Compact and Intuitive Airfoil Parameterization Method through Physics-aware Variational Autoencoder

no code implementations • 18 Nov 2023 • Yu-Eop Kang, Dawoon Lee, Kwanjung Yee

However, the high-dimensional nature of airfoil representation causes the challenging problem known as the "curse of dimensionality".

Physics-aware Reduced-order Modeling of Transonic Flow via $β$-Variational Autoencoder

no code implementations • 2 May 2022 • Yu-Eop Kang, Sunwoong Yang, Kwanjung Yee

Autoencoder-based reduced-order modeling (ROM) has recently attracted significant attention, owing to its ability to capture underlying nonlinear features.