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A Fast Finite-Element-Based Field Optimizer Using Analytically Calculated Gradients

机译:使用解析计算梯度的基于有限元的快速场优化器

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摘要

A novel and efficient gradient-based optimization technique for the finite-element method (FEM) is described. In contrast to the standard approach in which finite differences are used to determine the gradient of a cost function, the new technique calculates the gradient analytically. This offers many advantages, among which the most prominent ones are: only a single FEM analysis is necessary to find the gradient and no mesh readjustment is required. Thus, computer resources like memory and CPU time are reduced significantly. The analytically calculated gradient is exact and singularities (as in the finite-difference technique) are eliminated.
机译:该文介绍了一种基于梯度的有限元法(FEM)的高效优化技术。与使用有限差值确定成本函数梯度的标准方法相比,新技术以分析方式计算梯度。这提供了许多优点,其中最突出的优点是:只需进行一次有限元分析即可找到梯度,并且不需要重新调整网格。因此,内存和 CPU 时间等计算机资源显着减少。分析计算的梯度是精确的,并且消除了奇点(如有限差分技术)。

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