2024

Klein, Dominik K. ; Ortigosa, Rogelio ; Martínez-Frutos, Jesús ; Weeger, Oliver (2024)
Nonlinear electro-elastic finite element analysis with neural network constitutive models.
In: Computer Methods in Applied Mechanics and Engineering, 425
doi: 10.1016/j.cma.2024.116910
Artikel, Bibliographie

2023

Klein, Dominik K. ; Roth, Fabian J. ; Valizadeh, Iman ; Weeger, Oliver (2023)
Parametrized polyconvex hyperelasticity with physics-augmented neural networks.
In: Data-Centric Engineering, 4
doi: 10.1017/dce.2023.21
Artikel, Bibliographie

Shojaee, Mohammad ; Valizadeh, Iman ; Klein, Dominik K. ; Sharifi, Peyman ; Weeger, Oliver (2023)
Multiscale modeling of functionally graded shell lattice metamaterials for additive manufacturing.
In: Engineering with Computers
doi: 10.1007/s00366-023-01906-8
Artikel, Bibliographie

Franke, Marlon ; Klein, Dominik K. ; Weeger, Oliver ; Betsch, Peter (2023)
Advanced discretization techniques for hyperelastic physics-augmented neural networks.
In: Computer Methods in Applied Mechanics and Engineering, 416
doi: 10.1016/j.cma.2023.116333
Artikel, Bibliographie

Klein, Dominik K. ; Roth, Fabian J. ; Weeger, Oliver (2023)
Parametrised polyconvex hyperelasticity with physics-augmented neural networks.
doi: 10.48550/arXiv.2307.03463
Artikel, Bibliographie

Linden, Lennart ; Klein, Dominik K. ; Kalina, Karl A. ; Brummund, Jörg ; Weeger, Oliver ; Kästner, Markus (2023)
Neural networks meet hyperelasticity: a guide to enforcing physics.
In: Journal of the Mechanics and Physics of Solids
doi: 10.1016/j.jmps.2023.105363
Artikel, Bibliographie

2022

Klein, Dominik K. ; Ortigosa, Rogelio ; Martínez-Frutos, Jesús ; Weeger, Oliver (2022)
Finite electro-elasticity with physics-augmented neural networks.
In: Computer Methods in Applied Mechanics and Engineering, 400
doi: 10.1016/j.cma.2022.115501
Artikel, Bibliographie

2021

Klein, Dominik K. ; Fernández, Mauricio ; Martin, Robert J. ; Neff, Patrizio ; Weeger, Oliver (2021)
Polyconvex anisotropic hyperelasticity with neural networks.
In: Journal of the Mechanics and Physics of Solids, 159
doi: 10.1016/j.jmps.2021.104703
Artikel, Bibliographie