Reduced-order Modeling (ROM)
■ Physics-aware ROM framework for predicting high-dimensional data via β-VAE with CNNs
▲ Overall structure of physics-aware reduced-order modeling
■ Comparison of ROM results with various dimensionality reduction techniques
▲ Results of ROM in predicting pressure flow fields around transonic airfoil
(AE: autoencoder & VAE: variational autoencoder & 30-VAE: VAE with β=30, so on)