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 mechanical metamaterials

K Bertoldi, V Vitelli, J Christensen… - Nature Reviews …, 2017 - nature.com
Mechanical metamaterials exhibit properties and functionalities that cannot be realized in
conventional materials. Originally, the field focused on achieving unusual (zero or negative) …

Inverse design of mechanical metamaterials with target nonlinear response via a neural accelerated evolution strategy

B Deng, A Zareei, X Ding, JC Weaver… - Advanced …, 2022 - Wiley Online Library
Materials with target nonlinear mechanical response can support the design of innovative
soft robots, wearable devices, footwear, and energy‐absorbing systems, yet it is challenging …

Auxetic metamaterials and structures: a review

X Ren, R Das, P Tran, TD Ngo… - Smart materials and …, 2018 - iopscience.iop.org
Materials and structures with negative Poisson's ratio exhibit a counter-intuitive behaviour.
Under uniaxial compression (tension), these materials and structures contract (expand) …

Mechanical metamaterials associated with stiffness, rigidity and compressibility: A brief review

X Yu, J Zhou, H Liang, Z Jiang, L Wu - Progress in Materials Science, 2018 - Elsevier
Mechanical metamaterials are man-made structures with counterintuitive mechanical
properties that originate in the geometry of their unit cell instead of the properties of each …

Machine learning-enabled constrained multi-objective design of architected materials

B Peng, Y Wei, Y Qin, J Dai, Y Li, A Liu, Y Tian… - Nature …, 2023 - nature.com
Architected materials that consist of multiple subelements arranged in particular orders can
demonstrate a much broader range of properties than their constituent materials. However …

Controlling sound with acoustic metamaterials

SA Cummer, J Christensen, A Alù - Nature Reviews Materials, 2016 - nature.com
Acoustic metamaterials can manipulate and control sound waves in ways that are not
possible in conventional materials. Metamaterials with zero, or even negative, refractive …

Mechanical performance of additively manufactured meta-biomaterials

AA Zadpoor - Acta biomaterialia, 2019 - Elsevier
Abstract Additive manufacturing (AM)(= 3D printing) and rational design techniques have
enabled development of meta-biomaterials with unprecedented combinations of …

Additive manufacturing of metallic components by selective electron beam melting—a review

C Körner - International Materials Reviews, 2016 - Taylor & Francis
Selective electron beam melting (SEBM) belongs to the additive manufacturing technologies
which are believed to revolutionise future industrial production. Starting from computer …

3D Printed Auxetic Structure‐Assisted Piezoelectric Energy Harvesting and Sensing

X Zhou, K Parida, J Chen, J Xiong… - Advanced Energy …, 2023 - Wiley Online Library
The fast development of wearable electronic systems requires a sustainable energy source
that can harvest energy from the ambient environment and does not require frequent …