F.P. van der Meer
- On-the-fly construction of surrogate constitutive models for concurrent\n multiscale mechanical analysis through probabilistic machine learning
2020/07/11 by I.B.C.M. Rocha, Rocha, I. B. C. M., P. Kerfriden +3 · 2 citations
Physics and Astronomy · Decision Sciences · Computer Science · #Model Reduction and Neural Networks #Probabilistic and Robust Engineering Design #Advanced Multi-Objective Optimization Algorithms
- An adaptive domain-based POD/ECM hyper-reduced modeling framework without offline training
2019/10/01 by I.B.C.M. Rocha, F.P. van der Meer, L.J. Sluys · 3 citations
Physics and Astronomy · Decision Sciences · Engineering · #Model Reduction and Neural Networks #Probabilistic and Robust Engineering Design #Numerical methods in engineering
- Machine learning of evolving physics-based material models for multiscale solid mechanics
2023/01/31 by I.B.C.M. Rocha, Rocha, I. B. C. M., P. Kerfriden +3 · 2 citations
Engineering · Materials Science · Physics and Astronomy · #Composite Material Mechanics #FOS: Mathematics #Machine Learning in Materials Science #Model Reduction and Neural Networks #Numerical Analysis (math.NA)