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 | 127 | 2021 |
Patterns in wall-bounded shear flows LS Tuckerman, M Chantry, D Barkley Annual Review of Fluid Mechanics 52, 343-367, 2020 | 96 | 2020 |
Universal continuous transition to turbulence in a planar shear flow M Chantry, LS Tuckerman, D Barkley Journal of Fluid Mechanics 824, R1, 2017 | 96 | 2017 |
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 | 80 | 2021 |
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 | 78 | 2022 |
Genesis of streamwise-localized solutions from globally periodic traveling waves in pipe flow M Chantry, AP Willis, RR Kerswell Physical review letters 112 (16), 164501, 2014 | 66 | 2014 |
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 | 56 | 2021 |
Turbulent–laminar patterns in shear flows without walls M Chantry, LS Tuckerman, D Barkley Journal of Fluid Mechanics 791, R8, 2016 | 46 | 2016 |
Challenges and benchmark datasets for machine learning in the atmospheric sciences: Definition, status, and outlook PD Dueben, MG Schultz, M Chantry, DJ Gagne, DM Hall, A McGovern Artificial Intelligence for the Earth Systems 1 (3), e210002, 2022 | 43 | 2022 |
WeatherBench 2: A benchmark for the next generation of data‐driven global weather models S Rasp, S Hoyer, A Merose, I Langmore, P Battaglia, T Russell, ... Journal of Advances in Modeling Earth Systems 16 (6), e2023MS004019, 2024 | 35 | 2024 |
The Rise of Data-Driven Weather Forecasting: A First Statistical Assessment of Machine Learning–Based Weather Forecasts in an Operational-Like Context Z Ben Bouallègue, MCA Clare, L Magnusson, E Gascon, M Maier-Gerber, ... Bulletin of the American Meteorological Society 105 (6), E864-E883, 2024 | 32 | 2024 |
Scale-selective precision for weather and climate forecasting M Chantry, T Thornes, T Palmer, P Düben Monthly Weather Review 147 (2), 645-655, 2019 | 32 | 2019 |
Choosing the optimal numerical precision for data assimilation in the presence of model error S Hatfield, P Düben, M Chantry, K Kondo, T Miyoshi, T Palmer Journal of Advances in Modeling Earth Systems 10 (9), 2177-2191, 2018 | 30 | 2018 |
Accelerating high-resolution weather models with deep-learning hardware S Hatfield, M Chantry, P Düben, T Palmer Proceedings of the platform for advanced scientific computing conference, 1-11, 2019 | 26 | 2019 |
Climate modeling in low precision: Effects of both deterministic and stochastic rounding EA Paxton, M Chantry, M Klöwer, L Saffin, T Palmer Journal of Climate 35 (4), 1215-1229, 2022 | 23 | 2022 |
Studying edge geometry in transiently turbulent shear flows M Chantry, TM Schneider Journal of fluid mechanics 747, 506-517, 2014 | 20 | 2014 |
Challenging conventional wisdom: Experimental evidence on heterogeneity and coordination in avoiding a collective catastrophic event I Waichman, T Requate, M Karde, M Milinski Journal of Environmental Economics and Management 109, 102502, 2021 | 17 | 2021 |
A topological perspective on weather regimes K Strommen, M Chantry, J Dorrington, N Otter Climate Dynamics 60 (5), 1415-1445, 2023 | 14 | 2023 |
Improving medium-range ensemble weather forecasts with hierarchical ensemble transformers ZB Bouallègue, JA Weyn, MCA Clare, J Dramsch, P Dueben, M Chantry Artificial Intelligence for the Earth Systems 3 (1), e230027, 2024 | 13 | 2024 |
Deep learning and a changing economy in weather and climate prediction P Bauer, P Dueben, M Chantry, F Doblas-Reyes, T Hoefler, A McGovern, ... Nature Reviews Earth & Environment 4 (8), 507-509, 2023 | 13 | 2023 |