Akansha Singh Bansal / Research
Research &
publications.
My research has examined how to learn from satellite observations, forecast solar power, and build AI that people can evaluate and trust. This record includes journal articles, conference papers, workshop contributions, presentations, and my doctoral dissertation.
Google Scholar ↗Other research has included diffusion-based foundation models for unlabeled satellite data.
Environmental AI & satellite imagery
- 2024
Retrieval of Boundary Layer Precipitable Water from GOES ABI Using Machine Learning Techniques
Lee, Hilburn & Bansal · Journal of Applied Meteorology and Climatology · 2024
- 2023
Trust and Trustworthy Artificial Intelligence: A Research Agenda for AI in the Environmental Sciences
Bostrom, Bansal, et al. — Risk Analysis (Wiley), 2023
- 2023
Leveraging Spatiotemporal Information in Meteorological Image Sequences: From Feature Engineering to Neural Networks
Environmental Data Science Journal (Cambridge), 2023
- 2023
Artificial Intelligence for Low-Level Moisture from GOES-R Series
103rd AMS Annual Meeting, 2023
- 2023
A Primer on Neural Network Architectures to Extract Information from Meteorological Image Sequences
103rd AMS Annual Meeting, 2023
Solar energy & learning from data
- 2022
- 2021
Self-Supervised Learning on Multispectral Satellite Data for Near-Term Solar Forecasting
ICML Workshop on Tackling Climate Change with ML, 2021
- 2020
See the Light: Modeling Solar Performance using Multispectral Satellite Data
ACM BuildSys, 2020 — honorable mention, best presentation
- 2020
Exploiting Satellite Data for Solar Performance Modeling
IEEE SmartGridComm, 2020
- 2019
On the Feasibility, Cost, and Carbon Emissions of Grid Defection
IEEE SmartGridComm, 2019 — Beijing, China
- 2017
SunShade: Enabling Software-Defined Solar-Powered Systems
ACM/IEEE ICCPS, 2017
- 2016
SunShade: Software-Defined Solar Power
ACM e-Energy · Poster / short paper
Smart grids & infrastructure
- 2014
Health Monitoring in Smart Grid Using Big Data Perspective
IBM I-CARE, 2014
- 2013
Distributed Health Monitoring System for Control in Smart Grid Network
IEEE ISGT-Asia, 2013
- 2013
- 2013
Two-Tier Communication Architecture for Smart Meter
IEEE COMSNETS, 2013 — poster
Doctoral dissertation
- 2021
For citation records and additional versions, visit Google Scholar. My speaking, teaching, and service are on the main page.