Multi-Objective Control of Active Magnetic Bearings-Flexible Rotor Based on NSGA-II Optimization

In the active magnetic bearings (AMBs)-flexible rotor system, decentralized PID control is usually adopted to achieve stability control. In this paper, a multi-objective control based on recursive open-loop adaptive control (MO-ROLAC) algorithm is designed on the basis of PID control, which can realize multi-objective control including vibration displacement, bearing transmission force and control current. In order to simplify the selection of weight coefficients in the controller, a multi-objective optimization algorithm NSGA-II is introduced. Simulation results show that the controller designed in this paper has obvious control effect and can simultaneously reduce vibration displacement, transmission force and control current.

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Publication Details

Published
2024-11-06
DOI
https://doi.org/10.1109/scems63294.2024.10756339
Citations
1
Primary Topic
Magnetic Bearings and Levitation Dynamics
Type
article
Field-Weighted Citation Impact
0.33
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article

Multi-Objective Control of Active Magnetic Bearings-Flexible Rotor Based on NSGA-II Optimization

Changsheng Zhu, Hong Gao
1 citations
Magnetic Bearings and Levitation Dynamics
0.33
article

Multi-Objective Control of Active Magnetic Bearings-Flexible Rotor Based on NSGA-II Optimization

Changsheng Zhu, Hong Gao
article en
1 citations

Abstract

In the active magnetic bearings (AMBs)-flexible rotor system, decentralized PID control is usually adopted to achieve stability control. In this paper, a multi-objective control based on recursive open-loop adaptive control (MO-ROLAC) algorithm is designed on the basis of PID control, which can realize multi-objective control including vibration displacement, bearing transmission force and control current. In order to simplify the selection of weight coefficients in the controller, a multi-objective optimization algorithm NSGA-II is introduced. Simulation results show that the controller designed in this paper has obvious control effect and can simultaneously reduce vibration displacement, transmission force and control current.

Zhejiang University (CN)
Affordable and clean energy
Openalex Percentile: Top 39%
Magnetic Bearings and Levitation Dynamics
0.33
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