Search Results for author: Peter Grönquist

Found 3 papers, 1 papers with code

Deep Learning for Post-Processing Ensemble Weather Forecasts

1 code implementation18 May 2020 Peter Grönquist, Chengyuan Yao, Tal Ben-Nun, Nikoli Dryden, Peter Dueben, Shigang Li, Torsten Hoefler

Applied to global data, our mixed models achieve a relative improvement in ensemble forecast skill (CRPS) of over 14%.

Weather Forecasting

Predicting Weather Uncertainty with Deep Convnets

no code implementations2 Nov 2019 Peter Grönquist, Tal Ben-Nun, Nikoli Dryden, Peter Dueben, Luca Lavarini, Shigang Li, Torsten Hoefler

Modern weather forecast models perform uncertainty quantification using ensemble prediction systems, which collect nonparametric statistics based on multiple perturbed simulations.

Uncertainty Quantification Weather Forecasting

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