| 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 | 254 | 2021 |
| Interpreting and Stabilizing Machine-learning Parametrizations of Convection N Brenowitz, T Beucler, M Pritchard, C Bretherton Journal of the Atmospheric Sciences, 2020 | 97 | 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 | 81* | 2019 |
| 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 | 37 | 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 | 35 | 2020 |
| Moisture‐radiative cooling instability T Beucler, TW Cronin Journal of Advances in Modeling Earth Systems 8 (4), 1620-1640, 2016 | 35 | 2016 |
| 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 | 26 | 2023 |
| 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 | 25 | 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 | 25 | 2019 |
| A budget for the size of convective self‐aggregation T Beucler, TW Cronin Quarterly Journal of the Royal Meteorological Society, 2018 | 23 | 2018 |
| 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 | 19 | 2018 |
| 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 | 13 | 2022 |
| 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 | 12 | 2022 |
| 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 | 11 | 2021 |
| Comparing convective self‐aggregation in idealized models to observed moist static energy variability near the equator T Beucler, TH Abbott, TW Cronin, MS Pritchard Geophysical Research Letters 46 (17-18), 10589-10598, 2019 | 11 | 2019 |
| Generative modeling of atmospheric convection G Mooers, J Tuyls, S Mandt, M Pritchard, TG Beucler Proceedings of the 10th international conference on climate informatics, 98-105, 2020 | 9 | 2020 |
| 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 | 8* | 2024 |
| 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 | 7 | 2024 |
| Quantifying convective aggregation using the tropical moist margin's length T Beucler, D Leutwyler, JM Windmiller Journal of Advances in Modeling Earth Systems 12 (10), e2020MS002092, 2020 | 7 | 2020 |
| 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 | 5 | 2024 |
Michael S. PritchardAssociate Professor of Earth System Science, University of California Irvineuci.edu의 이메일 확인됨
