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08/30/2023
Neural network-based multiscale modeling of finite strain magneto-elasticity with relaxed convexity criteria
We present a framework for the multiscale modeling of finite strain magn...
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03/06/2023
A comparative study on different neural network architectures to model inelasticity
The mathematical formulation of constitutive models to describe the path...
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02/05/2023
Neural networks meet hyperelasticity: A guide to enforcing physics
In the present work, a hyperelastic constitutive model based on neural n...
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07/03/2022
FE^ANN - An efficient data-driven multiscale approach based on physics-constrained neural networks and automated data mining
Herein, we present a new data-driven multiscale framework called FE^ANN ...
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07/08/2021