基于梯度优化的声学超材料设计

Feruza A. Amirkulova, A. Norris
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引用次数: 0

摘要

我们推导了总散射截面(TSCS)随一组圆柱形散射体位置的梯度公式。提供梯度的解析形式,与优化算法和并行计算相结合,增强了建模能力。这减少了函数调用的次数和收敛所需的时间,并提高了大规模优化问题的解决精度,特别是在高频和大量散射体的情况下。作为该方法的应用,我们设计了基于梯度最小化TSCS的声学超材料结构,用于一组圆柱形障碍物,通过逐步重新定位它们,使它们最终成为有效的隐形装置。通过水中硬圆柱体簇的实例说明了该方法。在Matlab上使用并行优化算法和多启动优化求解器进行了计算,并提供了TSCS的梯度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Design of Acoustic Metamaterials Using Gradient Based Optimization
We derive formulas for the gradients of the total scattering cross section (TSCS) with respect to positions of a set of cylindrical scatterers. Providing the analytic form of gradients enhances modeling capability when combined with optimization algorithms and parallel computing. This results in reducing number of function calls and time needed to converge, and improving solution accuracy for large scale optimization problems especially at high frequencies and with a large number of scatterers. As application of the method we design acoustic metamaterial structure based on a gradient-based minimization of TSCS for a set of cylindrical obstacles by incrementally re-positioning them so that they eventually act as an effective cloaking device. The method is illustrated through examples for clusters of hard cylinders in water. Computations are performed on Matlab using parallel optimization algorithms and a multistart optimization solver, and supplying the gradient of TSCS.
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