Jörg Brummund

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 · 147 citations

Computing, Computational Engineering, Physics +8

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 · 107 citations · Full text

Natural Sciences, Materials Engineering, Materials Science +17

A nonlinear fractional viscoelastic material model for polymers

Sebastian Müller, Markus Kästner, Jörg Brummund et al. · Computational Materials Science · 2011 · 103 citations

Natural Sciences, Materials Engineering, Materials Science +12

Automated constitutive modeling of isotropic hyperelasticity based on artificial neural networks

Karl A. Kalina, Lennart Linden, Jörg Brummund et al. · Computational Mechanics · 2021 · 85 citations · Full text

Engineering, Materials Engineering, Materials Science +17

Overview of phase-field models for fatigue fracture in a unified framework

Martha Kalina, Tom Schneider, Jörg Brummund et al. · Engineering Fracture Mechanics · 2023 · 80 citations

Engineering, Materials Engineering, Materials Science +16