Adaptive vibration control method for double‐crystal monochromator base on VMD and FxNLMS
Double‐crystal monochromators (DCMs) are one of the most critical optical devices in beamlines at synchrotron sources, directly affecting the quality of the beam energy and position. As the performance of synchrotron light sources continues to improve, higher demands are placed on the stability of D...
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Published in | Journal of synchrotron radiation Vol. 30; no. 2; pp. 308 - 318 |
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Main Authors | , , , , , , , , |
Format | Journal Article |
Language | English |
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5 Abbey Square, Chester, Cheshire CH1 2HU, England
International Union of Crystallography
01.03.2023
John Wiley & Sons, Inc |
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Abstract | Double‐crystal monochromators (DCMs) are one of the most critical optical devices in beamlines at synchrotron sources, directly affecting the quality of the beam energy and position. As the performance of synchrotron light sources continues to improve, higher demands are placed on the stability of DCMs. This paper proposes a novel adaptive vibration control method combining variational modal decomposition (VMD) and filter‐x normalized least mean squares (FxNLMS), ensuring DCM stability under random engineering disturbance. Firstly, the sample entropy of the vibration signal is selected as the fitness function, and the number of modal components k and the penalty factor α are optimized by a genetic algorithm. Subsequently, the vibration signal is decomposed into band frequencies that do not overlap with each other. Eventually, each band signal is individually governed by the FxNLMS controller. Numerical results have demonstrated that the proposed adaptive vibration control method has high convergence accuracy and excellent vibration suppression performance. Furthermore, the effectiveness of the vibration control method has been verified with actual measured vibration signals of the DCM.
With the performance of synchrotron radiation sources increasing significantly, higher requirements have been placed on the stability of double‐crystal monochromators (DCMs). Using traditional passive vibration control techniques, such as optimized structures, elastic damping and vibration‐absorbing materials, is unlikely to meet the future requirements of DCMs. The proposed method is the first attempt of an adaptive filtering algorithm based on variational modal decomposition in the field of DCMs development, which is an advancement for the development of high‐performance DCMs at synchrotron radiation facilities. |
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AbstractList | Double-crystal monochromators (DCMs) are one of the most critical optical devices in beamlines at synchrotron sources, directly affecting the quality of the beam energy and position. As the performance of synchrotron light sources continues to improve, higher demands are placed on the stability of DCMs. This paper proposes a novel adaptive vibration control method combining variational modal decomposition (VMD) and filter-x normalized least mean squares (FxNLMS), ensuring DCM stability under random engineering disturbance. Firstly, the sample entropy of the vibration signal is selected as the fitness function, and the number of modal components k and the penalty factor α are optimized by a genetic algorithm. Subsequently, the vibration signal is decomposed into band frequencies that do not overlap with each other. Eventually, each band signal is individually governed by the FxNLMS controller. Numerical results have demonstrated that the proposed adaptive vibration control method has high convergence accuracy and excellent vibration suppression performance. Furthermore, the effectiveness of the vibration control method has been verified with actual measured vibration signals of the DCM. Double‐crystal monochromators (DCMs) are one of the most critical optical devices in beamlines at synchrotron sources, directly affecting the quality of the beam energy and position. As the performance of synchrotron light sources continues to improve, higher demands are placed on the stability of DCMs. This paper proposes a novel adaptive vibration control method combining variational modal decomposition (VMD) and filter‐x normalized least mean squares (FxNLMS), ensuring DCM stability under random engineering disturbance. Firstly, the sample entropy of the vibration signal is selected as the fitness function, and the number of modal components k and the penalty factor α are optimized by a genetic algorithm. Subsequently, the vibration signal is decomposed into band frequencies that do not overlap with each other. Eventually, each band signal is individually governed by the FxNLMS controller. Numerical results have demonstrated that the proposed adaptive vibration control method has high convergence accuracy and excellent vibration suppression performance. Furthermore, the effectiveness of the vibration control method has been verified with actual measured vibration signals of the DCM. With the performance of synchrotron radiation sources increasing significantly, higher requirements have been placed on the stability of double‐crystal monochromators (DCMs). Using traditional passive vibration control techniques, such as optimized structures, elastic damping and vibration‐absorbing materials, is unlikely to meet the future requirements of DCMs. The proposed method is the first attempt of an adaptive filtering algorithm based on variational modal decomposition in the field of DCMs development, which is an advancement for the development of high‐performance DCMs at synchrotron radiation facilities. Double‐crystal monochromators (DCMs) are one of the most critical optical devices in beamlines at synchrotron sources, directly affecting the quality of the beam energy and position. As the performance of synchrotron light sources continues to improve, higher demands are placed on the stability of DCMs. This paper proposes a novel adaptive vibration control method combining variational modal decomposition (VMD) and filter‐x normalized least mean squares (FxNLMS), ensuring DCM stability under random engineering disturbance. Firstly, the sample entropy of the vibration signal is selected as the fitness function, and the number of modal components k and the penalty factor α are optimized by a genetic algorithm. Subsequently, the vibration signal is decomposed into band frequencies that do not overlap with each other. Eventually, each band signal is individually governed by the FxNLMS controller. Numerical results have demonstrated that the proposed adaptive vibration control method has high convergence accuracy and excellent vibration suppression performance. Furthermore, the effectiveness of the vibration control method has been verified with actual measured vibration signals of the DCM. Double-crystal monochromators (DCMs) are one of the most critical optical devices in beamlines at synchrotron sources, directly affecting the quality of the beam energy and position. As the performance of synchrotron light sources continues to improve, higher demands are placed on the stability of DCMs. This paper proposes a novel adaptive vibration control method combining variational modal decomposition (VMD) and filter-x normalized least mean squares (FxNLMS), ensuring DCM stability under random engineering disturbance. Firstly, the sample entropy of the vibration signal is selected as the fitness function, and the number of modal components k and the penalty factor α are optimized by a genetic algorithm. Subsequently, the vibration signal is decomposed into band frequencies that do not overlap with each other. Eventually, each band signal is individually governed by the FxNLMS controller. Numerical results have demonstrated that the proposed adaptive vibration control method has high convergence accuracy and excellent vibration suppression performance. Furthermore, the effectiveness of the vibration control method has been verified with actual measured vibration signals of the DCM.Double-crystal monochromators (DCMs) are one of the most critical optical devices in beamlines at synchrotron sources, directly affecting the quality of the beam energy and position. As the performance of synchrotron light sources continues to improve, higher demands are placed on the stability of DCMs. This paper proposes a novel adaptive vibration control method combining variational modal decomposition (VMD) and filter-x normalized least mean squares (FxNLMS), ensuring DCM stability under random engineering disturbance. Firstly, the sample entropy of the vibration signal is selected as the fitness function, and the number of modal components k and the penalty factor α are optimized by a genetic algorithm. Subsequently, the vibration signal is decomposed into band frequencies that do not overlap with each other. Eventually, each band signal is individually governed by the FxNLMS controller. Numerical results have demonstrated that the proposed adaptive vibration control method has high convergence accuracy and excellent vibration suppression performance. Furthermore, the effectiveness of the vibration control method has been verified with actual measured vibration signals of the DCM. With the performance of synchrotron radiation sources increasing significantly, higher requirements have been placed on the stability of double-crystal monochromators (DCMs). Using traditional passive vibration control techniques, such as optimized structures, elastic damping and vibration-absorbing materials, is unlikely to meet the future requirements of DCMs. The proposed method is the first attempt of an adaptive filtering algorithm based on variational modal decomposition in the field of DCMs development, which is an advancement for the development of high-performance DCMs at synchrotron radiation facilities. Double-crystal monochromators (DCMs) are one of the most critical optical devices in beamlines at synchrotron sources, directly affecting the quality of the beam energy and position. As the performance of synchrotron light sources continues to improve, higher demands are placed on the stability of DCMs. This paper proposes a novel adaptive vibration control method combining variational modal decomposition (VMD) and filter-x normalized least mean squares (FxNLMS), ensuring DCM stability under random engineering disturbance. Firstly, the sample entropy of the vibration signal is selected as the fitness function, and the number of modal components k and the penalty factor α are optimized by a genetic algorithm. Subsequently, the vibration signal is decomposed into band frequencies that do not overlap with each other. Eventually, each band signal is individually governed by the FxNLMS controller. Numerical results have demonstrated that the proposed adaptive vibration control method has high convergence accuracy and excellent vibration suppression performance. Furthermore, the effectiveness of the vibration control method has been verified with actual measured vibration signals of the DCM. Double-crystal monochromators (DCMs) are one of the most critical optical devices in beamlines at synchrotron sources, directly affecting the quality of the beam energy and position. As the performance of synchrotron light sources continues to improve, higher demands are placed on the stability of DCMs. This paper proposes a novel adaptive vibration control method combining variational modal decomposition (VMD) and filter-x normalized least mean squares (FxNLMS), ensuring DCM stability under random engineering disturbance. Firstly, the sample entropy of the vibration signal is selected as the fitness function, and the number of modal components k and the penalty factor α are optimized by a genetic algorithm. Subsequently, the vibration signal is decomposed into band frequencies that do not overlap with each other. Eventually, each band signal is individually governed by the FxNLMS controller. Numerical results have demonstrated that the proposed adaptive vibration control method has high convergence accuracy and excellent vibration suppression performance. Furthermore, the effectiveness of the vibration control method has been verified with actual measured vibration signals of the DCM. |
Author | Wang, Dazhuang Song, Yuan Zhu, Wanqian Xue, Song Gong, Xuepeng Lu, Qipeng Zhang, Zhen Bai, Yang Peng, Zhongqi |
Author_xml | – sequence: 1 givenname: Yang surname: Bai fullname: Bai, Yang organization: University of Chinese Academy of Sciences – sequence: 2 givenname: Xuepeng surname: Gong fullname: Gong, Xuepeng email: gongxuepeng120@foxmail.com organization: Chinese Academy of Sciences – sequence: 3 givenname: Qipeng surname: Lu fullname: Lu, Qipeng email: luqipeng@126.com organization: Chinese Academy of Sciences – sequence: 4 givenname: Yuan surname: Song fullname: Song, Yuan organization: Chinese Academy of Sciences – sequence: 5 givenname: Wanqian surname: Zhu fullname: Zhu, Wanqian organization: Chinese Academy of Sciences – sequence: 6 givenname: Song surname: Xue fullname: Xue, Song organization: Chinese Academy of Sciences – sequence: 7 givenname: Dazhuang surname: Wang fullname: Wang, Dazhuang organization: Chinese Academy of Sciences – sequence: 8 givenname: Zhongqi surname: Peng fullname: Peng, Zhongqi organization: Chinese Academy of Sciences – sequence: 9 givenname: Zhen surname: Zhang fullname: Zhang, Zhen organization: Chinese Academy of Sciences |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/36891844$$D View this record in MEDLINE/PubMed |
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Cites_doi | 10.1109/TSP.2012.2225055 10.1088/1742-6596/425/5/052001 10.1016/j.nima.2020.164872 10.1016/j.nima.2020.164654 10.1109/MSP.2011.941097 10.4018/IJNCR.2017010102 10.1016/j.ymssp.2018.05.013 10.1016/j.ymssp.2019.04.007 10.1142/S1793536909000047 10.1088/1742-6596/425/5/052015 10.1007/s41365-017-0307-7 10.1016/j.ymssp.2015.02.020 10.1016/j.ymssp.2016.08.042 10.1201/9781420046076 10.1109/TSP.2013.2288675 10.9790/0661-16211419 10.1016/j.jsv.2006.07.040 |
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Keywords | variational modal decomposition FxNLMS algorithm active vibration control synchrotron radiation double-crystal monochromator |
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Snippet | Double‐crystal monochromators (DCMs) are one of the most critical optical devices in beamlines at synchrotron sources, directly affecting the quality of the... Double-crystal monochromators (DCMs) are one of the most critical optical devices in beamlines at synchrotron sources, directly affecting the quality of the... With the performance of synchrotron radiation sources increasing significantly, higher requirements have been placed on the stability of double-crystal... |
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StartPage | 308 |
SubjectTerms | active vibration control Adaptive control Control methods Decomposition double-crystal monochromator FxNLMS algorithm Genetic algorithms Least mean squares Least mean squares algorithm Light sources Monochromators Research Papers synchrotron radiation Synchrotrons variational modal decomposition Vibration control Vibration measurement |
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Title | Adaptive vibration control method for double‐crystal monochromator base on VMD and FxNLMS |
URI | https://onlinelibrary.wiley.com/doi/abs/10.1107%2FS1600577523000528 https://www.ncbi.nlm.nih.gov/pubmed/36891844 https://www.proquest.com/docview/2785191166 https://www.proquest.com/docview/2785201231 https://pubmed.ncbi.nlm.nih.gov/PMC10000807 https://doaj.org/article/6b4af606cea64d6cb22924a58b1f1ee7 |
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