Back to Search
Start Over
Control Study for Compensating Rotor Vibration of Four-DOF Six-Pole Hybrid Magnetic Bearings Based on Variable Step Size LMS Algorithm
- Source :
- IEEE Journal of Emerging and Selected Topics in Power Electronics; 2023, Vol. 11 Issue: 2 p1616-1626, 11p
- Publication Year :
- 2023
-
Abstract
- In order to solve the problem that the unbalance vibration caused by rotor mass eccentricity of the four-degree-of-freedom (four-DOF) six-pole hybrid magnetic bearings (HMBs), a feed-forward compensation control strategy based on variable step size least-mean-square (LMS) adaptive filter is proposed. First, the structure, operation principle and mathematical model of the four-DOF six-pole HMBs are introduced, the motion law of rotor vibration is analyzed, and the dynamic equation is derived. Second, the variable step size LMS adaptive filter is improved by using the Versoria function. The step size of LMS algorithm is adjusted adaptively by using Versoria function model and Takagi–Sugeno (TS) fuzzy inference machine. The LMS adaptive filter can generate a signal with the same frequency, amplitude, and phase as the rotating speed to offset the vibration signal, so as to realize the vibration compensation control of the four-DOF six-pole HMB rotor. Finally, the simulations and experiments not only prove the effectiveness of this method but also show that the method has good compensation accuracy. The result shows that the Versoria function used in variable step size LMS adaptive filter for vibration compensation is better than the traditional variable step size filtering algorithm based on Sigmoid function.
Details
- Language :
- English
- ISSN :
- 21686777
- Volume :
- 11
- Issue :
- 2
- Database :
- Supplemental Index
- Journal :
- IEEE Journal of Emerging and Selected Topics in Power Electronics
- Publication Type :
- Periodical
- Accession number :
- ejs62728759
- Full Text :
- https://doi.org/10.1109/JESTPE.2022.3222656