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Updated: Dec 28, 2025

Fabrication and Characterization of Superconducting Resonators
Published on: May 21, 2016
Back recursive estimation of unknown frequency sinusoidal disturbance in superconducting RF cavities
Liping Zhang1, Xinyu Wen2, Baoguang Wang3
1Key Laboratory of Road Construction Technology and Equipment of MOE, Changan University, Xi'an, China.
A new back recursive estimation (BRE) method precisely addresses microphonics in superconducting radio frequency (SRF) cavities. This technique accurately estimates and compensates for frequency detuning caused by disturbances, ensuring stable cavity performance.
Area of Science:
- Physics
- Electrical Engineering
- Control Systems
Background:
- Superconducting radio frequency (SRF) cavities are susceptible to detuning caused by microphonic disturbances.
- Accurate estimation and compensation of these disturbances are crucial for stable SRF cavity operation.
- Existing methods may struggle with the dynamic and unknown frequency nature of microphonics.
Purpose of the Study:
- To propose a novel back recursive estimation (BRE) scheme for SRF cavities.
- To model and estimate microphonic disturbances accurately.
- To ensure the stability and robustness of the estimation error.
Main Methods:
- Modeling microphonics as an unknown frequency sinusoidal disturbance.
- Utilizing an auxiliary filter to excite disturbance properties and estimate frequency within an observer framework.
- Rearranging sinusoidal disturbances into a series of dynamics using virtual disturbances.
- Calculating the back recursive signal based on the correlation between virtual and equivalent input disturbances.
Main Results:
- Asymptotic stability of the estimation error is achieved using a Lyapunov function.
- Robustness of the estimation is demonstrated in the presence of external bounded disturbances.
- Simulations confirm the effectiveness of the proposed BRE method.
Conclusions:
- The proposed BRE scheme offers an effective solution for mitigating microphonic detuning in SRF cavities.
- The method provides guaranteed stability and robustness for the estimation error.
- This advancement contributes to improved performance and reliability of SRF cavity systems.
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