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September 01, 2026 article Open access

From Large-Scale Elastomer Data to Engineering Simulation: A Generalizable Skip-Connected Physics-Informed Neural Network for Hyperelastic Constitutive Modeling

DOI: 10.1016/j.eng.2026.08.024 Full text (OA) OpenAlex

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Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning
2020 Journal of Computational Physics article Materials Science Machine Learning in Materials Science Open access cited by 3 patents

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Polyconvex anisotropic hyperelasticity with neural networks
2021 Journal of the Mechanics and Physics of Solids article Engineering Elasticity and Material Modeling Open access

238

citations

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