Litcius/Paper detail

Learning constitutive relations from indirect observations using deep neural networks

Daniel Zhengyu Huang, Kailai Xu, Charbel Farhat, Eric Darve

2020Journal of Computational Physics180 citationsDOIOpen Access PDF

Topics & Concepts

Artificial neural networkNonlinear systemComputer scienceFinite element methodConstitutive equationRadial basis functionBasis functionArtificial intelligenceBasis (linear algebra)PiecewiseFunction approximationApplied mathematicsAlgorithmMathematicsMathematical analysisPhysicsQuantum mechanicsThermodynamicsGeometryModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignComposite Material Mechanics
Learning constitutive relations from indirect observations using deep neural networks | Litcius