Lennart Linden

Neural networks meet hyperelasticity: A guide to enforcing physics

Lennart Linden, Dominik K. Klein, Karl A. Kalina et al. · Journal of the Mechanics and Physics of Solids · 2023 · 120 citations

Engineering, Physics, Physic Aware Machine Learning +6

FE$${}^\textrm{ANN}$$: an efficient data-driven multiscale approach based on physics-constrained neural networks and automated data mining

Karl A. Kalina, Lennart Linden, Jörg Brummund et al. · Computational Mechanics · 2023 · 95 citations · Full text

Automated constitutive modeling of isotropic hyperelasticity based on artificial neural networks

Karl A. Kalina, Lennart Linden, Jörg Brummund et al. · Computational Mechanics · 2021 · 75 citations · Full text

Engineering, Deformation Tensor, Mechanical Engineering +27

Neural network-based multiscale modeling of finite strain magneto-elasticity with relaxed convexity criteria

Karl A. Kalina, Philipp Gebhart, Jörg Brummund et al. · Computer Methods in Applied Mechanics and Engineering · 2024 · 48 citations · Full text

Engineering, Machine Learning, Mechanical Engineering +20