[HTML][HTML] Programmable multi-physical mechanics of mechanical metamaterials

P Sinha, T Mukhopadhyay - Materials Science and Engineering: R: Reports, 2023 - Elsevier
Mechanical metamaterials are engineered materials with unconventional mechanical
behavior that originates from artificially programmed microstructures along with intrinsic …

Emerging topics in nanophononics and elastic, acoustic, and mechanical metamaterials: an overview

AO Krushynska, D Torrent, AM Aragón, R Ardito… - …, 2023 - degruyter.com
This broad review summarizes recent advances and “hot” research topics in nanophononics
and elastic, acoustic, and mechanical metamaterials based on results presented by the …

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 …

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 …

Tailoring Stress–Strain Curves of Flexible Snapping Mechanical Metamaterial for On‐Demand Mechanical Responses via Data‐Driven Inverse Design

Z Chai, Z Zong, H Yong, X Ke, J Zhu, H Ding… - Advanced …, 2024 - Wiley Online Library
By incorporating soft materials into the architecture, flexible mechanical metamaterials
enable promising applications, eg, energy modulation, and shape morphing, with a well …

Process-structure multi-objective inverse optimisation for additive manufacturing of lattice structures using a physics-enhanced data-driven method

K Shi, D Gu, H Liu, Y Chen, K Lin - Virtual and Physical Prototyping, 2023 - Taylor & Francis
Additive manufacturing (AM) has become a practical solution for fabricating lightweight and
high-strength metallic lattice structures. The inverse optimisation of process-structure …

Deep Learning for Size‐Agnostic Inverse Design of Random‐Network 3D Printed Mechanical Metamaterials

H Pahlavani, K Tsifoutis‐Kazolis… - Advanced …, 2024 - Wiley Online Library
Practical applications of mechanical metamaterials often involve solving inverse problems
aimed at finding microarchitectures that give rise to certain properties. The limited resolution …

[HTML][HTML] Design, material, function, and fabrication of metamaterials

AA Zadpoor, MJ Mirzaali, L Valdevit, JB Hopkins - APL Materials, 2023 - pubs.aip.org
Metamaterials are engineered materials with unusual, unique properties and advanced
functionalities that are a direct consequence of their microarchitecture. While initial …

Artificial intelligence in the design of innovative metamaterials: A comprehensive review

JH Song, JH Lee, N Kim, K Min - International Journal of Precision …, 2024 - Springer
Artificial intelligence-based algorithms are becoming essential tools in materials science-
related fields because of their excellent functionality in reflecting physics in the training …

Auxeticity as a mechanobiological tool to create meta-biomaterials

E Yarali, AA Zadpoor, U Staufer, A Accardo… - ACS Applied Bio …, 2023 - ACS Publications
Mechanical and morphological design parameters, such as stiffness or porosity, play
important roles in creating orthopedic implants and bone substitutes. However, we have only …