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Multi-fidelity space mapping modeling of microwave devices with double coarse model processing and functional approximation

机译:具有双重粗糙模型处理和功能逼近的微波设备多保真空间映射建模

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Efficient space mapping (SM) modeling of microwave devices assuming a tight limit on the number of fine model evaluations is discussed. The proposed method exploits a two-stage modeling procedure. The standard space mapping surrogate enhanced by a functional approximation layer using coarse-mesh EM simulation data is created in the first stage. This surrogate model is then updated in the second stage through space-mapping-based matching to the fine-mesh EM simulation responses at a limited number of base locations (designs). It is demonstrated that the proposed approach improves modeling accuracy in comparison to the standard SM method with no extra fine model evaluations required to set up the model.
机译:讨论了对精细模型评估数量有严格限制的微波设备有效空间映射(SM)模型。所提出的方法利用了两阶段的建模过程。在第一阶段中创建了使用粗网格EM仿真数据通过功能近似层增强的标准空间映射替代。然后在第二阶段通过基于空间映射的匹配在有限数量的基本位置(设计)上对精细网格EM仿真响应进行更新来更新此替代模型。结果表明,与标准SM方法相比,该方法可提高建模精度,而无需额外的精细模型评估即可建立模型。

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