Výsledky vyhledávání - "Moreño, Raul"

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A Deep Learning Earth System Model for Stable and Efficient Simulation of the Current Climate

Autor: Cresswell-Clay, Nathaniel, Liu, Bowen, Durran, Dale, Liu, Andy, Espinosa, Zachary I., Moreno, Raul, Karlbauer, Matthias

A key challenge for computationally intensive state-of-the-art Earth-system models is to distinguish global warming signals from interannual variability. Recently machine learning models have performed better than state-of-the-art numerical weather p

Externí odkaz: http://arxiv.org/abs/2409.16247

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Advancing Parsimonious Deep Learning Weather Prediction using the HEALPix Mesh

Autor: Karlbauer, Matthias, Cresswell-Clay, Nathaniel, Durran, Dale R., Moreno, Raul A., Kurth, Thorsten, Bonev, Boris, Brenowitz, Noah, Butz, Martin V.

Publikováno v: Journal of Advances in Modeling Earth Systems, 16, e2023MS004021

We present a parsimonious deep learning weather prediction model to forecast seven atmospheric variables with 3-h time resolution for up to one-year lead times on a 110-km global mesh using the Hierarchical Equal Area isoLatitude Pixelization (HEALPi

Externí odkaz: http://arxiv.org/abs/2311.06253

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