Correcting weather and climate models by machine learning nudged historical simulations O Watt‐Meyer, ND Brenowitz, SK Clark, B Henn, A Kwa, J McGibbon, ... Geophysical Research Letters 48 (15), e2021GL092555, 2021 | 98 | 2021 |
Correcting coarse‐grid weather and climate models by machine learning from global storm‐resolving simulations CS Bretherton, B Henn, A Kwa, ND Brenowitz, O Watt‐Meyer, J McGibbon, ... Journal of Advances in Modeling Earth Systems 14 (2), e2021MS002794, 2022 | 73 | 2022 |
Hemispheric Asymmetry of Tropical Expansion Under CO2 Forcing O Watt‐Meyer, DMW Frierson, Q Fu Geophysical Research Letters 46 (15), 9231-9240, 2019 | 44 | 2019 |
Machine learning climate model dynamics: Offline versus online performance ND Brenowitz, B Henn, J McGibbon, SK Clark, A Kwa, WA Perkins, ... arXiv preprint arXiv:2011.03081, 2020 | 40 | 2020 |
ACE: A fast, skillful learned global atmospheric model for climate prediction O Watt-Meyer, G Dresdner, J McGibbon, SK Clark, B Henn, J Duncan, ... arXiv preprint arXiv:2310.02074, 2023 | 37 | 2023 |
ITCZ width controls on Hadley cell extent and eddy-driven jet position and their response to warming O Watt-Meyer, DMW Frierson Journal of Climate 32 (4), 1151-1166, 2019 | 37 | 2019 |
Pushing the frontiers in climate modelling and analysis with machine learning V Eyring, WD Collins, P Gentine, EA Barnes, M Barreiro, T Beucler, ... Nature Climate Change 14 (9), 916-928, 2024 | 30 | 2024 |
Correcting a 200 km resolution climate model in multiple climates by machine learning from 25 km resolution simulations SK Clark, ND Brenowitz, B Henn, A Kwa, J McGibbon, WA Perkins, ... Journal of Advances in Modeling Earth Systems 14 (9), e2022MS003219, 2022 | 29 | 2022 |
Local and remote impacts of atmospheric cloud radiative effects onto the eddy‐driven jet O Watt‐Meyer, DMW Frierson Geophysical Research Letters 44 (19), 10,036-10,044, 2017 | 28 | 2017 |
fv3gfs-wrapper: a Python wrapper of the FV3GFS atmospheric model J McGibbon, ND Brenowitz, M Cheeseman, SK Clark, JPS Dahm, ... Geoscientific Model Development 14 (7), 4401-4409, 2021 | 20* | 2021 |
Machine‐learned climate model corrections from a global storm‐resolving model: Performance across the annual cycle A Kwa, SK Clark, B Henn, ND Brenowitz, J McGibbon, O Watt‐Meyer, ... Journal of Advances in Modeling Earth Systems 15 (5), e2022MS003400, 2023 | 14 | 2023 |
Decomposition of atmospheric disturbances into standing and traveling components, with application to Northern Hemisphere planetary waves and stratosphere–troposphere coupling O Watt-Meyer, PJ Kushner Journal of the Atmospheric Sciences 72 (2), 787-802, 2015 | 13 | 2015 |
The role of standing waves in driving persistent anomalies of upward wave activity flux O Watt-Meyer, PJ Kushner Journal of Climate 28 (24), 9941-9954, 2015 | 11 | 2015 |
Neural network parameterization of subgrid‐scale physics from a realistic geography global storm‐resolving simulation O Watt‐Meyer, ND Brenowitz, SK Clark, B Henn, A Kwa, J McGibbon, ... Journal of Advances in Modeling Earth Systems 16 (2), e2023MS003668, 2024 | 8 | 2024 |
Why are temperature and upward wave activity flux positively skewed in the polar stratosphere? O Watt-Meyer, PJ Kushner Journal of Climate 31 (1), 115-130, 2018 | 6 | 2018 |
Global precipitation correction across a range of climates using CycleGAN J McGibbon, SK Clark, B Henn, A Kwa, O Watt‐Meyer, WA Perkins, ... Geophysical Research Letters 51 (4), e2023GL105131, 2024 | 5 | 2024 |
Emulating Fast Processes in Climate Models ND Brenowitz, WA Perkins, JM Nugent, O Watt-Meyer, SK Clark, A Kwa, ... arXiv preprint arXiv:2211.10774, 2022 | 5 | 2022 |
Application of the AI2 Climate Emulator to E3SMv2's global atmosphere model, with a focus on precipitation fidelity JPC Duncan, E Wu, JC Golaz, PM Caldwell, O Watt‐Meyer, SK Clark, ... Journal of Geophysical Research: Machine Learning and Computation 1 (3 …, 2024 | 4 | 2024 |
Improving the reliability of ML‐corrected climate models with novelty detection C Sanford, A Kwa, O Watt‐Meyer, SK Clark, N Brenowitz, J McGibbon, ... Journal of Advances in Modeling Earth Systems 15 (11), e2023MS003809, 2023 | 4 | 2023 |
Improving the predictions of ML-corrected climate models with novelty detection C Sanford, A Kwa, O Watt-Meyer, S Clark, N Brenowitz, J McGibbon, ... arXiv preprint arXiv:2211.13354, 2022 | 4 | 2022 |