Application of Scientific Machine Learning Techniques for Fluid Dynamics Analysis

Application of machine learning techniques, informed by governing physical laws, for fluid dynamics analysis.

2025

Modal Analysis of Fluid Dynamics

Application of the Dynamic Mode Decomposition (DMD) technique to identify and understand coherent structures (or modes) that dominate the spatial and temporal behavior of a fluid flow.

2025

Numerical Methods for Simulating Transport Phenomena

Application of the numerical method of lines (NUMOL) to solve the classical problem of one-dimensional heat transfer in a cylinder.

2023