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Floppy or not: AI predicts properties of complex metamaterials

Given a 3D piece of origami, can you flatten it without damaging it? Just by looking at the design, the answer is hard to predict, because each and every fold in the design has to be compatible wi . ....

Ryan Van Mastrigt , Uva Institute Of Physics , Uva Institute , Physical Review Letters , Prediction Models , Machine Learning , Artificial Intelligence , Material Science , Material Developments , Neural Networks ,

AI Capable of Predicting Properties of Multifaceted Metamaterials

Can a three-dimensional (3D) piece of origami be flattened without damaging it? Merely by looking at the piece, the answer is difficult to predict, because every fold in the origami has to be well-suited for flattening. ....

Noord Holland , Alex Smith , Daan Haver , Ryan Van Mastrigt , University Of Amsterdam Uva Institute Physics , University Of Amsterdam , Image Credit , Physical Review Letters , Phd Student , Study First Author ,

AI predicts properties of complex metamaterials

AI predicts properties of complex metamaterials
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Marjolein Dijkstra , Ryan Van Mastrigt , Martin Van Hecke , Corentin Coulais , Uva Institute Of Physics , Uva Institute , Physical Review Letters , Machine Learning , Implicit Combinatorial Rules ,

Physics - Machine-Learning Tool Solves Metamaterial Jigsaw

A new tool can determine whether a collection of building blocks will assemble into a mechanically sound structure. ....

British Columbia , Noord Holland , Rachel Berkowitz , Ryan Van Mastrigt , University Of Amsterdam , Corresponding Editor , Physics Magazine ,