网格空间映射电磁优化方法的加速策略研究进展OA
Progress on acceleration strategies for mesh space mapping-based electromagnetic optimization methods
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,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构建效率: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的"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,展示了其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.
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.
李沐甜;冯枫
天津大学微电子学院,天津 300072天津大学微电子学院,天津 300072
信息技术与安全科学
网格空间映射(MSM)结构简化网格变形电磁优化微波器件
mesh space mapping(MSM)structure simplificationmesh morphingelectromagnetic optimizationmicrowave components
《电波科学学报》 2026 (1)
73-78,6
国家自然科学基金(62331018)National Natural Science Foundation of China(62331018)
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