Climatelearn: Benchmarking machine learning for weather and climate modeling
Modeling weather and climate is an essential endeavor to understand the near-and long-
term impacts of climate change, as well as to inform technology and policymaking for …
term impacts of climate change, as well as to inform technology and policymaking for …
Short-range forecasts of global precipitation using deep learning-augmented numerical weather prediction
Precipitation governs Earth's hydroclimate, and its daily spatiotemporal fluctuations have
major socioeconomic effects. Advances in Numerical weather prediction (NWP) have been …
major socioeconomic effects. Advances in Numerical weather prediction (NWP) have been …
Deep Learning for Postprocessing Global Probabilistic Forecasts on Subseasonal Time Scales
N Horat, S Lerch - Monthly Weather Review, 2024 - journals.ametsoc.org
Subseasonal weather forecasts are becoming increasingly important for a range of
socioeconomic activities. However, the predictive ability of physical weather models is very …
socioeconomic activities. However, the predictive ability of physical weather models is very …
Machine Learning to improve and understand sub-seasonal forecasts of European temperature
JW van Straaten - 2023 - research.vu.nl
Europe faces droughts, heatwaves, and other extreme weather events every year. To
prevent the worst of the impacts good probabilistic forecasts are needed, ideally issued …
prevent the worst of the impacts good probabilistic forecasts are needed, ideally issued …
Advancing Climate Science with Machine Learning
S He - 2022 - search.proquest.com
Climate change is considered one of the greatest challenges for humanity in the twenty-first
century. The changing climate affects almost every aspect of people's lives, including but not …
century. The changing climate affects almost every aspect of people's lives, including but not …
Balancing Exploration and Exploitation: Task-Targeted Exploration for Scientific Decision-Making
GE Flaspohler - 2022 - dspace.mit.edu
How do we collect observational data that reveal fundamental properties of scientific
phenomena? This is a key challenge in modern scientific discovery. Scientific phenomena …
phenomena? This is a key challenge in modern scientific discovery. Scientific phenomena …
[PDF][PDF] VU Research Portal
JW van Straaten - research.vu.nl
Europe faces impactful droughts, heatwaves, and other extreme weather events every year.
Ideally, these events would be predicted in advance so that society can take action and …
Ideally, these events would be predicted in advance so that society can take action and …