Iuri B. C. M. Rocha

According to our database, Iuri B. C. M. Rocha authored at least 8 papers between 2021 and 2024.

Collaborative distances:

• Dijkstra number of six.
• Erdős number of five.

2024

A Bayesian approach to modeling finite element discretization error.

Anne Poot, Pierre Kerfriden, Iuri Rocha, Frans Paul van der Meer

Stat. Comput., October, 2024

Physically Recurrent Neural Networks for Computational Homogenization of Composite Materials with Microscale Debonding.

N. Kovács, M. A. Maia, Iuri B. C. M. Rocha, C. Furtado, Pedro P. Camanho, F. P. van der Meer

CoRR, 2024

Physically recurrent neural network for rate and path-dependent heterogeneous materials in a finite strain framework.

M. A. Maia, Iuri B. C. M. Rocha, D. Kovacevic, F. P. van der Meer

CoRR, 2024

A Microstructure-based Graph Neural Network for Accelerating Multiscale Simulations.

J. Storm, Iuri B. C. M. Rocha, F. P. van der Meer

CoRR, 2024

2023

A Bayesian Approach to Modeling Finite Element Discretization Error.

Anne Poot, Pierre Kerfriden, Iuri Rocha, rans Paul van der Meer

CoRR, 2023

Machine learning of evolving physics-based material models for multiscale solid mechanics.

Iuri B. C. M. Rocha, Pierre Kerfriden, F. P. van der Meer

CoRR, 2023

2022

Physically recurrent neural networks for path-dependent heterogeneous materials: embedding constitutive models in a data-driven surrogate.

M. A. Maia, Iuri B. C. M. Rocha, Pierre Kerfriden, F. P. van der Meer

CoRR, 2022

2021

On-the-fly construction of surrogate constitutive models for concurrent multiscale mechanical analysis through probabilistic machine learning.

Iuri B. C. M. Rocha, Pierre Kerfriden, F. P. van der Meer

J. Comput. Phys. X, 2021