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Broadband Uncertainty Quantification with the FDTD Method and the Multi-Complex Step Derivative Approximation

机译:宽带不确定性用FDTD方法和多重复数逐步衍生近似量化

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This paper has a two-fold objective: first, to introduce a new method for the accurate computation of electromagnetic field derivatives, up to any order, with respect to the geometric and material parameters of an electromagnetic structure, via the Finite-Difference Time-Domain method; second, to leverage this method for performing sensitivity analysis, parametric modeling and uncertainty quantification in electromagnetic problems. The main idea is that the availability of high-order field derivatives enables a high-order Taylor expansion of any output function of interest with respect to design parameters around their nominal values. This expansion can then serve as an accurate surrogate model of the problem, extracted via full-wave analysis, yet suitable for fast uncertainty quantification and optimization studies.
机译:本文具有双重目标:首先,引入一种新的方法,用于精确计算电磁场衍生物,直到任何顺序,相对于电磁结构的几何和材料参数,通过有限差分时间 - 域方法;其次,利用这种方法进行敏感性分析,参数建模和电磁问题的不确定性量化。主要思想是,高阶场衍生物的可用性使得能够在其标称值周围的设计参数方面的任何输出功能的高阶泰勒扩展。然后,这种扩展可以作为问题的准确代理模型,通过全波分析提取,但适合快速的不确定性量化和优化研究。

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