任卓翔, 闫帅, 陈志福, 徐小宇, 付小同, 郭泽, 周亚星, 杨帆. 电工装备低频电磁仿真中若干关键问题研究现状及趋势[J]. 高电压技术, 2024, 50(3): 905-923. DOI: 10.13336/j.1003-6520.hve.20240382
引用本文: 任卓翔, 闫帅, 陈志福, 徐小宇, 付小同, 郭泽, 周亚星, 杨帆. 电工装备低频电磁仿真中若干关键问题研究现状及趋势[J]. 高电压技术, 2024, 50(3): 905-923. DOI: 10.13336/j.1003-6520.hve.20240382
REN Zhuoxiang, YAN Shuai, CHEN Zhifu, XU Xiaoyu, FU Xiaotong, GUO Ze, ZHOU Yaxing, YANG Fan. State of the Art and Trend of Several Key Issues in Low Frequency Electromagnetic Simulation of Electrical Equipment[J]. High Voltage Engineering, 2024, 50(3): 905-923. DOI: 10.13336/j.1003-6520.hve.20240382
Citation: REN Zhuoxiang, YAN Shuai, CHEN Zhifu, XU Xiaoyu, FU Xiaotong, GUO Ze, ZHOU Yaxing, YANG Fan. State of the Art and Trend of Several Key Issues in Low Frequency Electromagnetic Simulation of Electrical Equipment[J]. High Voltage Engineering, 2024, 50(3): 905-923. DOI: 10.13336/j.1003-6520.hve.20240382

电工装备低频电磁仿真中若干关键问题研究现状及趋势

State of the Art and Trend of Several Key Issues in Low Frequency Electromagnetic Simulation of Electrical Equipment

  • 摘要: 低频电磁场仿真是电气装备智能化的基础核心技术。该文基于计算电磁学自20世纪60年代以来的发展历程,讨论了低频电磁场仿真中若干关键问题的发展现状,展望了当前数值仿真领域的发展趋势。首先,介绍了低频电磁场计算基本方程及数值离散方法;其次,对低频电磁场计算中材料建模的均一化、各向异性、磁滞模型等方面开展了分析和探讨;随后,针对空间多尺度、趋肤效应、开放边界以及变形与运动对低频电磁场仿真中网格和离散格式的特殊性进行了阐释,分析了当前电磁-力-热多物理耦合中的关键问题,介绍了数字孪生模型构建中基于物理模型和数据驱动的建模方法及近期工作;最后,对数值仿真在优化设计、人工智能、新一代仿真软件等方面的发展趋势进行了分析和展望。当前,多尺度多物理耦合建模仿真方法仍是电磁场计算领域的研究重点。传统数值仿真与新兴计算技术、人工智能的结合愈加紧密。智能制造和数字孪生等前沿需求下,电磁场计算面临高效迭代仿真和实时仿真的挑战,由物理模型和数据共同驱动的替代建模是解决这两方面挑战的重要手段。工业CAE仿真软件架构正在发生着深刻变革,迫切需要我国自主CAE仿真软件核心技术及应用生态的提升。

     

    Abstract: Low-frequency electromagnetic field simulation is the fundamental and key technology for the artificial intelligence of electrical equipment. Based on the development history of computational electromagnetics since the 1960s, this paper discusses the state of art of several key issues in low-frequency electromagnetic field simulation and looks forward to the current development trend in the field of numerical simulation. Firstly, the basic equations and numerical discretization methods of low-frequency electromagnetic field calculation are introduced. Secondly, the issues including homogenization, anisotropy and hysteresis model in material modelling are analyzed and discussed. Subsequently, the special characteristics of mesh and discrete format in low-frequency electromagnetic field simulation are explained from several aspects, such as multi-scale problem, skin effect, open boundary as well as deformation and motion; the current development trends of electromagnetic-thermal-structural multi-physics coupling are then analyzed; physical model-based and data-driven modelling approaches as well as recent work in digital twin model building are introduced. Finally, the development trend of numerical simulation in optimal design, digital twin, artificial intelligence and new generation of simulation software is analyzed and discussed. At present, multi-scale and multi-physics coupled modeling and simulation is still a focus of research in the field of electromagnetic field computation. The integration of the traditional numerical simulation with emerging computing technologies and artificial intelligence is becoming more and more significant. Under the cutting-edge needs of smart manufacturing and digital twins, electromagnetic field computation faces the challenges of efficient iterative simulation and real-time simulation. Physics and data-driven based surrogate modeling is a key technology to resolve the two issues. Industrial CAE simulation software architecture is undergoing a profound change, there is an urgent need to enhance the core technology and application ecology of China's self-developed CAE simulation software.

     

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