Magnetic Property Simulation and Verification With Improved Preisach Hysteresis Model Based on Levenberg-marquardt Algorithm
Huang, Lei1; Bao, Guangqing1; Chen, Junquan2
2020-09-20
发表期刊Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering
ISSN02588013
卷号40期号:18页码:6006-6014
摘要Since the full mechanism of magnetic measurement data sharing has not been established, and the big database of material properties that the Hysteresis Modeling relies on is not complete enough, a phenomenological modeling study that abandons the microscopic physical nature of hysteresis has attracted attention. In this paper, based on Preisach's model, the cosh distribution function was adopted. In order to take into account the hysteresis function and numerical efficiency, the Everett function was introduced to establish the analytical expression of hysteresis characteristics. Then, the root mean square error between the analysis result of hysteresis model and the measurement value of common silicon steel 50WW600 material was used as the fitness function, and the parameters of Preisach model were identified by Levenberg-Marquardt (L-M) algorithm. Finally, the actual measurement value of hysteresis loop under different working conditions was compared with the calculation result of hysteresis model, which verifies the accuracy and validity of the model, and lays a theoretical foundation for the fine finite element analysis of electrical machinery. © 2020 Chin. Soc. for Elec. Eng.
关键词Data Sharing Hysteresis loops Machinery Magnetic hysteresis Magnetic materials Mean square error Silicon steel Analytical expressions Hysteresis characteristics Levenberg-Marquardt algorithm Numerical efficiency Phenomenological modeling Preisach hysteresis model Root mean square errors Theoretical foundations
DOI10.13334/j.0258-8013.pcsee.192011
收录类别EI
语种中文
出版者Chinese Society for Electrical Engineering
EI入藏号20204409408223
EI主题词Distribution functions
EI分类号545.3 Steel - 701.2 Magnetism: Basic Concepts and Phenomena - 708.4 Magnetic Materials - 921 Mathematics - 922.1 Probability Theory - 922.2 Mathematical Statistics
来源库Compendex
分类代码545.3 Steel - 701.2 Magnetism: Basic Concepts and Phenomena - 708.4 Magnetic Materials - 921 Mathematics - 922.1 Probability Theory - 922.2 Mathematical Statistics
引用统计
文献类型期刊论文
条目标识符https://ir.lut.edu.cn/handle/2XXMBERH/115402
专题电气工程与信息工程学院
作者单位1.College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou; 730050, China;
2.National Key Laboratory for Vessel Integrated Power System Technology, Naval University of Engineering, Wuhan; 430033, China
第一作者单位兰州理工大学
第一作者的第一单位兰州理工大学
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GB/T 7714
Huang, Lei,Bao, Guangqing,Chen, Junquan. Magnetic Property Simulation and Verification With Improved Preisach Hysteresis Model Based on Levenberg-marquardt Algorithm[J]. Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering,2020,40(18):6006-6014.
APA Huang, Lei,Bao, Guangqing,&Chen, Junquan.(2020).Magnetic Property Simulation and Verification With Improved Preisach Hysteresis Model Based on Levenberg-marquardt Algorithm.Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering,40(18),6006-6014.
MLA Huang, Lei,et al."Magnetic Property Simulation and Verification With Improved Preisach Hysteresis Model Based on Levenberg-marquardt Algorithm".Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering 40.18(2020):6006-6014.
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