Unsupervised learning of history-dependent constitutive material laws with thermodynamically-consistent neural networks in the modified Constitutive Relation Error framework
Antoine Benady, Emmanuel Baranger, Ludovic Chamoin
Topics & Concepts
Artificial neural networkConstitutive equationRobustness (evolution)HyperparameterComputer scienceNonlinear systemArtificial intelligenceAlgorithmMathematicsApplied mathematicsEngineeringFinite element methodPhysicsGeneQuantum mechanicsStructural engineeringBiochemistryChemistryModel Reduction and Neural NetworksStructural Health Monitoring TechniquesProbabilistic and Robust Engineering Design