A RBFNN-Based Adaptive Disturbance Compensation Approach Applied to Magnetic Suspension Inertially Stabilized Platform

被引:14
|
作者
Mu, Quanqi [1 ,2 ]
Liu, Gang [1 ,2 ]
Lei, Xusheng [1 ,2 ]
机构
[1] Beihang Univ, Sci & Technol Inertial Lab, Beijing 100191, Peoples R China
[2] Beihang Univ, Sch Instrument Sci & Optoeletron Engn, Beijing 100191, Peoples R China
基金
中国国家自然科学基金;
关键词
NEURAL-NETWORK CONTROLLER; SLIDING-MODE CONTROL; IMPLEMENTATION;
D O I
10.1155/2014/657985
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Compared with traditional mechanical inertially stabilized platform (ISP), magnetic suspension ISP (MSISP) can absorb high frequency vibrations via a magnetic suspension bearing system with five degrees of freedom between azimuth and pitch gimbals. However, force acting between rotor and stator will introduce coupling torque to roll and pitch gimbals. Since the disturbance of magnetic bearings has strong nonlinearity, classic state feedback control algorithm cannot bring higher precision control for MSISP. In order to enhance the control accuracy for MSISP, a disturbance compensator based on radial basis function neural network (RBFNN) is developed to compensate for the disturbance. Using the Lyapunov theorem, the weighting matrix of RBFNN can be updated online. Therefore, the RBFNN can be constructed without priori training. At last, simulations and experiment results validate that the compensation method proposed in this paper can improve ISP accuracy significantly.
引用
收藏
页数:9
相关论文
共 42 条
  • [31] A Compound Control Method Based on the Adaptive Linear Extended State Observer and Global Fast Terminal Sliding Mode Control for Inertially Stabilized Platform
    Fu, Fa
    Lei, Xusheng
    Wang, Rui
    MACHINES, 2022, 10 (06)
  • [32] A High-Precision Control Scheme Based on Active Disturbance Rejection Control for a Three-Axis Inertially Stabilized Platform for Aerial Remote Sensing Applications
    Zhou, Xiangyang
    Yang, Chao
    Zhao, Beilei
    Zhao, Libo
    Zhu, Zhuangsheng
    JOURNAL OF SENSORS, 2018, 2018
  • [33] Disturbance frequency adaptive control for photo-electric stabilized platform based on improving extended state observation
    Wang, Lin
    Liu, Xuelian
    Wang, Chunyang
    OPTIK, 2019, 187 : 198 - 204
  • [34] Adaptive Exponential Time-varying Sliding Mode Control based on Disturbance Observer for Photoelectric Stabilized Airborne Platform
    Miao S.
    Zhang B.
    Wang M.
    Wang X.
    Shen Y.
    Binggong Xuebao/Acta Armamentarii, 2022, 43 (07): : 1636 - 1645
  • [35] Robust control with compensation of adaptive model for dual-stage inertially stabilized platform基于自适应模型补偿的双级惯性稳定平台鲁棒控制
    Jiang-peng Song
    Di Zhou
    Guang-li Sun
    Zhi-hui Qi
    Journal of Central South University, 2018, 25 : 2615 - 2625
  • [36] Adaptive Control for a Two-Axis Semi-Strapdown Stabilized Platform Based on Disturbance Transformation and LWOA-PID
    Huang, Qixuan
    Zhou, Jiaxing
    Chen, Xiang
    Li, Qing
    Chen, Runjing
    SENSORS, 2024, 24 (16)
  • [37] Adaptive robust control of marine vehicles with periodic disturbance compensation: an observer-based output feedback approach
    Kurtoglu, Deniz
    Bidikli, Baris
    Tatlicioglu, Enver
    Zergeroglu, Erkan
    JOURNAL OF MARINE SCIENCE AND TECHNOLOGY, 2022, 27 (02) : 935 - 947
  • [38] Adaptive robust control of marine vehicles with periodic disturbance compensation: an observer-based output feedback approach
    Deniz Kurtoglu
    Baris Bidikli
    Enver Tatlicioglu
    Erkan Zergeroglu
    Journal of Marine Science and Technology, 2022, 27 : 935 - 947
  • [39] Sliding Mode Bifurcation Control Based on Acceleration Feedback Correction Adaptive Compensation for Maglev Train Suspension System With Time-Varying Disturbance
    Chen, Chen
    Xu, Junqi
    Lin, Guobin
    Sun, Yougang
    Zhao, Xu
    IEEE TRANSACTIONS ON TRANSPORTATION ELECTRIFICATION, 2022, 8 (02) : 2273 - 2287
  • [40] Control of Stabilized Platform for Two-Link Planar Manipulator Arm Under Parallel Base Motion Disturbance with Passivity-Based Adaptive Control
    Fongjun, Theerapong
    Wongsaisuwan, Manop
    Phoojaruenchanachai, Suthee
    2008 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-4, 2009, : 1463 - +