Articles | Volume 15, issue 2
https://doi.org/10.5194/gmd-15-715-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/gmd-15-715-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Model description paper
| 
27 Jan 2022
Model description paper |
| 27 Jan 2022
| 27 Jan 2022
EuLerian Identification of ascending AirStreams (ELIAS 2.0) in numerical weather prediction and climate models – Part 1: Development of deep learning model
Julian F. Quinting
CORRESPONDING AUTHOR
Institute of Meteorology and Climate Research (IMK-TRO), Karlsruhe Institute of Technology, Karlsruhe, Germany
Christian M. Grams
Institute of Meteorology and Climate Research (IMK-TRO), Karlsruhe Institute of Technology, Karlsruhe, Germany
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Cited
18 citations as recorded by crossref.
- Interaction of microphysics and dynamics in a warm conveyor belt simulated with the ICOsahedral Nonhydrostatic (ICON) model A. Oertel et al. 10.5194/acp-23-8553-2023
- Assessment of the origin of moisture for the precipitation of North Atlantic extratropical cyclones: Insights from downscaled ERA5 P. Coll-Hidalgo et al. 10.1016/j.atmosres.2025.108205
- Linking Gulf Stream air–sea interactions to the exceptional blocking episode in February 2019: a Lagrangian perspective M. Wenta et al. 10.5194/wcd-5-181-2024
- The record-breaking precipitation event of December 2022 in Portugal T. Ferreira et al. 10.5194/nhess-25-609-2025
- Warm conveyor belt activity over the Pacific: modulation by the Madden–Julian Oscillation and impact on tropical–extratropical teleconnections J. Quinting et al. 10.5194/wcd-5-65-2024
- North Atlantic Extratropical Cyclone Tracks and Lagrangian-Derived Moisture Uptake Dataset P. Coll-Hidalgo et al. 10.1038/s41597-024-04091-5
- Life cycle dynamics of Greenland blocking from a potential vorticity perspective S. Hauser et al. 10.5194/wcd-5-633-2024
- EuLerian Identification of ascending AirStreams (ELIAS 2.0) in numerical weather prediction and climate models – Part 2: Model application to different datasets J. Quinting et al. 10.5194/gmd-15-731-2022
- On the role of moist and dry processes in atmospheric blocking biases in the Euro-Atlantic region in CMIP6 E. Dolores-Tesillos et al. 10.5194/wcd-6-471-2025
- Warm conveyor belts as amplifiers of forecast uncertainty M. Pickl et al. 10.1002/qj.4546
- Assessing target areas for precipitating moisture source analysis of extratropical cyclones: An analysis based on case studies P. Coll-Hidalgo et al. 10.1016/j.atmosres.2024.107628
- Sensitivities of warm conveyor belt ascent, associated precipitation characteristics and large‐scale flow pattern: Insights from a perturbed parameter ensemble A. Oertel et al. 10.1002/qj.4986
- Towards a holistic understanding of blocked regime dynamics through a combination of complementary diagnostic perspectives S. Hauser et al. 10.5194/wcd-4-399-2023
- EuLerian Identification of ascending AirStreams (ELIAS 2.0) in numerical weather prediction and climate models – Part 1: Development of deep learning model J. Quinting & C. Grams 10.5194/gmd-15-715-2022
- Warm conveyor belt activity over the Pacific: modulation by the Madden–Julian Oscillation and impact on tropical–extratropical teleconnections J. Quinting et al. 10.5194/wcd-5-65-2024
- The record-breaking precipitation event of December 2022 in Portugal T. Ferreira et al. 10.5194/nhess-25-609-2025
- EuLerian Identification of ascending AirStreams (ELIAS 2.0) in numerical weather prediction and climate models – Part 2: Model application to different datasets J. Quinting et al. 10.5194/gmd-15-731-2022
- Why Moist Dynamic Processes Matter for the Sub‐Seasonal Prediction of Atmospheric Blocking Over Europe J. Wandel et al. 10.1029/2023JD039791
13 citations as recorded by crossref.
- Interaction of microphysics and dynamics in a warm conveyor belt simulated with the ICOsahedral Nonhydrostatic (ICON) model A. Oertel et al. 10.5194/acp-23-8553-2023
- Assessment of the origin of moisture for the precipitation of North Atlantic extratropical cyclones: Insights from downscaled ERA5 P. Coll-Hidalgo et al. 10.1016/j.atmosres.2025.108205
- Linking Gulf Stream air–sea interactions to the exceptional blocking episode in February 2019: a Lagrangian perspective M. Wenta et al. 10.5194/wcd-5-181-2024
- The record-breaking precipitation event of December 2022 in Portugal T. Ferreira et al. 10.5194/nhess-25-609-2025
- Warm conveyor belt activity over the Pacific: modulation by the Madden–Julian Oscillation and impact on tropical–extratropical teleconnections J. Quinting et al. 10.5194/wcd-5-65-2024
- North Atlantic Extratropical Cyclone Tracks and Lagrangian-Derived Moisture Uptake Dataset P. Coll-Hidalgo et al. 10.1038/s41597-024-04091-5
- Life cycle dynamics of Greenland blocking from a potential vorticity perspective S. Hauser et al. 10.5194/wcd-5-633-2024
- EuLerian Identification of ascending AirStreams (ELIAS 2.0) in numerical weather prediction and climate models – Part 2: Model application to different datasets J. Quinting et al. 10.5194/gmd-15-731-2022
- On the role of moist and dry processes in atmospheric blocking biases in the Euro-Atlantic region in CMIP6 E. Dolores-Tesillos et al. 10.5194/wcd-6-471-2025
- Warm conveyor belts as amplifiers of forecast uncertainty M. Pickl et al. 10.1002/qj.4546
- Assessing target areas for precipitating moisture source analysis of extratropical cyclones: An analysis based on case studies P. Coll-Hidalgo et al. 10.1016/j.atmosres.2024.107628
- Sensitivities of warm conveyor belt ascent, associated precipitation characteristics and large‐scale flow pattern: Insights from a perturbed parameter ensemble A. Oertel et al. 10.1002/qj.4986
- Towards a holistic understanding of blocked regime dynamics through a combination of complementary diagnostic perspectives S. Hauser et al. 10.5194/wcd-4-399-2023
5 citations as recorded by crossref.
- EuLerian Identification of ascending AirStreams (ELIAS 2.0) in numerical weather prediction and climate models – Part 1: Development of deep learning model J. Quinting & C. Grams 10.5194/gmd-15-715-2022
- Warm conveyor belt activity over the Pacific: modulation by the Madden–Julian Oscillation and impact on tropical–extratropical teleconnections J. Quinting et al. 10.5194/wcd-5-65-2024
- The record-breaking precipitation event of December 2022 in Portugal T. Ferreira et al. 10.5194/nhess-25-609-2025
- EuLerian Identification of ascending AirStreams (ELIAS 2.0) in numerical weather prediction and climate models – Part 2: Model application to different datasets J. Quinting et al. 10.5194/gmd-15-731-2022
- Why Moist Dynamic Processes Matter for the Sub‐Seasonal Prediction of Atmospheric Blocking Over Europe J. Wandel et al. 10.1029/2023JD039791
Latest update: 14 May 2025
Short summary
Physical processes in weather systems importantly affect the midlatitude large-scale circulation. This study introduces an artificial-intelligence-based framework which allows the identification of an important weather system – the so-called warm conveyor belt (WCB) – at comparably low computational costs and from data at low spatial and temporal resolution. The framework thus newly enables the systematic investigation of WCBs in large data sets such as climate model projections.
Physical processes in weather systems importantly affect the midlatitude large-scale...
