Litcius/Paper detail

Sobolev training of thermodynamic-informed neural networks for interpretable elasto-plasticity models with level set hardening

Nikolaos N. Vlassis, WaiChing Sun

2021Computer Methods in Applied Mechanics and Engineering199 citationsDOIOpen Access PDF

Topics & Concepts

Artificial intelligenceArtificial neural networkSolverComputer scienceDeep learningHardening (computing)Convolutional neural networkSobolev spaceFunction approximationMachine learningApplied mathematicsAlgorithmMathematicsMathematical optimizationMathematical analysisOrganic chemistryLayer (electronics)ChemistryModel Reduction and Neural NetworksMachine Learning in Materials ScienceHydrogen embrittlement and corrosion behaviors in metals