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Iuri B. C. M. Rocha

Iuri Rocha

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affiliation: Delft University of Technology, Faculty of Civil Engineering and Geosciences, Netherland

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2020 – today

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2024
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  - journals/corr/abs-2402-13101
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J. Storm, Iuri B. C. M. Rocha, F. P. van der Meer:
A Microstructure-based Graph Neural Network for Accelerating Multiscale Simulations. CoRR abs/2402.13101 (2024)
[i5]
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  - journals/corr/abs-2404-17583
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M. A. Maia, Iuri B. C. M. Rocha, D. Kovacevic, F. P. van der Meer:
Physically recurrent neural network for rate and path-dependent heterogeneous materials in a finite strain framework. CoRR abs/2404.17583 (2024)
2023
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  - journals/corr/abs-2301-13547
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Iuri B. C. M. Rocha, Pierre Kerfriden, F. P. van der Meer:
Machine learning of evolving physics-based material models for multiscale solid mechanics. CoRR abs/2301.13547 (2023)
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  - journals/corr/abs-2306-05993
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Anne Poot, Pierre Kerfriden, Iuri Rocha, Frans van der Meer:
A Bayesian Approach to Modeling Finite Element Discretization Error. CoRR abs/2306.05993 (2023)
2022
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  - journals/corr/abs-2209-07320
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M. A. Maia, Iuri 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 abs/2209.07320 (2022)
2021
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  - journals/jcphyx/RochaKM21
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Iuri 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: 100083 (2021)
2020
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  - journals/corr/abs-2007-07749
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Iuri 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 abs/2007.07749 (2020)

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