Data‐Driven Design for Metamaterials and Multiscale Systems: A Review

D Lee, W Chen, L Wang, YC Chan… - Advanced …, 2024 - Wiley Online Library
Metamaterials are artificial materials designed to exhibit effective material parameters that
go beyond those found in nature. Composed of unit cells with rich designability that are …

Intelligent on-demand design of phononic metamaterials

Y Jin, L He, Z Wen, B Mortazavi, H Guo, D Torrent… - …, 2022 - degruyter.com
With the growing interest in the field of artificial materials, more advanced and sophisticated
functionalities are required from phononic crystals and acoustic metamaterials. This implies …

Machine learning and deep learning in phononic crystals and metamaterials–A review

J Kennedy, CW Lim - Materials Today Communications, 2022 - Elsevier
Abstract Machine learning (ML), as a component of artificial intelligence, encourages
structural design exploration which leads to new technological advancements. By …

Sound-absorbing materials

S Huang, Y Li, J Zhu, DP Tsai - Physical Review Applied, 2023 - APS
Sound-absorbing materials (SAMs) have attracted significant interest for more than a century
owing to their rich physical properties and extensive potential in acoustic engineering. This …

Mechanical metamaterials

R Craster, S Guenneau, M Kadic… - Reports on Progress in …, 2023 - iopscience.iop.org
Mechanical metamaterials, also known as architected materials, are rationally designed
composites, aiming at elastic behaviors and effective mechanical properties beyond ('meta') …

[HTML][HTML] Inverse design of phononic meta-structured materials

HW Dong, C Shen, Z Liu, SD Zhao, Z Ren, CX Liu… - Materials Today, 2024 - Elsevier
Flexible manipulation of elastic and acoustic waves through phononic meta-structured
materials (PMSMs) has attracted a lot of attention in the last three decades and shows a …

Broadband coding metasurfaces with 2-bit manipulations

SD Zhao, HW Dong, XB Miao, YS Wang, C Zhang - Physical Review Applied, 2022 - APS
Due to their limited number of units but outstanding ability to control rather complex wave-
propagation phenomena, acoustic coding metasurfaces (ACMs) as two-dimensional …

Deep learning for the design of phononic crystals and elastic metamaterials

CX Liu, GL Yu - Journal of Computational Design and …, 2023 - academic.oup.com
The computer revolution coming by way of data provides an innovative approach for the
design of phononic crystals (PnCs) and elastic metamaterials (EMs). By establishing an …

[HTML][HTML] 力学超材料研究进展与减振降噪应用

尹剑飞, 蔡力, 方鑫, 肖勇, 杨海滨, 张弘佳, 钟杰… - 力学进展, 2022 - lxjz.cstam.org.cn
力学超材料是一类由人工微结构单元构筑的复合结构或复合材料, 具有天然材料所不具备的静
力学/动力学性能. 由于这些超常特性通常取决于微结构单元而非材料组分 …

Design of acoustic/elastic phase gradient metasurfaces: principles, functional elements, tunability, and coding

AL Chen, YS Wang, YF Wang… - Applied …, 2022 - asmedigitalcollection.asme.org
Acoustic/elastic metasurfaces as a kind of two-dimensional metamaterials are of
subwavelength thickness and show remarkable ability of acoustic/elastic wave …