Mechanical metamaterials and beyond

P Jiao, J Mueller, JR Raney, X Zheng… - Nature communications, 2023 - nature.com
Mechanical metamaterials enable the creation of structural materials with unprecedented
mechanical properties. However, thus far, research on mechanical metamaterials has …

Recent progress in gradient-structured metals and alloys

W Ji, R Zhou, P Vivegananthan, MS Wu, H Gao… - Progress in Materials …, 2023 - Elsevier
Gradient structures found in biological materials have served as a source of inspiration for
scientists seeking to enhance the performance of metals and alloys over the past decades …

Machine learning aided design and optimization of thermal metamaterials

C Zhu, EA Bamidele, X Shen, G Zhu, B Li - Chemical Reviews, 2024 - ACS Publications
Artificial Intelligence (AI) has advanced material research that were previously intractable,
for example, the machine learning (ML) has been able to predict some unprecedented …

Hierarchical re-entrant honeycomb metamaterial for energy absorption and vibration insulation

N Ma, Q Han, S Han, C Li - International Journal of Mechanical Sciences, 2023 - Elsevier
A novel hierarchical re-entrant honeycomb metamaterial is proposed by integrating the re-
entrant honeycomb (RH) with square unit cell and named as square re-entrant honeycomb …

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 …

Inverse Design of Energy‐Absorbing Metamaterials by Topology Optimization

Q Zeng, S Duan, Z Zhao, P Wang, H Lei - Advanced Science, 2023 - Wiley Online Library
Compared with the forward design method through the control of geometric parameters and
material types, the inverse design method based on the target stress‐strain curve is helpful …

Recent advances and future trends in processing methods and characterization technologies of aluminum foam composite structures: A review

C Ji, H Huang, T Wang, Q Huang - Journal of Manufacturing Processes, 2023 - Elsevier
Aluminum foam composite structures, represented by sandwich plates and filled tubes,
process remarkable light-weight and energy absorption characteristics, which have …

Design and compression-induced bandgap evolution of novel polygonal negative stiffness metamaterials

T Jiang, Q Han, C Li - International Journal of Mechanical Sciences, 2024 - Elsevier
The paper proposes a novel polygonal negative stiffness (NS) metamaterial composed of
folded beams and stiffening walls, which exhibits excellent performance in attenuating …

Artificial neural networks for inverse design of a semi-auxetic metamaterial

M Mohammadnejad, A Montazeri, E Bahmanpour… - Thin-Walled …, 2024 - Elsevier
This study introduces an artificial neural network approach for the inverse design of a novel
semi-auxetic mechanical metamaterial to achieve a specified stress-strain curve and/or …

Inverse design of 3D cellular materials with physics-guided machine learning

M Abu-Mualla, J Huang - Materials & Design, 2023 - Elsevier
This paper investigates the feasibility of data-driven methods in automating the engineering
design process, specifically studying inverse design of cellular mechanical metamaterials …