3 papers
physics.ao-ph2025
Super Resolution for Renewable Energy Resource Data With Wind From Reanalysis Data and Application to Ukraine
Brandon N. Benton, Grant Buster, Pavlo Pinchuk +4
With a potentially increasing share of the electricity grid relying on wind to provide generating capacity and energy, there is an expanding global need for historically accurate,…
cs.CE2025
On the Effectiveness of Neural Operators at Zero-Shot Weather Downscaling
Saumya Sinha, Brandon Benton, Patrick Emami
Machine learning (ML) methods have shown great potential for weather downscaling. These data-driven approaches provide a more efficient alternative for producing high-resolution we…
physics.ao-ph2024
Tackling extreme urban heat: a machine learning approach to assess the impacts of climate change and the efficacy of climate adaptation strategies in urban microclimates
Grant Buster, Jordan Cox, Brandon N. Benton +1
As urbanization and climate change progress, urban heat becomes a priority for climate adaptation efforts. High temperatures concentrated in urban heat can drive increased risk of…