Highlighting some of the research projects here.
PostDoctoral Work at CIRA Colorado & NSF AI2ES
Working on multiple projects including:
Developing AI foundation models using Diffusion models for unlabelled satellite data (Work in progress)
Developed U-Net models using GOES-16 to identify convection (Work presented at AMS AI 2023 conference)
Overcast project at CIRA: Developing 3D models of the cloud (To be started)
Doctoral Work At UMass Amherst -
Solar Control
Sunshade: Software-Defined Solar Power
Feasibility, Cost and Carbon Emissions of Grid Defection
Solar Modeling
Solar Modeling via Secondary Derived Products from GOES-R, SURFRAD, and weather stations
Solar Modeling using Multispectral Satellite Data from GOES-R
Solar Nowcasting
Self-Supervised Learning on Multispectral Satellite Data for Near-Term Solar Forecasting
A Moment in the Sun: Solar Nowcasting from Multispectral Satellite Data using Self-Supervised Learning
Others -
Oak Ridge National Lab (Research Intern)
Master's Work at IIIT-Bangalore
Thesis: Health Monitoring for Smart Grid Networks for Prevention Against Failures
Programmable system for grid failure prevention
Grid classification system as per stability zones
Smart meter architecture for last gasp messages
Nanyang Technological University Singapore (Pre-Ph.D. Gap Year)
Mixed-criticality RTOS based on LITMUSRT
Cell balancing algorithms for smart batteries
(Picture just for illustration)