Rational designs of mechanical metamaterials: Formulations, architectures, tessellations and prospects

J Gao, X Cao, M Xiao, Z Yang, X Zhou, Y Li… - Materials Science and …, 2023 - Elsevier
Abstract Mechanical Metamaterials (MMs) are artificially designed structures with
extraordinary properties that are dependent on micro architectures and spatial tessellations …

Machine learning in manufacturing and industry 4.0 applications

R Rai, MK Tiwari, D Ivanov, A Dolgui - International Journal of …, 2021 - Taylor & Francis
The machine learning (ML) field has deeply impacted the manufacturing industry in the
context of the Industry 4.0 paradigm. The industry 4.0 paradigm encourages the usage of …

Machine intelligence in metamaterials design: a review

G Cerniauskas, H Sadia, P Alam - Oxford Open Materials …, 2024 - academic.oup.com
Abstract Machine intelligence continues to rise in popularity as an aid to the design and
discovery of novel metamaterials. The properties of metamaterials are essentially …

IH-GAN: A conditional generative model for implicit surface-based inverse design of cellular structures

J Wang, WW Chen, D Da, M Fuge, R Rai - Computer Methods in Applied …, 2022 - Elsevier
Variable-density cellular structures can overcome connectivity and manufacturability issues
of topologically optimized structures, particularly those represented as discrete density …

Exploring the structure-property relations of thin-walled, 2D extruded lattices using neural networks

J He, S Kushwaha, D Abueidda, I Jasiuk - Computers & Structures, 2023 - Elsevier
This paper investigates the structure–property relations of thin-walled lattices, characterized
by their cross-sections and heights, under dynamic longitudinal compression. These …

Band structure analysis of Green-Naghdi-based thermoelastic wave propagation in cylindrical phononic crystals with energy dissipation using a meshless collocation …

SM Hosseini, C Zhang - International Journal of Mechanical Sciences, 2021 - Elsevier
In this paper, a meshless collocation method based on the generalized finite difference
(GFD) method is employed for the band structure analysis of thermoelastic waves …

An intelligent design system for tailored metamaterial properties

J Cui, Y Wang, L Zhang, H Li - International Journal of Mechanical Sciences, 2024 - Elsevier
Metamaterials are widely studied for their ability to carry human designs and realize exotic,
specific physical properties. However, the existing metamaterial design methods are highly …

A classification of aperiodic architected cellular materials

IE Ramirez-Chavez, D Anderson, R Sharma, C Lee… - Designs, 2022 - mdpi.com
Architected cellular materials encompass a wide range of design and performance
possibilities. While there has been significant interest in periodic cellular materials, recent …

Two-scale topology optimization with isotropic and orthotropic microstructures

S Rastegarzadeh, J Wang, J Huang - Designs, 2022 - mdpi.com
Advances in additive manufacturing enable the fabrication of complex structures with
intricate geometric details, which bring opportunities for high-resolution structure design and …

[HTML][HTML] An automated design framework for composite mechanical metamaterials and its application to 2D pentamode materials

SE Rodriguez, EP Calius, A Khatibi, AC Orifici… - International Journal of …, 2024 - Elsevier
Until relatively recently most mechanical metamaterial classes being studied have been
composed of a single solid constituent phase and design has focused almost exclusively on …