Anantha Narayanan Suresh Babu
PhD Candidate & MathWorks Fellow | MIT CSE-MechE
Projects
Scientific Machine Learning | Reduced Order Stochastic Modeling &
Bayesian Learning | Computational Modeling of Materials |
Scientific Machine Learning
1) Guided Unconditional and Conditional Diffusion Models for Super-Resolution and Inference of Geophysical Turbulence
[doi] [code]2) Evaluating Neural Operator Models for Oceanic Forecasts
[doi]3) Physics-Inspired Neural Architectures for Fluid and Oceanic Forecasts
[Manuscript in prep.]4) Evaluating Functional Closure Models for Idealized Oceanic Flows past Coastal Boundaries
[doi]5) Neural Closure Modeling for 2D Fluid Dynamical Systems
[Manuscript in prep.]Reduced Order Stochastic Modeling and Bayesian Learning
1) Stochastic Sea Ice Modeling with the Dynamically Orthogonal Equations
[Master's Thesis]2) Bayesian Learning of Sea Ice Dynamics
[Manuscript in prep.]
