Michael Langguth's publications

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Applying AtmoRep for Diverse Weather Applications
NIC Symposium 2025 Proceedings
The 12th John von Neumann Institute for Computing (NIC) Symposium, JülichJülich, Germany, 6 Mar 2025 - 7 Mar 20252025-03-062025-03-07
52, 301- 311 () [10.34734/FZJ-2025-02398] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Downscaling with the foundation model AtmoRep
European Geosciences Union General Assembly 2024, EGU 2024, ViennaVienna, Austria, 14 Apr 2024 - 19 Apr 20242024-04-142024-04-19 [10.5194/egusphere-egu24-18331] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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A Benchmark Dataset for Meteorological Downscaling
International Conference on Learning Representations, ICLR 2024, ViennaVienna, Austria, 7 May 2024 - 11 May 20242024-05-072024-05-11 [10.34734/FZJ-2024-07390] OpenAccess  Download fulltext Files  Download fulltextFulltext BibTeX | EndNote: XML, Text | RIS

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A Benchmark Dataset for Meteorological Downscaling
International Conference on Learning Representations, ICLR 2024, ViennaVienna, Austria, 7 May 2024 - 11 May 20242024-05-072024-05-11 N/A () [10.34734/FZJ-2024-07378] OpenAccess  Download fulltext Files  Download fulltextFulltext BibTeX | EndNote: XML, Text | RIS

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Applying the DestinE Extremes digital twin to air quality forecasts and emission scenario simulations
ECMWF DestinE Annual Meeting, BonnBonn, Germany, 11 Apr 2024 - 12 Apr 20242024-04-112024-04-12 BibTeX | EndNote: XML, Text | RIS

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Applying the DestinE Extremes digital twin to air quality forecasts and emission scenario simulations
EGU General Assembly 2024, ViennaVienna, Austria, 14 Apr 2024 - 19 Apr 20242024-04-142024-04-19 [10.5194/egusphere-egu24-19153] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Deep learning models for generation of precipitation maps based on numerical weather prediction
Geoscientific model development 16(5), 1467 - 1480 () [10.5194/gmd-16-1467-2023] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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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 20232023-11-132023-11-14 BibTeX | EndNote: XML, Text | RIS

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Temperature forecasting by deep learning methods
Geoscientific model development 15(23), 8931 - 8956 () [10.5194/gmd-15-8931-2022] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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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. () OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Stochastic downscaling of meteorological fields with deep neural networks
Living Planet Symposium 2022, LPS2022, BonnBonn, Germany, 23 May 2022 - 27 May 20222022-05-232022-05-27 OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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HPC-oriented Canonical Workflows for Machine Learning Applications in Climate and Weather Prediction
Data Intelligence 4(2), 271-285 () [10.1162/dint_a_00131] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Artificial intelligence for air quality
The project repository journal 12(1), 70 - 73 () [10.54050/PRJ1218384] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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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 20212021-06-242021-07-02
Lecture Notes in Computer Science 12761, 453 - 468 () [10.1007/978-3-030-90539-2_31] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Can deep learning beat numerical weather prediction?
Philosophical transactions of the Royal Society of London / A 379(2194), 20200097 () [10.1098/rsta.2020.0097] special issue: "Machine learning for weather and climate modelling" OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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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 () [10.1002/qj.3812]  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

Last Modified: 06.05.2022