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 …

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 …

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 …

[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 …

Wave manipulation in intelligent metamaterials: recent progress and prospects

B Wu, W Jiang, J Jiang, Z Zhao, Y Tang… - Advanced Functional …, 2024 - Wiley Online Library
Metamaterials (MMs), which include phononic crystals (PCs) as a particular type, exhibit
anomalous wave propagation properties through artificial design of topologies or lattice …

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 …

Acoustic and mechanical metamaterials for energy harvesting and self-powered sensing applications

G Lee, SJ Lee, J Rho, M Kim - Materials Today Energy, 2023 - Elsevier
Metamaterials are artificially engineered structures that exhibit extraordinary properties
beyond the constituent materials, making them attractive for various applications in optics …

Recent progress in acoustic metamaterials and active piezoelectric acoustic metamaterials-a review

G Ji, J Huber - Applied Materials Today, 2022 - Elsevier
Acoustic metamaterials, structured to produce anomalous reflection and refraction indices
that are not found in conventional materials, are gaining prominence in engineering …

Intelligent on-demand design of phononic metamaterials

Y **, L He, Z Wen, B Mortazavi, H Guo, D Torrent… - …, 2022 - degruyter.com
With the growing interest in the field of artificial materials, more advanced and sophisticated
functionalities are required from phononic crystals and acoustic metamaterials. This implies …

[HTML][HTML] Emerging artificial intelligence in piezoelectric and triboelectric nanogenerators

P Jiao - Nano Energy, 2021 - Elsevier
Piezoelectric nanogenerators (PENG) and triboelectric nanogenerators (TENG) have
opened an exciting venue to sustainably harvest electrical energy from the environments …