Search Results for author: Horacio D. Espinosa

Found 2 papers, 0 papers with code

Mechanical Characterization and Inverse Design of Stochastic Architected Metamaterials Using Neural Operators

no code implementations23 Nov 2023 Hanxun Jin, Enrui Zhang, Boyu Zhang, Sridhar Krishnaswamy, George Em Karniadakis, Horacio D. Espinosa

Our work marks a significant advancement in the field of materials-by-design, potentially heralding a new era in the discovery and development of next-generation metamaterials with unparalleled mechanical characteristics derived directly from experimental insights.

Recent Advances and Applications of Machine Learning in Experimental Solid Mechanics: A Review

no code implementations14 Mar 2023 Hanxun Jin, Enrui Zhang, Horacio D. Espinosa

As the number of papers published in recent years in this emerging field is exploding, it is timely to conduct a comprehensive and up-to-date review of recent ML applications in experimental solid mechanics.

Experimental Design Uncertainty Quantification

Cannot find the paper you are looking for? You can Submit a new open access paper.