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Tom Beucler
Tom Beucler
Assistant Professor, University of Lausanne
Подтвержден адрес электронной почты в домене unil.ch - Главная страница
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Процитировано
Процитировано
Год
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
2922021
Interpreting and Stabilizing Machine-learning Parametrizations of Convection
N Brenowitz, T Beucler, M Pritchard, C Bretherton
Journal of the Atmospheric Sciences, 2020
1182020
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
842019
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
502024
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
502021
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
412020
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
382023
Moisture‐radiative cooling instability
T Beucler, TW Cronin
Journal of Advances in Modeling Earth Systems 8 (4), 1620-1640, 2016
362016
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
262019
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
25*2024
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
252022
A budget for the size of convective self‐aggregation
T Beucler, TW Cronin
Quarterly Journal of the Royal Meteorological Society, 2018
242018
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
202022
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
202021
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
202018
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
182024
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
182024
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
122023
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
112020
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
112019
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Статьи 1–20