Learning solutions of thermodynamics-based nonlinear constitutive material models using physics-informed neural networks
Shahed Rezaei, Ahmad Moeineddin, Ali M. Harandi
Topics & Concepts
Nonlinear systemConstitutive equationArtificial neural networkSecond law of thermodynamicsFinite element methodApplied mathematicsLaws of thermodynamicsState variableComputer sciencePhysicsMathematicsArtificial intelligenceStructural engineeringEngineeringNon-equilibrium thermodynamicsThermodynamicsQuantum mechanicsModel Reduction and Neural NetworksNuclear Engineering Thermal-HydraulicsForce Microscopy Techniques and Applications