Research

I am currently working as a graduate researcher in MIT's Resilient Infrastructure Networks Lab under the mentorship of Saurabh Amin [CEE/ORC/LIDS]. My research interests lie at the intersection of deep learning and optimization with applications towards infrastructure/societal systems. In particular, I'm interested in understanding how machine learning can benefit planning for decarbonized interconnected transportation-energy systems.

Publications

Learning Spatio-Temporal Aggregations for Large-Scale Capacity Expansion Problems

Interpretable Machine Learning Models for Modal Split Prediction in Transportation Systems 

Graph Representation Learning for Energy Demand Data: Application to Joint Energy System Planning under Emissions Constraints