Tailoring structure‐borne sound through bandgap engineering in phononic crystals and metamaterials: a comprehensive review

M Oudich, NJRK Gerard, Y Deng… - Advanced Functional …, 2023 - Wiley Online Library
In solid state physics, a bandgap (BG) refers to a range of energies where no electronic
states can exist. This concept was extended to classical waves, spawning the entire fields of …

Intelligent on-demand design of phononic metamaterials

Y **, 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 …

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') …

Electromagnetically unclonable functions generated by non-Hermitian absorber-emitter

M Yang, Z Ye, H Pan, M Farhat, AE Cetin, PY Chen - Science Advances, 2023 - science.org
Physically unclonable functions (PUFs) are a class of hardware-specific security primitives
based on secret keys extracted from integrated circuits, which can protect important …

[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 …

Ultrathin acoustic absorbing metasurface based on deep learning approach

K Donda, Y Zhu, A Merkel, SW Fan, L Cao… - Smart Materials and …, 2021 - iopscience.iop.org
Acoustic metasurface has become one of the most promising platforms for manipulating
acoustic waves with the advantage of ultra-thin geometry. The conventional design method …

Inverse design of phononic crystals for anticipated wave propagation by integrating deep learning and semi-analytical approach

S Han, Q Han, T Jiang, C Li - Acta Mechanica, 2023 - Springer
Inversely designing and optimizing topological structures of phononic crystals that dominate
extraordinary wave characteristics has become a research hotspot. In this study, a joint …

Deep learning approach for designing acoustic absorbing metasurfaces with high degrees of freedom

K Donda, Y Zhu, A Merkel, S Wan, B Assouar - Extreme Mechanics Letters, 2022 - Elsevier
The advent of the acoustic metasurfaces offered an unprecedented expansion of our ability
to manipulate and structure sound waves for many exotic functionalities. However, the …

The prediction of chiral metamaterial resonance using convolutional neural networks and conventional machine learning algorithms

A Ural, ZH Kilimci - … of Computational and Experimental Science and …, 2021 - dergipark.org.tr
Electromagnetic resonance is the most important distinguishing property of metamaterials to
examine many unusual phenomena. The resonant response of metamaterials can depend …