Deep learning to represent subgrid processes in climate models
Rasp, Stephan, Pritchard, Michael S., Gentine, Pierre
Published in Proceedings of the National Academy of Sciences - PNAS (25.09.2018)
Published in Proceedings of the National Academy of Sciences - PNAS (25.09.2018)
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Journal Article
Potential and Limitations of Machine Learning for Modeling Warm‐Rain Cloud Microphysical Processes
Seifert, Axel, Rasp, Stephan
Published in Journal of advances in modeling earth systems (01.12.2020)
Published in Journal of advances in modeling earth systems (01.12.2020)
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Journal Article
WeatherBench 2: A Benchmark for the Next Generation of Data‐Driven Global Weather Models
Rasp, Stephan, Hoyer, Stephan, Merose, Alexander, Langmore, Ian, Battaglia, Peter, Russell, Tyler, Sanchez‐Gonzalez, Alvaro, Yang, Vivian, Carver, Rob, Agrawal, Shreya, Chantry, Matthew, Ben Bouallegue, Zied, Dueben, Peter, Bromberg, Carla, Sisk, Jared, Barrington, Luke, Bell, Aaron, Sha, Fei
Published in Journal of advances in modeling earth systems (01.06.2024)
Published in Journal of advances in modeling earth systems (01.06.2024)
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Journal Article
Enforcing Analytic Constraints in Neural Networks Emulating Physical Systems
Beucler, Tom, Pritchard, Michael, Rasp, Stephan, Ott, Jordan, Baldi, Pierre, Gentine, Pierre
Published in Physical review letters (05.03.2021)
Published in Physical review letters (05.03.2021)
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Journal Article
Variability and Clustering of Midlatitude Summertime Convection: Testing the Craig and Cohen Theory in a Convection-Permitting Ensemble with Stochastic Boundary Layer Perturbations
Rasp, Stephan, Selz, Tobias, Craig, George C.
Published in Journal of the atmospheric sciences (01.02.2018)
Published in Journal of the atmospheric sciences (01.02.2018)
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Journal Article
Relative contribution of soil moisture, boundary‐layer and microphysical perturbations on convective predictability in different weather regimes
Keil, Christian, Baur, Florian, Bachmann, Kevin, Rasp, Stephan, Schneider, Linda, Barthlott, Christian
Published in Quarterly journal of the Royal Meteorological Society (01.10.2019)
Published in Quarterly journal of the Royal Meteorological Society (01.10.2019)
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Journal Article
Stochastic Parameterization of Processes Leading to Convective Initiation in Kilometer-Scale Models
Hirt, Mirjam, Rasp, Stephan, Blahak, Ulrich, Craig, George C.
Published in Monthly weather review (01.11.2019)
Published in Monthly weather review (01.11.2019)
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Journal Article
Deep learning to represent subgrid processes in climate models
Rasp, Stephan, Pritchard, Michael S., Gentine, Pierre
Published in Proceedings of the National Academy of Sciences - PNAS (06.09.2018)
Published in Proceedings of the National Academy of Sciences - PNAS (06.09.2018)
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Journal Article
Neural general circulation models for weather and climate
Kochkov, Dmitrii, Yuval, Janni, Langmore, Ian, Norgaard, Peter, Smith, Jamie, Mooers, Griffin, Klöwer, Milan, Lottes, James, Rasp, Stephan, Düben, Peter, Hatfield, Sam, Battaglia, Peter, Sanchez-Gonzalez, Alvaro, Willson, Matthew, Brenner, Michael P, Hoyer, Stephan
Published in Nature (London) (22.07.2024)
Published in Nature (London) (22.07.2024)
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Journal Article
Training a convolutional neural network to conserve mass in data assimilation
Ruckstuhl, Yvonne, Janjic, Tijana, Rasp, Stephan
Published in Nonlinear processes in geophysics (09.02.2021)
Published in Nonlinear processes in geophysics (09.02.2021)
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Journal Article
Neural general circulation models for weather and climate
Kochkov, Dmitrii, Yuval, Janni, Langmore, Ian, Norgaard, Peter, Smith, Jamie, Mooers, Griffin, Klöwer, Milan, Lottes, James, Rasp, Stephan, Düben, Peter, Hatfield, Sam, Battaglia, Peter, Sanchez-Gonzalez, Alvaro, Willson, Matthew, Brenner, Michael P, Hoyer, Stephan
Published in Nature (London) (29.08.2024)
Published in Nature (London) (29.08.2024)
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Journal Article
Do Computers Daydream of Electric Fish, Flowers, Sugar, Gravel in the and Clouds?: Crowdsourcing and Deep Learning to Explore the Mesoscale Organization of Shallow Convection
Rasp, Stephan, Schulz, Hauke, Bony, Sandrine, Stevens, Bjorn
Published in Bulletin of the American Meteorological Society (01.04.2021)
Published in Bulletin of the American Meteorological Society (01.04.2021)
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Journal Article