Litcius/Paper detail

Surrogate modeling of elasto-plastic problems via long short-term memory neural networks and proper orthogonal decomposition

Sun-Young Im, Jonggeon Lee, Maenghyo Cho

2021Computer Methods in Applied Mechanics and Engineering68 citationsDOI

Topics & Concepts

Surrogate modelArtificial neural networkComputer scienceSurrogate dataScale (ratio)AlgorithmDimension (graph theory)Plasticityvon Mises yield criterionDegrees of freedom (physics and chemistry)Nonlinear systemArtificial intelligenceFinite element methodMathematicsMachine learningStructural engineeringEngineeringMaterials sciencePure mathematicsPhysicsComposite materialQuantum mechanicsNon-Destructive Testing TechniquesFatigue and fracture mechanicsMechanical stress and fatigue analysis