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Deep learning framework for multiscale finite element analysis based on data-driven mechanics and data augmentation

Suhan Kim, Hyunseong Shin

2023Computer Methods in Applied Mechanics and Engineering36 citationsDOI

Topics & Concepts

Finite element methodComputer scienceArtificial neural networkComputational mechanicsBig dataSampling (signal processing)Adaptive samplingDeep learningNoveltyMinificationMathematical optimizationAlgorithmArtificial intelligenceMathematicsData miningEngineeringPhilosophyComputer visionStatisticsStructural engineeringTheologyMonte Carlo methodFilter (signal processing)Composite Material MechanicsAdvanced Mathematical Modeling in EngineeringTopology Optimization in Engineering
Deep learning framework for multiscale finite element analysis based on data-driven mechanics and data augmentation | Litcius