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) Physics-Inspired Neural Architectures for Fluid and Oceanic Forecasts

[Manuscript in prep.]

2) Evaluating Neural Operator Models for Oceanic Forecasts

[doi]

3) 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.]

Computational Modeling of Materials

1) A Crystal Plasticity-Based Model for Crystalline Ice with VUMAT

[MIT 2.073 Project Report]

2) Finite Viscoplastic Modeling of Hydrogels

[doi 1] [doi 2] [doi 3]

3) Analysis-Based Construction of Hyperelastic Potentials for Collagenous Tissues

[Bachelor's Thesis]