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The digital revolution of Earth-system science
Computational science is crucial for delivering reliable weather and climate predictions.
However, despite decades of high-performance computing experience, there is serious …
However, despite decades of high-performance computing experience, there is serious …
[HTML][HTML] Opinion: Optimizing climate models with process knowledge, resolution, and artificial intelligence
Accelerated progress in climate modeling is urgently needed for proactive and effective
climate change adaptation. The central challenge lies in accurately representing processes …
climate change adaptation. The central challenge lies in accurately representing processes …
Fourcastnet: Accelerating global high-resolution weather forecasting using adaptive fourier neural operators
Extreme weather amplified by climate change is causing increasingly devastating impacts
across the globe. The current use of physics-based numerical weather prediction (NWP) …
across the globe. The current use of physics-based numerical weather prediction (NWP) …
Harnessing AI and computing to advance climate modelling and prediction
There are contrasting views on how to produce the accurate predictions that are needed to
guide climate change adaptation. Here, we argue for harnessing artificial intelligence …
guide climate change adaptation. Here, we argue for harnessing artificial intelligence …
Are general circulation models obsolete?
Traditional general circulation models, or GCMs—that is, three-dimensional dynamical
models with unresolved terms represented in equations with tunable parameters—have …
models with unresolved terms represented in equations with tunable parameters—have …
To exascale and beyond—The Simple Cloud‐Resolving E3SM Atmosphere Model (SCREAM), a performance portable global atmosphere model for cloud‐resolving …
The new generation of heterogeneous CPU/GPU computer systems offer much greater
computational performance but are not yet widely used for climate modeling. One reason for …
computational performance but are not yet widely used for climate modeling. One reason for …
Characteristics of convective precipitation over tropical Africa in storm‐resolving global simulations
T Becker, P Bechtold, I Sandu - Quarterly Journal of the Royal …, 2021 - Wiley Online Library
We analyse how the representation of deep convection affects the characteristics of
convective precipitation over tropical Africa in global storm‐resolving simulations with the …
convective precipitation over tropical Africa in global storm‐resolving simulations with the …
A non‐intrusive machine learning framework for debiasing long‐time coarse resolution climate simulations and quantifying rare events statistics
B Barthel Sorensen… - Journal of Advances …, 2024 - Wiley Online Library
Due to the rapidly changing climate, the frequency and severity of extreme weather is
expected to increase over the coming decades. As fully‐resolved climate simulations remain …
expected to increase over the coming decades. As fully‐resolved climate simulations remain …
Explainable offline‐online training of neural networks for parameterizations: A 1D gravity wave‐QBO testbed in the small‐data regime
There are different strategies for training neural networks (NNs) as subgrid‐scale
parameterizations. Here, we use a 1D model of the quasi‐biennial oscillation (QBO) and …
parameterizations. Here, we use a 1D model of the quasi‐biennial oscillation (QBO) and …
[HTML][HTML] ECLand: The ECMWF land surface modelling system
The land-surface developments of the European Centre for Medium-range Weather
Forecasts (ECMWF) are based on the Carbon-Hydrology Tiled Scheme for Surface …
Forecasts (ECMWF) are based on the Carbon-Hydrology Tiled Scheme for Surface …