Adaptive Decoupling Control of Three-Axis Active Magnetic Compensation System Based on MSG Identification

Magnetic shielding room (MSR) and three-axis magnetic field compensation system (TMFC) are necessary for extremely weak magnetic field measurement. The TMFC system can effectively reduce the impact of magnetic field interference on the extremely weak magnetic field measurement in the MSR, but the coupling effect between different compensation axes reduces the compensation performance. This paper proposes an adaptive decoupling control method based on online modified stochastic gradient (MSG) identification. The decoupler is designed to transform the TMFC system into three single-input single-output (SISO) systems based on the interaction model structure established by frequency domain identification and the parameters identified online using MSG algorithm. Additionally, a feedback controller was designed to ensure that the SISO systems has the satisfied dynamic performance and stability. Experimental results indicate that the proposed method realizes dynamic decoupling of TMFC system.

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Publication Details

Journal
IEEE Transactions on Instrumentation and Measurement
Published
2025-01-01
DOI
https://doi.org/10.1109/tim.2025.3568944
Primary Topic
Magnetic Bearings and Levitation Dynamics
Type
article
Field-Weighted Citation Impact
0.00

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article

Adaptive Decoupling Control of Three-Axis Active Magnetic Compensation System Based on MSG Identification

Peiling Cui, Haifeng Zhang, Ge Tian, Haitao Li
IEEE Transactions on Instrumentation and Measurement
Magnetic Bearings and Levitation Dynamics
article

Adaptive Decoupling Control of Three-Axis Active Magnetic Compensation System Based on MSG Identification

Peiling Cui, Haifeng Zhang, Ge Tian, Haitao Li
article en

Abstract

Magnetic shielding room (MSR) and three-axis magnetic field compensation system (TMFC) are necessary for extremely weak magnetic field measurement. The TMFC system can effectively reduce the impact of magnetic field interference on the extremely weak magnetic field measurement in the MSR, but the coupling effect between different compensation axes reduces the compensation performance. This paper proposes an adaptive decoupling control method based on online modified stochastic gradient (MSG) identification. The decoupler is designed to transform the TMFC system into three single-input single-output (SISO) systems based on the interaction model structure established by frequency domain identification and the parameters identified online using MSG algorithm. Additionally, a feedback controller was designed to ensure that the SISO systems has the satisfied dynamic performance and stability. Experimental results indicate that the proposed method realizes dynamic decoupling of TMFC system.

IEEE Transactions on Instrumentation and MeasurementVol. 74
Beihang University (CN)
National Natural Science Foundation of China, National Key Research and Development Program of China
Affordable and clean energy
Openalex Percentile: Top 89%
Magnetic Bearings and Levitation Dynamics
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