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 …

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

J Gao, X Cao, M **ao, 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 …

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 …

A comprehensive review of isogeometric topology optimization: methods, applications and prospects

J Gao, M **ao, Y Zhang, L Gao - Chinese Journal of Mechanical …, 2020 - Springer
Topology Optimization (TO) is a powerful numerical technique to determine the optimal
material layout in a design domain, which has accepted considerable developments in …

Maximizing natural frequencies of inhomogeneous cellular structures by Kriging-assisted multiscale topology optimization

Y Zhang, L Gao, M **ao - Computers & Structures, 2020 - Elsevier
This paper proposes a Kriging-assisted multiscale topology optimization method for
maximizing natural frequencies of inhomogeneous cellular structures, where spatially …

Evolutionary topology optimization for mechanical metamaterials with auxetic property

Y Zheng, Y Wang, X Lu, Z Liao, J Qu - International Journal of Mechanical …, 2020 - Elsevier
Mechanical metamaterials with auxetic property have attracted a lot of attention in both the
computational intelligence and engineering applications. However, the works relate to the …

[HTML][HTML] A multiscale topological design method of geometrically asymmetric porous sandwich structures for minimizing dynamic compliance

Y Zhang, L Zhang, Z Ding, L Gao, M **ao, WH Liao - Materials & Design, 2022 - Elsevier
Compared with conventional sandwich structures with two identical face sheets,
geometrically asymmetric porous sandwich structures (GAPSSs) can achieve better dynamic …

Concurrent topology optimization of multiscale structure under uncertain dynamic loads

J Cai, L Huang, H Wu, L Yin - International Journal of Mechanical Sciences, 2023 - Elsevier
This study proposes a robust concurrent topology optimization method with considering
dynamic load uncertainty for the design of structures composed of periodic microstructures …

A novel lattice structure topology optimization method with extreme anisotropic lattice properties

C Zhang, J Liu, Z Yuan, S Xu, B Zou… - Journal of …, 2021 - academic.oup.com
This research presents a lattice structure topology optimization (LSTO) method that
significantly expands the design space by creating a novel candidate lattice that assesses …

Spatial-varying multi-phase infill design using density-based topology optimization

H Li, L Gao, H Li, H Tong - Computer Methods in Applied Mechanics and …, 2020 - Elsevier
Porous infill structures have been widely studied and used in additive manufacturing
because of their lightweight and excellent mechanical properties. However, without …