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07/07/2023
Parametrised polyconvex hyperelasticity with physics-augmented neural networks
In the present work, neural networks are applied to formulate parametris...
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06/16/2023
Advanced discretization techniques for hyperelastic physics-augmented neural networks
In the present work, advanced spatial and temporal discretization techni...
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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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12/13/2022
How to Build the Optimal Magnet Assembly for Magnetocaloric Cooling: Structural Optimization with Isogeometric Analysis
In the search for more efficient and less environmentally harmful coolin...
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06/10/2022
Finite electro-elasticity with physics-augmented neural networks
In the present work, a machine learning based constitutive model for ele...
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06/20/2021