Investigating and exploiting the impact of variability in resonator parameters on the vibration attenuation in locally resonant metamaterials.

IF 4.3 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
L Van Belle, E Deckers, A Cicirello
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引用次数: 0

Abstract

Locally resonant metamaterials (LRMs) have recently emerged in the search for lightweight noise and vibration solutions. These materials have the ability to create stop bands, which arise from the sub-wavelength addition of identical resonators to a host structure and result in strong vibration attenuation. However, their manufacturing inevitably introduces variability such that the system as-manufactured often deviates significantly from the original as-designed. This can reduce attenuation performance, but may also broaden the attenuation band. This work focuses on the impact of variability within tolerance ranges in resonator properties on the vibration attenuation in metamaterial beams. Following a qualitative pre-study, two non-intrusive uncertainty propagation approaches are applied to find the upper and lower bounds of three performance metrics, by evaluating deterministic metamaterial models with uncertain parameters defined as interval variables. A global search approach is used and compared with a machine learning (ML)-based uncertainty propagation approach which significantly reduces the required number of simulations. Variability in resonator stiffnesses and masses is found to have the highest impact. Variability in the resonator positions only has a comparable impact for less deep sub-wavelength designs. The broadening potential of varying resonator properties is exploited in broadband optimization and the robustness of the optimized metamaterial is assessed.This article is part of the theme issue 'Current developments in elastic and acoustic metamaterials science (Part 2)'.

研究和利用谐振器参数变化对局部谐振超材料振动衰减的影响。
局部谐振超材料(LRM)最近在寻找轻量级噪声和振动解决方案的过程中崭露头角。这些材料能够产生阻带,阻带的产生是由于在主结构上增加了亚波长的相同谐振器,从而产生了很强的振动衰减。然而,这些材料在制造过程中不可避免地会产生变异,因此制造出来的系统往往与最初的设计有很大偏差。这会降低衰减性能,但也可能扩大衰减频带。这项研究的重点是谐振器特性公差范围内的变异性对超材料梁振动衰减的影响。在定性预研究之后,通过评估带有定义为区间变量的不确定参数的确定性超材料模型,采用两种非侵入式不确定性传播方法来找到三个性能指标的上下限。采用了全局搜索方法,并与基于机器学习(ML)的不确定性传播方法进行了比较,后者大大减少了所需的模拟次数。研究发现,谐振器刚度和质量的不确定性影响最大。谐振器位置的变化仅对深度较低的亚波长设计有类似影响。本文是 "弹性和声学超材料科学的最新发展(第 2 部分)"专题的一部分。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
9.30
自引率
2.00%
发文量
367
审稿时长
3 months
期刊介绍: Continuing its long history of influential scientific publishing, Philosophical Transactions A publishes high-quality theme issues on topics of current importance and general interest within the physical, mathematical and engineering sciences, guest-edited by leading authorities and comprising new research, reviews and opinions from prominent researchers.
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