Unsupervised Learning

Identifying Buffet Oscillations Using Sliding-Window Dynamic Mode Decomposition

First-author research on unsupervised learning for buffet detection using DMD and model reduction. Early detection of aerodynamic buffet using a sliding-window DMD framework.

Identifying the Onset of Buffet Boundary Using Sliding-Window Dynamic Mode Decomposition

First-author study on airfoil buffet boundary detection with unsupervised ML and real-time predictive modeling.

Predicting the Onset of Shock-Induced Buffet Using Dynamic Mode Decomposition

Conference talk: Predicting aerodynamic buffet onset using DMD and Koopman analysis on RANS simulations. Presented at APS DFD 2020.