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 …

Responsive materials architected in space and time

X **a, CM Spadaccini, JR Greer - Nature Reviews Materials, 2022 - nature.com
Rationally designed architected materials have attained previously untapped territories in
materials property space. The properties and behaviours of architected materials need not …

Hydrogel muscles powering reconfigurable micro-metastructures with wide-spectrum programmability

M Zhang, A Pal, Z Zheng, G Gardi, E Yildiz, M Sitti - Nature materials, 2023 - nature.com
Stimuli-responsive geometric transformations endow metamaterials with dynamic properties
and functionalities. However, using existing transformation mechanisms to program a single …

Mechanical computing

H Yasuda, PR Buskohl, A Gillman, TD Murphey… - Nature, 2021 - nature.com
Mechanical mechanisms have been used to process information for millennia, with famous
examples ranging from the Antikythera mechanism of the Ancient Greeks to the analytical …

Towards enduring autonomous robots via embodied energy

CA Aubin, B Gorissen, E Milana, PR Buskohl… - Nature, 2022 - nature.com
Autonomous robots comprise actuation, energy, sensory and control systems built from
materials and structures that are not necessarily designed and integrated for …

Mechanical integrated circuit materials

C El Helou, B Grossmann, CE Tabor, PR Buskohl… - Nature, 2022 - nature.com
Recent developments in autonomous engineered matter have introduced the ability for
intelligent materials to process environmental stimuli and functionally adapt,,–. To formulate …

Origami-based integration of robots that sense, decide, and respond

W Yan, S Li, M Deguchi, Z Zheng, D Rus… - Nature …, 2023 - nature.com
Origami-inspired engineering has enabled intelligent materials and structures to process
and react to environmental stimuli. However, it is challenging to achieve complete sense …

The design, manufacture and application of multistable mechanical metamaterials-a state-of-the-art review

R Xu, C Chen, J Sun, Y He, X Li, MH Lu… - International Journal of …, 2023 - iopscience.iop.org
Multistable mechanical metamaterials are a type of mechanical metamaterials with special
features, such as reusability, energy storage and absorption capabilities, rapid deformation …

A mechanical metamaterial with reprogrammable logical functions

T Mei, Z Meng, K Zhao, CQ Chen - Nature communications, 2021 - nature.com
Embedding mechanical logic into soft robotics, microelectromechanical systems (MEMS),
and robotic materials can greatly improve their functional capacity. However, such logical …

Programmable mechanical devices through magnetically tunable bistable elements

A Pal, M Sitti - Proceedings of the National Academy of Sciences, 2023 - pnas.org
Mechanical instabilities, especially in the form of bistable and multistable mechanisms, have
recently garnered a lot of interest as a mode of improving the capabilities and increasing the …