Technical note: Deep learning for creating surrogate models of precipitation in Earth system models

<p>We investigate techniques for using deep neural networks to produce surrogate models for short-term climate forecasts. A convolutional neural network is trained on 97 years of monthly precipitation output from the 1pctCO2 run (the <span class="inline-formula">CO<sub>2...

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Bibliographic Details
Main Authors: T. Weber, A. Corotan, B. Hutchinson, B. Kravitz, R. Link
Format: Article
Language:English
Published: Copernicus Publications 2020-02-01
Series:Atmospheric Chemistry and Physics
Online Access:https://www.atmos-chem-phys.net/20/2303/2020/acp-20-2303-2020.pdf