I. B. C. M. Rocha

Publication Activity (10 Years)

Years Active: 2020-2023
Publications (10 Years): 4

Top Topics

Recurrent Neural Networks

Machine Learning Approaches

Top Venues

J. Comput. Phys. X

Publications

I. B. C. M. Rocha, Pierre Kerfriden, F. P. van der Meer
Machine learning of evolving physics-based material models for multiscale solid mechanics. CoRR (2023)
M. A. Maia, I. B. C. M. Rocha, Pierre Kerfriden, F. P. van der Meer
Physically recurrent neural networks for path-dependent heterogeneous materials: embedding constitutive models in a data-driven surrogate. CoRR (2022)
I. B. C. M. Rocha, Pierre Kerfriden, F. P. van der Meer
On-the-fly construction of surrogate constitutive models for concurrent multiscale mechanical analysis through probabilistic machine learning. J. Comput. Phys. X 9 (2021)
I. B. C. M. Rocha, Pierre Kerfriden, F. P. van der Meer
On-the-fly construction of surrogate constitutive models for concurrent multiscale mechanical analysis through probabilistic machine learning. CoRR (2020)