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Dynamic and adaptive mesh-based graph neural network framework for simulating displacement and crack fields in phase field models

Roberto Perera, Vinamra Agrawal

2023Mechanics of Materials17 citationsDOI

Topics & Concepts

Computer scienceAdaptive mesh refinementArtificial neural networkScalabilityDisplacement fieldAlgorithmField (mathematics)Phase (matter)Fracture mechanicsComputational scienceFinite element methodArtificial intelligenceStructural engineeringEngineeringMathematicsPhysicsPure mathematicsDatabaseQuantum mechanicsNumerical methods in engineeringConcrete Properties and BehaviorRock Mechanics and Modeling
Dynamic and adaptive mesh-based graph neural network framework for simulating displacement and crack fields in phase field models | Litcius