[HTML][HTML] 3D printing of active mechanical metamaterials: A critical review

MY Khalid, ZU Arif, A Tariq, M Hossain, R Umer… - Materials & Design, 2024 - Elsevier
The emergence of mechanical metamaterials from 4D printing has paved the way for
develo** advanced hierarchical structures with superior multifunctionalities. In particular …

Hybrid mechanical metamaterials: advances of multi-functional mechanical metamaterials with simultaneous static and dynamic properties

ACA Vasconcelos, D Schott, J Jovanova - Heliyon, 2025 - cell.com
Mechanical metamaterials are architected structures with unique functionalities, such as
negative Poisson's ratio and negative stiffness, which are widely employed for absorbing …

[HTML][HTML] Inverse design of microstructures using conditional continuous normalizing flows

H Mirzaee, S Kamrava - Acta Materialia, 2025 - Elsevier
Inverse design is a classical mathematical challenge found in various fields, including
materials science, where it is essential for property-driven microstructure design. This …

Gravity-guided snap** sequence in 3D modular multistable metamaterials

JJ Mao, Z Wei, LL Ke - International Journal of Mechanical Sciences, 2025 - Elsevier
The snap** sequence of multistable metamaterials is critical for their applications in
elastic wave control and energy release. Despite being a fundamental property, the effect of …

A well-posed and microstructure-emerged homogenization method for nonlocal metamaterial truss

Y Jiao, L Li - Mechanics of Advanced Materials and Structures, 2024 - Taylor & Francis
The classical multiscale homogenization methods can only take into account the pure
microstructural effect, resulting in the inability to accurately capture the nonlocal interactions …

Beyond Order: Perspectives on Leveraging Machine Learning for Disordered Materials

H Yazdani Sarvestani, S Nadigotti… - Advanced …, 2025 - Wiley Online Library
Disordered structures, characterized by their lack of periodicity, present significant
challenges in fields such as materials science and biology. Conventional methods often fall …

High‐dimensional Bayesian optimization for metamaterial design

Z Tian, Y Yang, S Zhou, T Zhou, K Deng… - Materials Genome …, 2024 - Wiley Online Library
Metamaterial design, encompassing both microstructure topology selection and geometric
parameter optimization, constitutes a high‐dimensional optimization problem, with …

Inverse Design of Mechanical Metamaterials Using a Point-Cloud-Based Deep Generative Model

S Hong, K Kim, W Jung, W Kim, N Kim… - ar** advanced hierarchical structures with superior multifunctionalities. In particular …