A compact physics-augmented neural network trained only on three plane-stress test curves reproduces Mullins damage hyperelasticity in full 3D finite element simulations.
Mullins, Effect of stretching on the properties of rubber, Rubber Chemistry and Technology 21 (2) (1948) 281–300
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
physics.comp-ph 1years
2024 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Recovering Mullins damage hyperelastic behaviour with physics augmented neural networks
A compact physics-augmented neural network trained only on three plane-stress test curves reproduces Mullins damage hyperelasticity in full 3D finite element simulations.