Harmonic Vibration Suppression of MSCSG Based on Normalized-Variable-Step- Size LMS Algorithm
When the rotor is rotating at high speed, magnetically suspended control and sensitive gyroscope (MSCSG) will generate synchronous and multifrequency vibration due to rotor mass unbalance and sensor runout, which will affect the measurement accuracy of output torque and attitude angular velocity. In...
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Published in | IEEE sensors journal Vol. 24; no. 6; pp. 8585 - 8595 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
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New York
IEEE
15.03.2024
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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Abstract | When the rotor is rotating at high speed, magnetically suspended control and sensitive gyroscope (MSCSG) will generate synchronous and multifrequency vibration due to rotor mass unbalance and sensor runout, which will affect the measurement accuracy of output torque and attitude angular velocity. In order to suppress the above unbalanced vibration, first, the dynamic model of MSCSG with unbalance vibration torque is established, and the influence of unbalance vibration on the measurement accuracy of attitude angular velocity is analyzed. Then, combined with the strong coupling characteristics of two tilt channels, an unbalance vibration suppression method based on arsinh function of normalized variable step size LMS (arsinh-NLMS) algorithm is proposed, which can adjust the step size according to different frequency components to improve the convergence rate. The arsinh function is used to ensure that there is a small error in the steady-state and the normalization process reduces the sensitivity of the algorithm to the input signal and tracks the harmonic components of the control current better. Finally, the simulation and experimental results show that the proposed method can effectively suppress the synchronous and multifrequency disturbance currents and vibration torques in MSCSG and reduce the influence of unbalance vibration on MSCSG performance and angular velocity measurement accuracy. |
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AbstractList | When the rotor is rotating at high speed, magnetically suspended control and sensitive gyroscope (MSCSG) will generate synchronous and multifrequency vibration due to rotor mass unbalance and sensor runout, which will affect the measurement accuracy of output torque and attitude angular velocity. In order to suppress the above unbalanced vibration, first, the dynamic model of MSCSG with unbalance vibration torque is established, and the influence of unbalance vibration on the measurement accuracy of attitude angular velocity is analyzed. Then, combined with the strong coupling characteristics of two tilt channels, an unbalance vibration suppression method based on arsinh function of normalized variable step size LMS (arsinh-NLMS) algorithm is proposed, which can adjust the step size according to different frequency components to improve the convergence rate. The arsinh function is used to ensure that there is a small error in the steady-state and the normalization process reduces the sensitivity of the algorithm to the input signal and tracks the harmonic components of the control current better. Finally, the simulation and experimental results show that the proposed method can effectively suppress the synchronous and multifrequency disturbance currents and vibration torques in MSCSG and reduce the influence of unbalance vibration on MSCSG performance and angular velocity measurement accuracy. |
Author | Han, Wenjing Cai, Yuanwen Han, Wenting Ren, Yuan Yin, Zengyuan Yu, Chunmiao Wang, Weijie |
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Snippet | When the rotor is rotating at high speed, magnetically suspended control and sensitive gyroscope (MSCSG) will generate synchronous and multifrequency vibration... |
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SubjectTerms | Accuracy Algorithms Angular velocity Attitudes Dynamic models Harmonic analysis Harmonic vibration LMS algorithm magnetic bearing Magnetic levitation Magnetic sensors Magnetic separation magnetically suspended control and sensitive gyroscope (MSCSG) Rotors Sensors Torque Unbalance Velocity measurement Vibration analysis Vibration control Vibration measurement Vibrations |
Title | Harmonic Vibration Suppression of MSCSG Based on Normalized-Variable-Step- Size LMS Algorithm |
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