Tailoring structure‐borne sound through bandgap engineering in phononic crystals and metamaterials: a comprehensive review
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 …
states can exist. This concept was extended to classical waves, spawning the entire fields of …
Intelligent on-demand design of phononic metamaterials
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 …
functionalities are required from phononic crystals and acoustic metamaterials. This implies …
Machine learning and deep learning in phononic crystals and metamaterials–A review
Abstract Machine learning (ML), as a component of artificial intelligence, encourages
structural design exploration which leads to new technological advancements. By …
structural design exploration which leads to new technological advancements. By …
Mechanical metamaterials
Mechanical metamaterials, also known as architected materials, are rationally designed
composites, aiming at elastic behaviors and effective mechanical properties beyond ('meta') …
composites, aiming at elastic behaviors and effective mechanical properties beyond ('meta') …
Electromagnetically unclonable functions generated by non-Hermitian absorber-emitter
Physically unclonable functions (PUFs) are a class of hardware-specific security primitives
based on secret keys extracted from integrated circuits, which can protect important …
based on secret keys extracted from integrated circuits, which can protect important …
[HTML][HTML] Inverse design of phononic meta-structured materials
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 …
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
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 …
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
Inversely designing and optimizing topological structures of phononic crystals that dominate
extraordinary wave characteristics has become a research hotspot. In this study, a joint …
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
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 …
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
Electromagnetic resonance is the most important distinguishing property of metamaterials to
examine many unusual phenomena. The resonant response of metamaterials can depend …
examine many unusual phenomena. The resonant response of metamaterials can depend …