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Peter Dueben
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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
3212019
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
3122020
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
2262018
Global cloud-resolving models
M Satoh, B Stevens, F Judt, M Khairoutdinov, SJ Lin, WM Putman, ...
Current Climate Change Reports 5, 172-184, 2019
2062019
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
1582021
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
1262021
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
1002021
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
1002017
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
752021
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
742020
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
722014
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
672021
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
662019
Benchmark tests for numerical weather forecasts on inexact hardware
PD Düben, TN Palmer
Monthly Weather Review 142 (10), 3809-3829, 2014
572014
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
562022
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
542018
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
522014
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
492021
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
472017
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
462021
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