Advancing material simulations: Physics-Informed Neural Networks and Object-Oriented Crystal Plasticity Finite Element Methods
Shahriyar Keshavarz, Yuwei Mao, Andrew Reid, Ankit Agrawal
Topics & Concepts
Finite element methodCrystal plasticityMaterials sciencePlasticityArtificial neural networkObject-oriented programmingSmoothed finite element methodMechanical engineeringComputer scienceStructural engineeringComposite materialArtificial intelligenceBoundary knot methodEngineeringProgramming languageBoundary element methodModel Reduction and Neural NetworksMicrostructure and mechanical propertiesHydrogen embrittlement and corrosion behaviors in metals