网格空间映射电磁优化方法的加速策略研究进展

      Progress on acceleration strategies for mesh space mapping-based electromagnetic optimization methods

      • 摘要: 针对三维微波器件优化中粗模型构建复杂、响应不连续以及优化效率低的问题,本文综述了近年来多策略协同加速的网格空间映射(mesh space mapping, MSM)技术的发展思路。现有研究普遍以粗网格有限元模型为基础,通过三类关键策略提升粗模型效率:首先,利用结构锐化技术对圆角、螺钉等复杂边界进行近似简化,以降低网格数量与几何建模复杂度;其次,采用径向基函数网格变形方法,使粗模型在几何参数扰动下保持响应连续性与可导性;最后,结合灵敏度分析进行参数筛选,提取粗细模型之间的主要关联变量,从而压缩映射维度并减少训练样本量。基于上述策略体系,形成了“锐化-变形-筛选”一体化粗模型构建框架,已在四阶调谐腔体滤波器优化等典型案例中得到应用,展示了在保持优化精度前提下降低优化成本的潜力。该综述总结了不同策略在多调谐结构、高维参数空间以及响应离散性强等问题场景中的适用性,为构建自动化、低成本的电磁优化系统提供了方法参考与发展方向。

         

        Abstract: To address the challenges of complex coarse model construction, discontinuous responses, and low optimization efficiency in three-dimensional microwave device optimization, this paper reviews recent developments in multi-strategy accelerated mesh space mapping (MSM) techniques. Existing studies typically rely on coarse finite-element models and employ three key strategies to enhance modeling efficiency: firstly, sharp-feature approximation to simplify curved boundaries such as fillets and tuning screws and thereby reduce mesh density and geometric complexity; secondly, radial basis function-based mesh deformation to maintain response continuity and differentiability under geometric perturbations; finally, sensitivity-guided parameter screening to extract dominant correlated variables between coarse and fine models, thus reducing mapping dimensionality and training sample requirements. Building on these strategies, an integrated “sharpening-deformation-screening” framework for coarse-model construction has been established and applied in representative cases such as four-cavity tuned waveguide filters, demonstrating its potential for lowering optimization costs while maintaining accuracy. This review summarizes the applicability of these strategies in scenarios involving multi-resonant structures, high-dimensional parameter spaces, and strongly discrete responses, and provides methodological insights and future directions for developing automated and cost-effective electromagnetic optimization systems.

         

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