RL for Microgrids
2020
Built and tested a Python OpenAI-OpenDSS framework for RL on distribution-level microgrids.
SOH Prediction in Li-ion Cells
2020
What ML algorithms can we use to estimate the Remaining Useful Life (RUL) of a Li-ion cell?
SOC Estimation in Li-ion Cells
2019
Can we estimate the state-of-charge of a Li-ion cell using ML, Single Particle Model, and a Kalman Filter?
CNN's for Vehicle Classification
2019
Used transfer learning to develop a deep learning model that achieves 85% test accuracy for 196 classes.
CFD Surrogate Model
2019
What ML techniques can we use to create a surrogate model for a complex physics-based CFD simulator?