[HTML][HTML] Big data, machine learning, and digital twin assisted additive manufacturing: A review
Additive manufacturing (AM) has undergone significant development over the past decades,
resulting in vast amounts of data that carry valuable information. Numerous research studies …
resulting in vast amounts of data that carry valuable information. Numerous research studies …
Data‐Driven Design for Metamaterials and Multiscale Systems: A Review
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 …
go beyond those found in nature. Composed of unit cells with rich designability that are …
Unifying the design space and optimizing linear and nonlinear truss metamaterials by generative modeling
The rise of machine learning has fueled the discovery of new materials and, especially,
metamaterials—truss lattices being their most prominent class. While their tailorable …
metamaterials—truss lattices being their most prominent class. While their tailorable …
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 …
From photonic crystals to seismic metamaterials: A review via phononic crystals and acoustic metamaterials
The advancement in electromagnetic metamaterials, which commenced three decades ago,
experienced a rapid transformation into acoustic and elastic systems in the forms of …
experienced a rapid transformation into acoustic and elastic systems in the forms of …
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 …
[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 …
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 …
design of phononic crystals (PnCs) and elastic metamaterials (EMs). By establishing an …
Recent Advancements in Design Optimization of Lattice‐Structured Materials
Metamaterials, also known as lattice‐structured materials, imitate the multifunctionality of
natural architects as tailoring their physical properties is associated with manipulating their …
natural architects as tailoring their physical properties is associated with manipulating their …
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 …