Lukas Morand

Neural Networks for Constitutive Modeling: From Universal Function Approximators to Advanced Models and the Integration of Physics

Johannes Dornheim, Lukas Morand, Hemanth Janarthanam Nallani et al. · Archives of Computational Methods in Engineering · 2023 · 64 citations · Full text

Engineering, Machine Learning, Mechanical Engineering +19

A mixture of experts approach to handle ambiguities in parameter identification problems in material modeling

Lukas Morand, Dirk Helm · Computational Materials Science · 2019 · 31 citations · Full text

Parameter Identification, Parameter Estimation, Engineering +11

Deep reinforcement learning methods for structure-guided processing path optimization

Johannes Dornheim, Lukas Morand, Samuel Zeitvogel et al. · Journal of Intelligent Manufacturing · 2021 · 23 citations · Full text

Machine learning-based sampling of virtual experiments within the full stress state

Alexander Wessel, Lukas Morand, Alexander Butz et al. · International Journal of Mechanical Sciences · 2024 · 17 citations · Full text

Engineering, Machine Learning, Machine Learning Tool +23

Machine learning for structure-guided materials and process design

Lukas Morand, Tarek Iraki, Johannes Dornheim et al. · Materials & Design · 2024 · 17 citations · Full text