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Data-driven nonparametric identification of material behavior based on physics-informed neural network with full-field data

I.K. Jeong, Maenghyo Cho, Hayoung Chung, Do‐Nyun Kim

2023Computer Methods in Applied Mechanics and Engineering45 citationsDOI

Topics & Concepts

Hyperelastic materialCompressibilityArtificial neural networkDisplacement fieldParametric statisticsRobustness (evolution)Computer scienceAlgorithmPhysicsFinite element methodMechanicsMathematicsArtificial intelligenceEngineeringStructural engineeringChemistryBiochemistryGeneStatisticsStructural Health Monitoring TechniquesNon-Destructive Testing TechniquesModel Reduction and Neural Networks
Data-driven nonparametric identification of material behavior based on physics-informed neural network with full-field data | Litcius