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Peter Dueben
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WeatherBench: a benchmark data set for data‐driven weather forecasting
S Rasp, PD Dueben, S Scher, JA Weyn, S Mouatadid, N Thuerey
Journal of Advances in Modeling Earth Systems 12 (11), e2020MS002203, 2020
3552020
DYAMOND: the DYnamics of the Atmospheric general circulation Modeled On Non-hydrostatic Domains
B Stevens, M Satoh, L Auger, J Biercamp, CS Bretherton, X Chen, ...
Progress in Earth and Planetary Science 6 (1), 1-17, 2019
3472019
Challenges and design choices for global weather and climate models based on machine learning
PD Dueben, P Bauer
Geoscientific Model Development 11 (10), 3999-4009, 2018
2492018
Global cloud-resolving models
M Satoh, B Stevens, F Judt, M Khairoutdinov, SJ Lin, WM Putman, ...
Current Climate Change Reports 5, 172-184, 2019
2222019
The digital revolution of Earth-system science
P Bauer, PD Dueben, T Hoefler, T Quintino, TC Schulthess, NP Wedi
Nature Computational Science 1 (2), 104-113, 2021
1752021
Deep learning for post-processing ensemble weather forecasts
P Grönquist, C Yao, T Ben-Nun, N Dryden, P Dueben, S Li, T Hoefler
Philosophical Transactions of the Royal Society A 379 (2194), 20200092, 2021
1502021
Opportunities and challenges for machine learning in weather and climate modelling: hard, medium and soft AI
M Chantry, H Christensen, P Dueben, T Palmer
Philosophical Transactions of the Royal Society A 379 (2194), 20200083, 2021
1152021
Single precision in weather forecasting models: An evaluation with the IFS
F Váňa, P Düben, S Lang, T Palmer, M Leutbecher, D Salmond, G Carver
Monthly Weather Review 145 (2), 495-502, 2017
1012017
Bridging observations, theory and numerical simulation of the ocean using machine learning
M Sonnewald, R Lguensat, DC Jones, PD Dueben, J Brajard, V Balaji
Environmental Research Letters 16 (7), 073008, 2021
892021
A baseline for global weather and climate simulations at 1 km resolution
NP Wedi, I Polichtchouk, P Dueben, VG Anantharaj, P Bauer, S Boussetta, ...
Journal of Advances in Modeling Earth Systems 12 (11), e2020MS002192, 2020
812020
Machine learning emulation of gravity wave drag in numerical weather forecasting
M Chantry, S Hatfield, P Dueben, I Polichtchouk, T Palmer
Journal of Advances in Modeling Earth Systems 13 (7), e2021MS002477, 2021
772021
The use of imprecise processing to improve accuracy in weather & climate prediction
PD Düben, H McNamara, TN Palmer
Journal of Computational Physics 271, 2-18, 2014
732014
Assessing the scales in numerical weather and climate predictions: will exascale be the rescue?
P Neumann, P Düben, P Adamidis, P Bauer, M Brück, L Kornblueh, ...
Philosophical Transactions of the Royal Society A 377 (2142), 20180148, 2019
722019
A generative deep learning approach to stochastic downscaling of precipitation forecasts
L Harris, ATT McRae, M Chantry, PD Dueben, TN Palmer
Journal of Advances in Modeling Earth Systems 14 (10), e2022MS003120, 2022
702022
TRU-NET: a deep learning approach to high resolution prediction of rainfall
RA Adewoyin, P Dueben, P Watson, Y He, R Dutta
Machine Learning 110, 2035-2062, 2021
602021
Challenges and design choices for global weather and climate models based on machine learning, Geoscientific Model Development, 11, 3999–4009
PD Dueben, P Bauer
gmd-11-3999-2018, 2018
602018
Benchmark tests for numerical weather forecasts on inexact hardware
PD Düben, TN Palmer
Monthly Weather Review 142 (10), 3809-3829, 2014
592014
On the use of scale‐dependent precision in Earth system modelling
T Thornes, P Düben, T Palmer
Quarterly Journal of the Royal Meteorological Society 143 (703), 897-908, 2017
512017
On the use of inexact, pruned hardware in atmospheric modelling
PD Düben, J Joven, A Lingamneni, H McNamara, G De Micheli, ...
Philosophical Transactions of the Royal Society A: Mathematical, Physical …, 2014
502014
Building tangent‐linear and adjoint models for data assimilation with neural networks
S Hatfield, M Chantry, P Dueben, P Lopez, A Geer, T Palmer
Journal of Advances in Modeling Earth Systems 13 (9), e2021MS002521, 2021
492021
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