Generative modeling

Generative modeling in airfoil inverse design process via variational autoencoder (VAE)

▲ Airfoil pressure distributions used for training VAE                                          Generated pressure distributions using trained VAE         

■ Generative modeling to predict 2D transonic flow fields via β-VAE with convolutional layers

▲ Prediction of pressure fields of RAE2822 transonic airfoil using autoencoder and β-variational autoencoder