Category: Machine Learning

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.

News

• NASA Langley Revs Up Interest in Machine Learning

Turbulence Modeling

• Computational Aerosciences Laboratory in the University of Michigan

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

• Regression Forest

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