A physics-embedded Transformer-CNN architecture for data-driven turbulence prediction and surrogate modeling of high-fidelity fluid dynamics
Sukanta Ghosh, Vinod Kumar Shukla, Amar Singh, Jayanta Chanda
Topics & Concepts
TurbulenceComputer scienceConvolutional neural networkTurbulence modelingStability (learning theory)Computational fluid dynamicsFlow (mathematics)Reduction (mathematics)AlgorithmEmbeddingArtificial intelligenceArtificial neural networkK-epsilon turbulence modelLimit (mathematics)Turbulence kinetic energyLarge eddy simulationEnergy (signal processing)Surrogate modelDeep learningK-omega turbulence modelFluid dynamicsFeature (linguistics)Computer simulationModel Reduction and Neural NetworksFluid Dynamics and Turbulent FlowsNuclear Engineering Thermal-Hydraulics