Articles | Volume 4, issue 4
https://doi.org/10.5194/wcd-4-981-2023
https://doi.org/10.5194/wcd-4-981-2023
Research article
 | 
20 Nov 2023
Research article |  | 20 Nov 2023

Identification of high-wind features within extratropical cyclones using a probabilistic random forest – Part 2: Climatology over Europe

Lea Eisenstein, Benedikt Schulz, Joaquim G. Pinto, and Peter Knippertz

Related authors

The three-dimensional structure of fronts in mid-latitude weather systems in numerical weather prediction models
Andreas A. Beckert, Lea Eisenstein, Annika Oertel, Tim Hewson, George C. Craig, and Marc Rautenhaus
Geosci. Model Dev., 16, 4427–4450, https://doi.org/10.5194/gmd-16-4427-2023,https://doi.org/10.5194/gmd-16-4427-2023, 2023
Short summary
Identification of high-wind features within extratropical cyclones using a probabilistic random forest – Part 1: Method and case studies
Lea Eisenstein, Benedikt Schulz, Ghulam A. Qadir, Joaquim G. Pinto, and Peter Knippertz
Weather Clim. Dynam., 3, 1157–1182, https://doi.org/10.5194/wcd-3-1157-2022,https://doi.org/10.5194/wcd-3-1157-2022, 2022
Short summary
The three-dimensional structure of fronts in mid-latitude weather systems as represented by numerical weather prediction models
Andreas Alexander Beckert, Lea Eisenstein, Annika Oertel, Timothy Hewson, George C. Craig, and Marc Rautenhaus
Weather Clim. Dynam. Discuss., https://doi.org/10.5194/wcd-2022-36,https://doi.org/10.5194/wcd-2022-36, 2022
Preprint withdrawn
Short summary

Related subject area

Dynamical processes in midlatitudes
Extreme weather anomalies and surface signatures associated with merged Atlantic–African jets during northern winter
Sohan Suresan, Nili Harnik, and Rodrigo Caballero
Weather Clim. Dynam., 6, 789–806, https://doi.org/10.5194/wcd-6-789-2025,https://doi.org/10.5194/wcd-6-789-2025, 2025
Short summary
Long vs. short: understanding the dynamics of persistent summer hot spells in Europe
Duncan Pappert, Alexandre Tuel, Dim Coumou, Mathieu Vrac, and Olivia Martius
Weather Clim. Dynam., 6, 769–788, https://doi.org/10.5194/wcd-6-769-2025,https://doi.org/10.5194/wcd-6-769-2025, 2025
Short summary
Environments and lifting mechanisms of cold-frontal convective cells during the warm season in Germany
George Pacey, Stephan Pfahl, and Lisa Schielicke
Weather Clim. Dynam., 6, 695–713, https://doi.org/10.5194/wcd-6-695-2025,https://doi.org/10.5194/wcd-6-695-2025, 2025
Short summary
Seasonal to decadal variability and persistence properties of the Euro-Atlantic jet streams characterized by complementary approaches
Hugo Banderier, Alexandre Tuel, Tim Woollings, and Olivia Martius
Weather Clim. Dynam., 6, 715–739, https://doi.org/10.5194/wcd-6-715-2025,https://doi.org/10.5194/wcd-6-715-2025, 2025
Short summary
A pan-European analysis of large-scale drivers of severe convective outbreaks
Monika Feldmann, Daniela I. V. Domeisen, and Olivia Martius
EGUsphere, https://doi.org/10.5194/egusphere-2025-2296,https://doi.org/10.5194/egusphere-2025-2296, 2025
Short summary

Cited articles

Bjerknes, J.: On the Structure of Moving Cyclones, Mon. Weather Rev., 47, 95–99, https://doi.org/10.1175/1520-0493(1919)47<95:otsomc>2.0.co;2, 1919. a
Bollmeyer, C., Keller, J. D., Ohlwein, C., Wahl, S., Crewell, S., Friederichs, P., Hense, A., Keune, J., Kneifel, S., Pscheidt, I., Redl, S., and Steinke, S.: Towards a high-resolution regional reanalysis for the European CORDEX domain, Q. J. Roy. Meteorol. Soc., 141, 1–15, https://doi.org/10.1002/qj.2486, 2015. a, b
Born, K., Ludwig, P., and Pinto, J. G.: Wind gust estimation for Mid-European winter storms: Towards a probabilistic view, Tellus A, 64, 17471, https://doi.org/10.3402/tellusa.v64i0.17471, 2012. a, b
Catto, J. L.: Extratropical cyclone classification and its use, Rev. Geophys., 54, 486–520, https://doi.org/10.1002/2016RG000519, 2016. a
Catto, J. L. and Raveh-Rubin, S.: Climatology and dynamics of the link between dry intrusions and cold fronts during winter. Part I: global climatology, Clim. Dynam., 53, 1873–1892, https://doi.org/10.1007/s00382-019-04745-w, 2019. a
Download
Short summary
Mesoscale high-wind features within extratropical cyclones can cause immense damage. In Part 1 of this work, we introduced RAMEFI (RAndom-forest-based MEsoscale wind Feature Identification), an objective, flexible identification tool for these wind features based on a probabilistic random forest. Here, we use RAMEFI to compile a climatology of the features over 19 extended winter seasons over western and central Europe, focusing on relative occurrence, affected areas and further characteristics.
Share