[HTML][HTML] A review of artificial neural networks in the constitutive modeling of composite materials

X Liu, S Tian, F Tao, W Yu - Composites Part B: Engineering, 2021 - Elsevier
Abstract Machine learning models are increasingly used in many engineering fields thanks
to the widespread digital data, growing computing power, and advanced algorithms. The …

Perspectives for multiphase mechanical metamaterials

Y Chen, YW Mai, L Ye - Materials Science and Engineering: R: Reports, 2023 - Elsevier
Mechanical metamaterials have been attracting increasing attention for a wide range of
industrial applications, such as energy storage, biomedical, sensors, robotics, etc., owing to …

[HTML][HTML] A novel gradient negative stiffness honeycomb for recoverable energy absorption

S Chen, X Tan, J Hu, S Zhu, B Wang, L Wang… - Composites Part B …, 2021 - Elsevier
This paper designs a novel reusable gradient negative stiffness (GNS) honeycomb structure
and focuses on investigating its energy absorption (EA). Contrary to classical normal …

Real-time tunable negative stiffness mechanical metamaterial

X Tan, S Chen, B Wang, J Tang, L Wang, S Zhu… - Extreme Mechanics …, 2020 - Elsevier
Real-time tunable mechanical metamaterial is an emerging field attracting great attention. It
enables a wide range of mechanical properties but is hard to design and fabricate due to its …

Parameter optimization of bidirectional re-entrant auxetic honeycomb metamaterial based on genetic algorithm

L Wang, HT Liu - Composite Structures, 2021 - Elsevier
In this work, we design and test a parameter optimization method by Python script to meet
the urgent demand for lightweight honeycomb metamaterial. The method mainly focuses on …

SMP-based chiral auxetic mechanical metamaterial with tunable bandgap function

YL Wei, QS Yang, R Tao - International Journal of Mechanical Sciences, 2021 - Elsevier
Artificial designed metamaterials have attracted widespread attention because of its unique
lattice structure and special physical properties. In this work, a chiral auxetic metamaterial …

[HTML][HTML] 4D printing of recoverable buckling-induced architected iron-based shape memory alloys

A Jafarabadi, I Ferretto, M Mohri, C Leinenbach… - Materials & Design, 2023 - Elsevier
Architected materials exhibit extraordinary properties in comparison with conventional
materials and structures, resulting in additional functionality and efficiency by engineering …

[HTML][HTML] Novel multifunctional negative stiffness mechanical metamaterial structure: tailored functions of multi-stable and compressive mono-stable

B Chen, L Chen, B Du, H Liu, W Li, D Fang - Composites Part B …, 2021 - Elsevier
Negative stiffness (NS) mechanical metamaterials have excellent application prospect in a
broad range of fields such as energy trapping, repeated energy absorption and so on …

An energy dissipation metamaterial based on Coulomb friction and vibration

W Lv, P Yu, D Li - International Journal of Mechanical Sciences, 2024 - Elsevier
Compared with traditional energy dissipation structures, negative stiffness metamaterials
can repeatedly dissipate energy without incurring irreversible plastic deformation. The …

[HTML][HTML] Programmable and multistable metamaterials made of precisely tailored bistable cells

K Liang, Y Wang, Y Luo, A Takezawa, X Zhang… - Materials & Design, 2023 - Elsevier
This study proposes a systematic inverse design framework for constructing multistable
mechanical metamaterials with programmable gradients. Herein, we designed the tailored …