Fast calculation method of transformer harmonic magnetic field based on radial basis function augmented surrogate model

被引:0
作者
Gao, Shuguo [1 ]
Liu, Haoyu [1 ]
Zang, Qian [1 ]
Guo, Meng [2 ]
Liu, Gang [3 ]
Zhang, Zhigang [2 ]
Dai, Lujian [1 ]
Liu, Yunpeng [3 ]
机构
[1] State Grid Hebei Elect Power Res Inst, Shijiazhuang, Peoples R China
[2] State Grid Hebei Elect Power Co Ltd, Shijiazhuang, Peoples R China
[3] North China Elect Power Univ Baoding, Baoding, Peoples R China
关键词
magnetic fields; power transformers; transformer cores; transformer windings;
D O I
10.1049/elp2.12544
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Accurate and efficient calculation of a transformer's magnetic field is fundamental for the rapid calculation of its losses, temperature rise, and structural forces. However, existing numerical methods for calculating the harmonic magnetic field of a product-level transformer are time-consuming and fail to meet the rapid requirements of digital operations and maintenance. To address this, this paper first utilises the harmonic field method to obtain the snapshot matrix of the transformer's magnetic field. Subsequently, a response surface model of the magnetic field is constructed using intrinsic quadrature theory and radial basis functions in the augmented form. To enhance the efficiency of constructing the reduced-order model, an adaptive Latin hypercube sampling method, integrating the additive rule and leave-one-out cross-validation, is introduced, significantly improving the efficiency of sample space construction. The effectiveness of the proposed method is validated by applying the proper orthogonal decomposition-radial basis function including linear polynomial (POD-RBFLP) method to calculate the harmonic magnetic field of a three-phase power transformer in reduced order. The results are compared with those from COMSOL calculations, showing that the reduced-order model maintains the calculation error within a reasonable range, thereby confirming the accuracy of the proposed method. Additionally, the reduced-order model demonstrates a significant advantage in computation time compared to COMSOL simulations, enabling the calculation of the transformer's magnetic field in seconds.
引用
收藏
页数:10
相关论文
共 25 条
  • [1] Ai Y.S., 2012, Research on Radial Basis Function Response Surface Optimization Method
  • [2] Fang K.T., 2011, Test Design and Modeling
  • [3] Hao Y.Q., 2023, J. Nanjing Univ. Aeronaut. Astronaut, V55
  • [4] Huang T., 2013, Proc. CSEE, V33
  • [5] Li T.Y., 2023, Fast Calculation of Icing Cloud Parameters Based on PODKriging Surrogate Model
  • [6] Reduced order modelling method via proper orthogonal decomposition (POD) for flow around an oscillating cylinder
    Liberge, E.
    Hamdouni, A.
    [J]. JOURNAL OF FLUIDS AND STRUCTURES, 2010, 26 (02) : 292 - 311
  • [7] A fast computational method for internal temperature field in Oil-Immersed power transformers
    Liu, Gang
    Hu, Wanjun
    Hao, Shiyuan
    Gao, Chenglong
    Liu, Yunpeng
    Wu, Weige
    Li, Lin
    [J]. APPLIED THERMAL ENGINEERING, 2024, 236
  • [8] Liu Y., 2018, Research on Time Domain Finite Element Method and POD Reduction Method for Three Dimensional Eddy Current Field
  • [9] Liu Y.P., 2023, Proc. CSEE, V43
  • [10] Lu J., 2016, Harmonic Balance Finite Element Method: Applications in Nonlinear Electromagnetics and Power Systems