Auflistung Alle Publikationen nach Mitwirkenden "Beucler, Tom"
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Deep Learning Based Cloud Cover Parameterization for ICON
Grundner, Arthur; Beucler, Tom; Gentine, Pierre; Iglesias‐Suarez, Fernando; Giorgetta, Marco A.; Eyring, Veronika (Journal of Advances in Modeling Earth Systems, 2022-12-14)A promising approach to improve cloud parameterizations within climate models and thus climate projections is to use deep learning in combination with training data from storm‐resolving model (SRM) simulations. The ICOsahedral ... -
Non‐Linear Dimensionality Reduction With a Variational Encoder Decoder to Understand Convective Processes in Climate Models
Behrens, Gunnar; Beucler, Tom; Gentine, Pierre; Iglesias‐Suarez, Fernando; Pritchard, Michael; Eyring, Veronika (Journal of Advances in Modeling Earth Systems, 2022-08-13)Deep learning can accurately represent sub‐grid‐scale convective processes in climate models, learning from high resolution simulations. However, deep learning methods usually lack interpretability due to large internal ... -
Quantifying Convective Aggregation Using the Tropical Moist Margin's Length
Beucler, Tom; Leutwyler, David; Windmiller, Julia M. (Journal of Advances in Modeling Earth Systems, 2020)On small scales, the tropical atmosphere tends to be either moist or very dry. This defines two states that, on large scales, are separated by a sharp margin, well identified by the antimode of the bimodal tropical column ...