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End-to-end deep learning method to predict complete strain and stress tensors for complex hierarchical composite microstructures

Zhenze Yang, Chi-Hua Yu, Kai Guo, Markus J. Buehler

2021Journal of the Mechanics and Physics of Solids142 citationsDOI

Topics & Concepts

Composite numberMicrostructureMaterials scienceInfinitesimal strain theoryTensor (intrinsic definition)Cauchy stress tensorStress–strain curveStress (linguistics)Computer scienceStructural engineeringComposite materialMathematicsGeometryFinite element methodMathematical analysisEngineeringDeformation (meteorology)PhilosophyLinguisticsMachine Learning in Materials ScienceCellular and Composite StructuresFiber-reinforced polymer composites
End-to-end deep learning method to predict complete strain and stress tensors for complex hierarchical composite microstructures | Litcius