Michael Langguth's publications
Poster (Other)
How can society benefit from the DestinE digital twins in view of air pollution extreme events?
nd Destination Earth User eXchange, BonnBonn, Germany, 13 Nov 2023 - 14 Nov 2023
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Journal Article
Temperature forecasting by deep learning methods
Geoscientific model development 15(23), 8931 - 8956 (2022) [10.5194/gmd-15-8931-2022]
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Book
Final report of the DeepRain project - Abschlußbericht des DeepRain Projektes
Jülich : Forschungszentrum Jülich GmbH Zentralbibliothek Verlag, Schriften des Forschungszentrums Jülich IAS Series 51, 77 p. (2022)
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Poster (Other)
Stochastic downscaling of meteorological fields with deep neural networks
Living Planet Symposium 2022, LPS2022, BonnBonn, Germany, 23 May 2022 - 27 May 2022
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Journal Article
HPC-oriented Canonical Workflows for Machine Learning Applications in Climate and Weather Prediction
Data Intelligence 4(2), 271-285 (2022) [10.1162/dint_a_00131]
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Journal Article
Artificial intelligence for air quality
The project repository journal 12(1), 70 - 73 (2022) [10.54050/PRJ1218384]
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Contribution to a conference proceedings/Contribution to a book
JUWELS Booster – A Supercomputer for Large-Scale AI Research
High Performance Computing / Jagode, Heike (Editor)
ISC High Performance 2021, ISC21, DigitalDigital, Germany, 24 Jun 2021 - 2 Jul 2021
Lecture Notes in Computer Science 12761, 453 - 468 (2021) [10.1007/978-3-030-90539-2_31]
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Journal Article
Can deep learning beat numerical weather prediction?
Philosophical transactions of the Royal Society of London / A 379(2194), 20200097 (2021) [10.1098/rsta.2020.0097] special issue: "Machine learning for weather and climate modelling"
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Journal Article
Implementing the HYbrid MAss flux Convection Scheme (HYMACS) in ICON – First idealized tests and adaptions to the dynamical core for local mass sources
Quarterly journal of the Royal Meteorological Society 146(731), 2689 - 2716 (2020) [10.1002/qj.3812]
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