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Physics-informed neural network for constitutive modeling of cyclic crystal plasticity considering deformation mechanism

Huanbo Weng, Franz Bamer, Cheng Luo, Bernd Markert, Huang Yuan

2025International Journal of Mechanical Sciences20 citationsDOI

Topics & Concepts

Constitutive equationMechanism (biology)Crystal plasticityDeformation (meteorology)PlasticityArtificial neural networkMaterials scienceDeformation mechanismMechanical engineeringComputer sciencePhysicsStructural engineeringFinite element methodEngineeringArtificial intelligenceComposite materialQuantum mechanicsMicrostructureModel Reduction and Neural NetworksHydrogen embrittlement and corrosion behaviors in metalsMetallurgy and Material Forming
Physics-informed neural network for constitutive modeling of cyclic crystal plasticity considering deformation mechanism | Litcius