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Adaptive vibration control method for double-crystal monochromator base on VMD and FxNLMS
Yang Bai1, Xuepeng Gong1, Qipeng Lu1
1Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, People's Republic of China.
Journal of Synchrotron Radiation
|March 9, 2023
Summary
This study introduces a new adaptive vibration control for double-crystal monochromators (DCMs) using variational modal decomposition (VMD) and filter-x normalized least mean squares (FxNLMS). The method enhances DCM stability against random disturbances, improving beam quality at synchrotron sources.
Area of Science:
- Optics and Synchrotron Radiation Science
- Control Systems Engineering
- Applied Physics
Background:
- Double-crystal monochromators (DCMs) are essential optical components in synchrotron beamlines, critical for beam energy and position quality.
- Increasing performance of synchrotron light sources necessitates higher stability in DCMs to meet advanced research demands.
- Existing vibration control methods may not adequately address the complex, random engineering disturbances affecting DCMs.
Purpose of the Study:
- To develop and validate a novel adaptive vibration control method for enhancing the stability of double-crystal monochromators (DCMs).
- To ensure reliable DCM performance under dynamic and random engineering disturbances encountered in synchrotron environments.
- To improve the precision and quality of synchrotron beams by mitigating optical device instability.
Main Methods:
- Proposed a hybrid adaptive vibration control strategy combining variational modal decomposition (VMD) and filter-x normalized least mean squares (FxNLMS).
- Utilized a genetic algorithm to optimize VMD parameters (modal components k, penalty factor α) based on vibration signal sample entropy.
- Decomposed vibration signals into non-overlapping frequency bands, with each band individually controlled by an FxNLMS algorithm.
Main Results:
- The proposed VMD-FxNLMS method demonstrated high convergence accuracy in numerical simulations.
- Significant vibration suppression performance was achieved, confirming the method's effectiveness.
- Validation with experimentally measured DCM vibration signals confirmed the practical applicability and robustness of the control strategy.
Conclusions:
- The novel adaptive vibration control method effectively ensures DCM stability under random engineering disturbances.
- The combination of VMD for signal decomposition and FxNLMS for adaptive control offers superior vibration mitigation.
- This approach contributes to maintaining and improving the quality of synchrotron radiation beams for scientific research.

