material structure

Freely available deep learning method ‘fills in the blank’ of unknown internal material structures

By Lisa McDonald / May 9, 2023

What if you could predict a material’s internal microstructure based solely on its external surface characteristics? A new deep learning method developed at Massachusetts Institute of Technology provides such a capability, and all data and codes used for the study are freely available for anyone to use through GitHub.

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Periodic improvements—new neural network demonstrates enhanced symmetry awareness

By Lisa McDonald / November 2, 2021

Current neural networks are incapable of understanding symmetry, which limits the conclusions that can be drawn from the data. Researchers from Lehigh and Stanford universities developed a new model that includes symmetry-aware features to improve symmetry approximation.

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Sponge-like material soaks up sunlight, uses it to make steam

By Jessica McMathis / September 9, 2014

A new sponge-like material structure developed by scientists at MIT can soak up the sun—and uses that sunlight to make steam.

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