Deep learning in mechanical metamaterials: from prediction and generation to inverse design

X Zheng, X Zhang, TT Chen, I Watanabe - Advanced Materials, 2023 - Wiley Online Library
Mechanical metamaterials are meticulously designed structures with exceptional
mechanical properties determined by their microstructures and constituent materials …

[HTML][HTML] Advances in 3D/4D printing of mechanical metamaterials: From manufacturing to applications

X Zhou, L Ren, Z Song, G Li, J Zhang, B Li, Q Wu… - Composites Part B …, 2023 - Elsevier
Mechanical metamaterials are a class of functional materials with designability and
extraordinary mechanical properties. Due to the manufacturing limitation of traditional …

Multifunctional organohydrogel with ultralow‐hysteresis, ultrafast‐response, and whole‐strain‐range linearity for self‐powered sensors

J Zou, X **g, Z Chen, SJ Wang, XS Hu… - Advanced Functional …, 2023 - Wiley Online Library
The conductive hydrogels always suffered from high internal friction, large hysteresis, and
low capability of accurately predicting physical deformation, which seriously restricted their …

Advances in wearable strain sensors based on electrospun fibers

Z Gao, X **ao, AD Carlo, J Yin, Y Wang… - Advanced Functional …, 2023 - Wiley Online Library
Wearable strain sensors with the ability of detecting physiological activities play an important
role in personalized healthcare. Electrospun fibers have become a popular building block …

Flexible metamaterial electronics

S Jiang, X Liu, J Liu, D Ye, Y Duan, K Li… - Advanced …, 2022 - Wiley Online Library
Over the last decade, extensive efforts have been made on utilizing advanced materials and
structures to improve the properties and functionalities of flexible electronics. While the …

Auxetic mechanical metamaterials: from soft to stiff

X Li, W Peng, W Wu, J **ong, Y Lu - International Journal of …, 2023 - iopscience.iop.org
Auxetic mechanical metamaterials are artificially architected materials that possess negative
Poisson's ratio, demonstrating transversal contracting deformation under external vertical …

Stretchable electronics based on PDMS substrates

D Qi, K Zhang, G Tian, B Jiang, Y Huang - Advanced Materials, 2021 - Wiley Online Library
Stretchable electronics, which can retain their functions under stretching, have attracted
great interest in recent decades. Elastic substrates, which bear the applied strain and …

Topographic design in wearable MXene sensors with in-sensor machine learning for full-body avatar reconstruction

H Yang, J Li, X **ao, J Wang, Y Li, K Li, Z Li… - Nature …, 2022 - nature.com
Wearable strain sensors that detect joint/muscle strain changes become prevalent at human–
machine interfaces for full-body motion monitoring. However, most wearable devices cannot …

Bioinspired, omnidirectional, and hypersensitive flexible strain sensors

L Liu, S Niu, J Zhang, Z Mu, J Li, B Li… - Advanced …, 2022 - Wiley Online Library
Sensors are widely used in various fields, among which flexible strain sensors that can
sense minuscule mechanical signals and are easy to adapt to many irregular surfaces are …

Artificial skin perception

M Wang, Y Luo, T Wang, C Wan, L Pan… - Advanced …, 2021 - Wiley Online Library
Skin is the largest organ, with the functionalities of protection, regulation, and sensation. The
emulation of human skin via flexible and stretchable electronics gives rise to electronic skin …