Search Results for author: L. Catherine Brinson

Found 4 papers, 3 papers with code

How to See Hidden Patterns in Metamaterials with Interpretable Machine Learning

1 code implementation10 Nov 2021 Zhi Chen, Alexander Ogren, Chiara Daraio, L. Catherine Brinson, Cynthia Rudin

Machine learning models can assist with metamaterials design by approximating computationally expensive simulators or solving inverse design problems.

Band Gap BIG-bench Machine Learning +1

A DEEP ADVERSARIAL LEARNING METHODOLOGY FOR DESIGNING MICROSTRUCTURAL MATERIAL SYSTEMS

1 code implementation26 Aug 2018 Xiaolin Li, Zijiang Yang, L. Catherine Brinson, Alok Choudhary, Ankit Agrawal, Wei Chen

Due to the special design of the network architecture, the proposed methodology is able to identify the latent (design) variables with desired dimensionality, as well as capturing complex material microstructural characteristics.

Bayesian Optimization Dimensionality Reduction

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