is a complex MIMO nonlinear system. Aiming at the problem of uncertain disturbance in servo control of three-axis VISP, a neural network backstepping sliding mode controller (NNBSMC) is designed. Firstly, backstepping control is used to decouple the three-axis VISP, and sliding mode control law is introduced to increase the anti-interference of the system. Secondly, the RBF neural network is selected as the disturbance estimator for the nonlinear friction between the frames and the system coupling for real-time estimation and compensation. Thirdly, forward stabilization channel is used to deal with the inaccuracy of modelling parameters to ensure the stability of the system. Finally, the stability of closed loop system is analyzed by using Lyapunov theorem. In the simulation of servo control and attitude locking, NNBSMC was compared with the dual-loop PID controller, SMC controller and BSMC controller. The results verify the effectiveness and robustness of the proposed control algorithm. © 2021, Editorial Department of Control Theory & Applications South China University of Technology. All right reserved.

Keyword:

Radial basis function networks Three term control systems Pneumatic control equipment Stabilization Backstepping Controllers Closed loop systems System stability Sliding mode control

Author Community:

  • [ 1 ] [Jia, Tong]Faculty of Information Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 2 ] [Jia, Tong]Engineering Research Center of Digital Community, Ministry of Education, Beijing University of Technology, Beijing; 100124, China
  • [ 3 ] [Li, Xiu-Zhi]Faculty of Information Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 4 ] [Li, Xiu-Zhi]Engineering Research Center of Digital Community, Ministry of Education, Beijing University of Technology, Beijing; 100124, China
  • [ 5 ] [Zhang, Xiang-Yin]Faculty of Information Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 6 ] [Zhang, Xiang-Yin]Engineering Research Center of Digital Community, Ministry of Education, Beijing University of Technology, Beijing; 100124, China

Reprint Author's Address:

  • [li, xiu-zhi]engineering research center of digital community, ministry of education, beijing university of technology, beijing; 100124, china;;[li, xiu-zhi]faculty of information technology, beijing university of technology, beijing; 100124, china

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Source :

Control Theory and Applications

ISSN: 1000-8152

Year: 2021

Issue: 1

Volume: 38

Page: 13-22

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 7

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

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