基于遗传算法的空间弯曲声学超表面多目标优化

Xiaozhen Huang, Min Yang, Xu Peng, Xiaoyao Zhao, Min Chen, Xiaomei Xie
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引用次数: 0

摘要

近年来,具有良好低频吸声性能的人造声学超表面受到了广泛的关注,并提出了不同的超结构表面。合理的结构尺寸设计通常是实现更好的吸声性能的必要条件,但确定理想的尺寸是一项具有挑战性的任务。本文提出了一种快速找到满足给定吸声系数和结构厚度的合适超表面尺寸的方法。我们首先研究了吸收系数对结构参数的敏感性。在灵敏度排序结果的基础上,进一步分析了结构参数对吸收系数的影响。最后,在结构设计中引入非支配排序遗传算法- ii (NSGA-II),在规定的频率范围和吸收系数下构建满足给定指标要求的超表面结构,进行宽带吸声超表面的结构优化设计。
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Multi-objective optimization of Spatial Curved Acoustic Metasurface by Genetic Algorithm
Artificial acoustic metasurfaces with good low-frequency sound absorption properties have received extensive attention in the past few years, and different superstructure surfaces have been proposed. Reasonable structural size design is typically necessary for achieving better sound absorption performance in structures, but identifying the ideal size can be a challenging task. this paper suggests an approach to quickly find the appropriate size of the metasurface that meets the given sound absorption coefficient and structural thickness. We first studied the sensitivity of the absorption coefficient to the structural parameters. Based on the sensitivity ranking results, we further analyzed the influence of these structural parameters on the absorption coefficient. Finally, by introducing the Non-Dominated Sorted Genetic Algorithm-II(NSGA-II) in the structural design, the metasurface structure that meet the requirements of a given index can be constructed in the specified frequency range and absorption coefficient, and the structural optimization design of the broadband sound absorption metasurface can be carried out.
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