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 …

Current and future trends in topology optimization for additive manufacturing

J Liu, AT Gaynor, S Chen, Z Kang, K Suresh… - Structural and …, 2018 - Springer
Manufacturing-oriented topology optimization has been extensively studied the past two
decades, in particular for the conventional manufacturing methods, for example, machining …

Unifying the design space and optimizing linear and nonlinear truss metamaterials by generative modeling

L Zheng, K Karapiperis, S Kumar… - Nature …, 2023 - nature.com
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 …

Inverting the structure–property map of truss metamaterials by deep learning

JH Bastek, S Kumar, B Telgen, RN Glaesener… - Proceedings of the …, 2022 - pnas.org
Inspired by crystallography, the periodic assembly of trusses into architected materials has
enjoyed popularity for more than a decade and produced countless cellular structures with …

Growth rules for irregular architected materials with programmable properties

K Liu, R Sun, C Daraio - Science, 2022 - science.org
Biomaterials display microstructures that are geometrically irregular and functionally
efficient. Understanding the role of irregularity in determining material properties offers a …

Deep generative modeling for mechanistic-based learning and design of metamaterial systems

L Wang, YC Chan, F Ahmed, Z Liu, P Zhu… - Computer Methods in …, 2020 - Elsevier
Metamaterials are emerging as a new paradigmatic material system to render
unprecedented and tailorable properties for a wide variety of engineering applications …

Three decades of auxetics research− materials with negative Poisson's ratio: a review

KK Saxena, R Das, EP Calius - Advanced Engineering …, 2016 - Wiley Online Library
Material properties can be tailored through modification of their geometry or architecture.
With this concept, a lot of smart materials, metamaterials, and smart structures have been …

Infill optimization for additive manufacturing—approaching bone-like porous structures

J Wu, N Aage, R Westermann… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
Porous structures such as trabecular bone are widely seen in nature. These structures are
lightweight and exhibit strong mechanical properties. In this paper, we present a method to …

3D printing technology of polymer-fiber composites in textile and fashion industry: A potential roadmap of concept to consumer

S Chakraborty, MC Biswas - Composite Structures, 2020 - Elsevier
Abstract Three-dimensional printing (3DP) technology has gained an increased popularity in
making prototypes in all types of manufacturing industries including automotive, healthcare …

[HTML][HTML] Data-driven topology optimization of spinodoid metamaterials with seamlessly tunable anisotropy

L Zheng, S Kumar, DM Kochmann - Computer Methods in Applied …, 2021 - Elsevier
We present a two-scale topology optimization framework for the design of macroscopic
bodies with an optimized elastic response, which is achieved by means of a spatially-variant …