Search Results for author: Vladimir Krasnopolsky

Found 2 papers, 0 papers with code

A Machine Learning Outlook: Post-processing of Global Medium-range Forecasts

no code implementations28 Mar 2023 Shreya Agrawal, Rob Carver, Cenk Gazen, Eric Maddy, Vladimir Krasnopolsky, Carla Bromberg, Zack Ontiveros, Tyler Russell, Jason Hickey, Sid Boukabara

Post-processing typically takes the outputs of a Numerical Weather Prediction (NWP) model and applies linear statistical techniques to produce improve localized forecasts, by including additional observations, or determining systematic errors at a finer scale.

Using Machine Learning for Model Physics: an Overview

no code implementations2 Feb 2020 Vladimir Krasnopolsky, Aleksei A. Belochitski

In the overview, a generic mathematical object (mapping) is introduced, and its relation to model physics parameterization is explained.

BIG-bench Machine Learning Relation

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