| Enforcing analytic constraints in neural networks emulating physical systems T Beucler, M Pritchard, S Rasp, J Ott, P Baldi, P Gentine Physical Review Letters 126 (9), 098302, 2021 | 309 | 2021 |
| Interpreting and Stabilizing Machine-learning Parametrizations of Convection N Brenowitz, T Beucler, M Pritchard, C Bretherton Journal of the Atmospheric Sciences, 2020 | 122 | 2020 |
| Achieving conservation of energy in neural network emulators for climate modeling T Beucler, S Rasp, M Pritchard, P Gentine 2019 International Conference on Machine Learning (Workshop)., 2019 | 86 | 2019 |
| Climate-invariant machine learning T Beucler, P Gentine, J Yuval, A Gupta, L Peng, J Lin, S Yu, S Rasp, ... Science Advances 10 (6), eadj7250, 2024 | 58 | 2024 |
| Assessing the potential of deep learning for emulating cloud superparameterization in climate models with real‐geography boundary conditions G Mooers, M Pritchard, T Beucler, J Ott, G Yacalis, P Baldi, P Gentine Journal of Advances in Modeling Earth Systems 13 (5), e2020MS002385, 2021 | 51 | 2021 |
| Towards physically-consistent, data-driven models of convection T Beucler, M Pritchard, P Gentine, S Rasp Igarss 2020-2020 ieee international geoscience and remote sensing symposium …, 2020 | 43 | 2020 |
| Machine learning for clouds and climate T Beucler, I Ebert‐Uphoff, S Rasp, M Pritchard, P Gentine Clouds and their Climatic Impacts: Radiation, Circulation, and Precipitation …, 2023 | 42 | 2023 |
| Moisture‐radiative cooling instability T Beucler, TW Cronin Journal of Advances in Modeling Earth Systems 8 (4), 1620-1640, 2016 | 37 | 2016 |
| ClimSim: A large multi-scale dataset for hybrid physics-ML climate emulation S Yu, W Hannah, L Peng, J Lin, MA Bhouri, R Gupta, B Lütjens, JC Will, ... Advances in Neural Information Processing Systems 36, 2024 | 31* | 2024 |
| Convective dynamics and the response of precipitation extremes to warming in radiative-convective equilibrium T Abbott, T Cronin, T Beucler Journal of the Atmospheric Sciences, 2019 | 30 | 2019 |
| Deep learning based cloud cover parameterization for ICON A Grundner, T Beucler, P Gentine, F Iglesias‐Suarez, MA Giorgetta, ... Journal of Advances in Modeling Earth Systems 14 (12), e2021MS002959, 2022 | 27 | 2022 |
| Causally‐informed deep learning to improve climate models and projections F Iglesias‐Suarez, P Gentine, B Solino‐Fernandez, T Beucler, M Pritchard, ... Journal of Geophysical Research: Atmospheres 129 (4), e2023JD039202, 2024 | 25 | 2024 |
| Non‐Linear Dimensionality Reduction With a Variational Encoder Decoder to Understand Convective Processes in Climate Models G Behrens, T Beucler, P Gentine, F Iglesias‐Suarez, M Pritchard, V Eyring Journal of Advances in Modeling Earth Systems 14 (8), e2022MS003130, 2022 | 25 | 2022 |
| A budget for the size of convective self‐aggregation T Beucler, TW Cronin Quarterly Journal of the Royal Meteorological Society, 2018 | 24 | 2018 |
| Data-Driven Equation Discovery of a Cloud Cover Parameterization A Grundner, T Beucler, P Gentine, V Eyring Journal of Advances in Modeling Earth Systems 16 (e2023MS003763), 2024 | 21 | 2024 |
| A Linear Response Framework for Radiative‐Convective Instability T Beucler, T Cronin, K Emanuel Journal of Advances in Modeling Earth Systems 10, 1924-1951, 2018 | 21 | 2018 |
| Deep learning for the parametrization of subgrid processes in climate models P Gentine, V Eyring, T Beucler Deep learning for the Earth sciences: A comprehensive approach to remote …, 2021 | 20 | 2021 |
| Comparing storm resolving models and climates via unsupervised machine learning G Mooers, M Pritchard, T Beucler, P Srivastava, H Mangipudi, L Peng, ... Scientific Reports 13 (1), 22365, 2023 | 15 | 2023 |
| Enhancing Regional Climate Downscaling through Advances in Machine Learning N Rampal, S Hobeichi, PB Gibson, J Baño-Medina, G Abramowitz, ... Artificial Intelligence for the Earth Systems 3 (2), 230066, 2024 | 14 | 2024 |
| 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 | 12 | 2024 |
Michael S. PritchardAssociate Professor of Earth System Science, University of California IrvineVerified email at uci.edu
