| WeatherBench: a benchmark data set for datadriven 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 | 344 | 2020 |
| 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 | 340 | 2019 |
| 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 | 243 | 2018 |
| Global cloud-resolving models M Satoh, B Stevens, F Judt, M Khairoutdinov, SJ Lin, WM Putman, ... Current Climate Change Reports 5, 172-184, 2019 | 219 | 2019 |
| 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 | 170 | 2021 |
| 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 | 143 | 2021 |
| 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 | 112 | 2021 |
| 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 | 101 | 2017 |
| 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 | 84 | 2021 |
| 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 | 79 | 2020 |
| 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 | 73 | 2021 |
| 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 | 73 | 2014 |
| 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 | 69 | 2019 |
| 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 | 66 | 2022 |
| 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 | 60 | 2018 |
| Benchmark tests for numerical weather forecasts on inexact hardware PD Düben, TN Palmer Monthly Weather Review 142 (10), 3809-3829, 2014 | 59 | 2014 |
| 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 | 55 | 2021 |
| On the use of scaledependent precision in Earth system modelling T Thornes, P Düben, T Palmer Quarterly Journal of the Royal Meteorological Society 143 (703), 897-908, 2017 | 51 | 2017 |
| 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 | 50 | 2014 |
| Building tangentlinear 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 | 48 | 2021 |
