PIDNN control for Vernier-gimballing magnetically suspended flywheel under nonlinear change of stiffness and disturbance. (August 2021)
- Record Type:
- Journal Article
- Title:
- PIDNN control for Vernier-gimballing magnetically suspended flywheel under nonlinear change of stiffness and disturbance. (August 2021)
- Main Title:
- PIDNN control for Vernier-gimballing magnetically suspended flywheel under nonlinear change of stiffness and disturbance
- Authors:
- Tang, Jiqiang
Ning, Mengyue
Cui, Xu
Wei, Tongkun
Zhao, Xiaofeng - Abstract:
- Vernier-gimballing magnetically suspended flywheel is often used for attitude control and interference suppression of spacecrafts. Due to the special structure of the conical magnetic bearing, the radial component generated by the axial magnetic force and the change of the magnetic air gap will cause the nonlinearity of stiffness and disturbance. That will lead to not only poor stability of the suspension control system but also unsatisfactory tracking accuracy of the rotor position. To solve the nonlinear problem of the system, this article proposes a proportional–integral–derivative neural network control scheme. First, the rotor model considering the nonlinear variation of disturbance and stiffness parameters is established. Then, the weight of neural network is adjusted by the gradient descent method online to ensure the accurate output of magnetic force. Finally, the convergence analysis is carried out based on the Lyapunov stability theory. Compared with the general proportional–integral–derivative control and the radial basis function neural network control, the simulation results demonstrate that the proposed method has the highest tracking accuracy and excellent performance in improving stability. The experimental results prove the correctness of the theoretical analysis and the validity of the proposed method.
- Is Part Of:
- Proceedings of the Institution of Mechanical Engineers. Volume 235:Number 7(2021)
- Journal:
- Proceedings of the Institution of Mechanical Engineers
- Issue:
- Volume 235:Number 7(2021)
- Issue Display:
- Volume 235, Issue 7 (2021)
- Year:
- 2021
- Volume:
- 235
- Issue:
- 7
- Issue Sort Value:
- 2021-0235-0007-0000
- Page Start:
- 1100
- Page End:
- 1112
- Publication Date:
- 2021-08
- Subjects:
- Vernier-gimballing magnetically suspended flywheel -- conical magnetic bearing -- nonlinearity -- proportional–integral–derivative neural network control
Mechanical engineering -- Periodicals
Automatic control -- Periodicals
Systems engineering -- Periodicals
621.3 - Journal URLs:
- http://pii.sagepub.com/ ↗
http://www.uk.sagepub.com/home.nav ↗
http://journals.pepublishing.com/content/119778 ↗ - DOI:
- 10.1177/0959651820977572 ↗
- Languages:
- English
- ISSNs:
- 0959-6518
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 15958.xml