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Sandra Klinge

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#machine learning Preprint Oct 2026

A mesh-based neural energy method for the simulation of heterogeneous composites

Modeling heterogeneous materials remains a challenge for physics-informed neural networks such as the deep energy method (DEM). The DEM and its variants, here collectively referred to as the neural energy method (NEM), offer a differentiable variational framework. However, their conventional collocation-based implement...

Pius J. M. Wichmann, Stefan Hildebrand, Sandra Klinge · 0 citations

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