A physics-informed deep learning framework for inversion and surrogate modeling in solid mechanics
Ehsan Haghighat, Maziar Raissi, Adrian Moure, Héctor Gómez, Rubén Juanes
Topics & Concepts
Artificial neural networkvon Mises yield criterionFinite element methodRobustness (evolution)Computer scienceNonlinear systemIsogeometric analysisSurrogate modelApplied mathematicsDeep learningArtificial intelligenceAlgorithmMathematical optimizationMachine learningMathematicsPhysicsQuantum mechanicsChemistryGeneThermodynamicsBiochemistryModel Reduction and Neural NetworksAdvanced Numerical Analysis TechniquesNumerical methods in engineering