Machine Learning in Fluid Dynamics (To be updated)

I have considerable interest in the application of machine learning techniques to (computational) fluid dynamics. I’ll collect the related information and enhance the following links.

Turbulence Modeling

Karthik Duraisamy, A Framework for Turbulence Modeling using Big Data

Anand Pratap Singh et al., Machine Learning-augmented Predictive Modeling of Turbulent Separated Flows over Airfoils

Computer Graphics

Lubor Ladicky et al., Data-driven Fluid Simulations using Regression Forests

  • Convolutional Network (ConvNet)

Jonathan Tompson et al., Accelerating Eulerian Fluid Simulation With Convolutional Networks

Author: fumiya

CFD engineer in Japan

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