Articles | Volume 7, issue 1
https://doi.org/10.5194/wcd-7-475-2026
© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/wcd-7-475-2026
© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Detection and global climatology of two types of spatio-temporal clustering of extratropical cyclones
Chris Weijenborg
Meteorology and Air Quality Section, Wageningen University and Research, Wageningen, the Netherlands
Geophysical Institute, University of Bergen, and Bjerknes Centre for Climate Research, Bergen, Norway
Related authors
Rikke Stoffels, Imme Benedict, Lukas Papritz, Frank Selten, and Chris Weijenborg
Weather Clim. Dynam., 6, 1743–1768, https://doi.org/10.5194/wcd-6-1743-2025, https://doi.org/10.5194/wcd-6-1743-2025, 2025
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Summertime North Atlantic storms bring heavy rainfall, especially near their centers and along their fronts. By tracking precipitating air parcels back in time we find that the moisture comes from areas of strong ocean evaporation, with hotspots in the Gulf Stream region. We also find that sometimes evaporation in a previous storm can contribute to rainfall in the next. Unlike in winter, summer storms also draw moisture from land, and their properties are partly shaped by former tropical storms.
Peter Kalverla, Imme Benedict, Chris Weijenborg, and Ruud J. van der Ent
Geosci. Model Dev., 18, 4335–4352, https://doi.org/10.5194/gmd-18-4335-2025, https://doi.org/10.5194/gmd-18-4335-2025, 2025
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We introduce a new version of WAM2layers (Water Accounting Model – 2 layers), a computer program that tracks how the weather brings water from one place to another. It uses data from weather and climate models, whose resolution is steadily increasing. Processing the latest data had become a challenge, and the updates presented here ensure that WAM2layers runs smoothly again. We also made it easier to use the program and to understand its source code. This makes it more transparent, reliable, and easier to maintain.
Qidi Yu, Clemens Spensberger, Linus Magnusson, and Thomas Spengler
EGUsphere, https://doi.org/10.5194/egusphere-2026-257, https://doi.org/10.5194/egusphere-2026-257, 2026
This preprint is open for discussion and under review for Weather and Climate Dynamics (WCD).
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Forecast biases of wintertime extratropical cyclones are quantified, distinguishing cyclones by their diabatic heating intensity. Forecasts feature a southwest displacement and underestimation in strength for cyclones with strong diabatic heating. For weaker diabatic heating, cyclones mainly feature a bias in strength. Specific biases are also identified for wind, moisture, temperature, and upper-level circulation fields. Our findings help to guide future model improvements.
Rikke Stoffels, Imme Benedict, Lukas Papritz, Frank Selten, and Chris Weijenborg
Weather Clim. Dynam., 6, 1743–1768, https://doi.org/10.5194/wcd-6-1743-2025, https://doi.org/10.5194/wcd-6-1743-2025, 2025
Short summary
Short summary
Summertime North Atlantic storms bring heavy rainfall, especially near their centers and along their fronts. By tracking precipitating air parcels back in time we find that the moisture comes from areas of strong ocean evaporation, with hotspots in the Gulf Stream region. We also find that sometimes evaporation in a previous storm can contribute to rainfall in the next. Unlike in winter, summer storms also draw moisture from land, and their properties are partly shaped by former tropical storms.
Andrea Marcheggiani and Thomas Spengler
Weather Clim. Dynam., 6, 1479–1489, https://doi.org/10.5194/wcd-6-1479-2025, https://doi.org/10.5194/wcd-6-1479-2025, 2025
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Cold air outbreaks, where cold polar air flows over warmer oceans, help restore midlatitude atmospheric temperature gradients near strong ocean currents, supporting storm formation. Using a novel method, we show that moderate outbreaks cover less than 15 % of the Gulf Stream region but explain up to 40 % of near-surface variability. In the North Pacific, they are more extensive and still account for a large share of variability, highlighting their key role in shaping storm tracks.
Svenya Chripko, Thomas Spengler, Stefanie Semper, and Kjetil Våge
EGUsphere, https://doi.org/10.5194/egusphere-2025-4944, https://doi.org/10.5194/egusphere-2025-4944, 2025
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Using a high-resolution ocean reanalysis, we provide the first quantification of the three-dimensional ocean response to a strong cold air outbreak in the entire Nordic Seas. We show that the effects of the cold air outbreak on the mixed layer are masked by the effects of lateral heat transport in the eastern part of the region. The effects are only visible in the western Nordic Seas (away from sea ice and currents), which impacts water mass transformation in the area.
Peter Kalverla, Imme Benedict, Chris Weijenborg, and Ruud J. van der Ent
Geosci. Model Dev., 18, 4335–4352, https://doi.org/10.5194/gmd-18-4335-2025, https://doi.org/10.5194/gmd-18-4335-2025, 2025
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Short summary
We introduce a new version of WAM2layers (Water Accounting Model – 2 layers), a computer program that tracks how the weather brings water from one place to another. It uses data from weather and climate models, whose resolution is steadily increasing. Processing the latest data had become a challenge, and the updates presented here ensure that WAM2layers runs smoothly again. We also made it easier to use the program and to understand its source code. This makes it more transparent, reliable, and easier to maintain.
Clemens Spensberger, Kjersti Konstali, and Thomas Spengler
Weather Clim. Dynam., 6, 431–446, https://doi.org/10.5194/wcd-6-431-2025, https://doi.org/10.5194/wcd-6-431-2025, 2025
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The transport of moisture from warmer and moister to colder and drier regions mainly occurs in brief and narrow bursts. In the mid-latitudes, such bursts are generally referred to as atmospheric rivers; in the Arctic they are often referred to as warm moist intrusions. We introduce a new definition to identify such bursts which is based primarily on their elongated structure. With this more general definition, we show that bursts in moisture transport occur frequently across all climate zones.
Henrik Auestad, Clemens Spensberger, Andrea Marcheggiani, Paulo Ceppi, Thomas Spengler, and Tim Woollings
Weather Clim. Dynam., 5, 1269–1286, https://doi.org/10.5194/wcd-5-1269-2024, https://doi.org/10.5194/wcd-5-1269-2024, 2024
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Latent heating due to condensation can influence atmospheric circulation by strengthening or weakening horizontal temperature contrasts. Strong temperature contrasts intensify storms and imply the existence of strong upper tropospheric winds called jets. It remains unclear whether latent heating preferentially reinforces or abates the existing jet. We show that this disagreement is attributable to how the jet is defined, confirming that latent heating reinforces the jet.
Fumiaki Ogawa and Thomas Spengler
Weather Clim. Dynam., 5, 1031–1042, https://doi.org/10.5194/wcd-5-1031-2024, https://doi.org/10.5194/wcd-5-1031-2024, 2024
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The exchange of energy and moisture between the atmosphere and ocean is maximised along strong meridional contrasts in sea surface temperature, such as across the Gulf Stream and Kuroshio. We find that these strong meridional contrasts confine and determine the position of evaporation and precipitation, as well as storm occurrence and intensity. The general intensity of the water cycle and storm activity, however, is determined by the underlying absolute sea surface temperature.
Christiane Duscha, Juraj Pálenik, Thomas Spengler, and Joachim Reuder
Atmos. Meas. Tech., 16, 5103–5123, https://doi.org/10.5194/amt-16-5103-2023, https://doi.org/10.5194/amt-16-5103-2023, 2023
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We combine observations from two scanning Doppler lidars to obtain new and unique insights into the dynamic processes inherent to atmospheric convection. The approach complements and enhances conventional methods to probe convection and has the potential to substantially deepen our understanding of this complex process, which is crucial to improving our weather and climate models.
Andrea Marcheggiani and Thomas Spengler
Weather Clim. Dynam., 4, 927–942, https://doi.org/10.5194/wcd-4-927-2023, https://doi.org/10.5194/wcd-4-927-2023, 2023
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There is a gap between the theoretical understanding and model representation of moist diabatic effects on the evolution of storm tracks. We seek to bridge this gap by exploring the relationship between diabatic and adiabatic contributions to changes in baroclinicity. We find reversed behaviours in the lower and upper troposphere in the maintenance of baroclinicity. In particular, our study reveals a link between higher moisture availability and upper-tropospheric restoration of baroclinicity.
Stephen Outten, Camille Li, Martin P. King, Lingling Suo, Peter Y. F. Siew, Hoffman Cheung, Richard Davy, Etienne Dunn-Sigouin, Tore Furevik, Shengping He, Erica Madonna, Stefan Sobolowski, Thomas Spengler, and Tim Woollings
Weather Clim. Dynam., 4, 95–114, https://doi.org/10.5194/wcd-4-95-2023, https://doi.org/10.5194/wcd-4-95-2023, 2023
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Strong disagreement exists in the scientific community over the role of Arctic sea ice in shaping wintertime Eurasian cooling. The observed Eurasian cooling can arise naturally without sea-ice loss but is expected to be a rare event. We propose a framework that incorporates sea-ice retreat and natural variability as contributing factors. A helpful analogy is of a dice roll that may result in cooling, warming, or anything in between, with sea-ice loss acting to load the dice in favour of cooling.
Tim Woollings, Camille Li, Marie Drouard, Etienne Dunn-Sigouin, Karim A. Elmestekawy, Momme Hell, Brian Hoskins, Cheikh Mbengue, Matthew Patterson, and Thomas Spengler
Weather Clim. Dynam., 4, 61–80, https://doi.org/10.5194/wcd-4-61-2023, https://doi.org/10.5194/wcd-4-61-2023, 2023
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This paper investigates large-scale atmospheric variability in polar regions, specifically the balance between large-scale turbulence and Rossby wave activity. The polar regions are relatively more dominated by turbulence than lower latitudes, but Rossby waves are found to play a role and can even be triggered from high latitudes under certain conditions. Features such as cyclone lifetimes, high-latitude blocks, and annular modes are discussed from this perspective.
Clemens Spensberger, Trond Thorsteinsson, and Thomas Spengler
Geosci. Model Dev., 15, 2711–2729, https://doi.org/10.5194/gmd-15-2711-2022, https://doi.org/10.5194/gmd-15-2711-2022, 2022
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In order to understand the atmosphere, we rely on a hierarchy of models ranging from very simple to very complex. Comparing different steps in this hierarchy usually entails comparing different models. Here we combine two such steps that are commonly used in one modelling framework. This makes comparisons both much easier and much more direct.
Leonidas Tsopouridis, Thomas Spengler, and Clemens Spensberger
Weather Clim. Dynam., 2, 953–970, https://doi.org/10.5194/wcd-2-953-2021, https://doi.org/10.5194/wcd-2-953-2021, 2021
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Comparing simulations with realistic and smoothed SSTs, we find that the intensification of individual cyclones in the Gulf Stream and Kuroshio regions is only marginally affected by reducing the SST gradient. In contrast, we observe a reduced cyclone activity and a shift in storm tracks. Considering differences of the variables occurring within/outside of a radius of any cyclone, we find cyclones to play only a secondary role in explaining the mean states differences among the SST experiments.
Kristine Flacké Haualand and Thomas Spengler
Weather Clim. Dynam., 2, 695–712, https://doi.org/10.5194/wcd-2-695-2021, https://doi.org/10.5194/wcd-2-695-2021, 2021
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Given the recent focus on the influence of upper tropospheric structure in wind and temperature on midlatitude weather, we use an idealised model to investigate how structural modifications impact cyclone development. We find that cyclone intensification is less sensitive to these modifications than to changes in the amount of cloud condensation, suggesting that an accurate representation of the upper-level troposphere is less important for midlatitude weather than previously anticipated.
Cited articles
Bevacqua, E., Zappa, G., and Shepherd, T. G.: Shorter cyclone clusters modulate changes in European wintertime precipitation extremes, Environmental Research Letters, 15, 1–28, https://doi.org/10.1088/1748-9326/abbde7, 2020. a, b
Blender, R., Fraedrich, K., and Lunkeit, F.: Identification of cyclone-track regimes in the North Atlantic, Quarterly Journal of the Royal Meteorological Society, 123, 727–741, https://doi.org/10.1002/qj.49712353910, 1997. a
Dacre, H. F. and Pinto, J. G.: Serial clustering of extratropical cyclones: a review of where, when and why it occurs, npj Climate and Atmospheric Science, 3, 1–10, https://doi.org/10.1038/s41612-020-00152-9, 2020. a, b
Dee, D. P., Uppala, S. M., Simmons, A. J., Berrisford, P., Poli, P., Kobayashi, S., Andrae, U., Balmaseda, M., Balsamo, G., Bauer, d. P., et al.: The ERA-Interim reanalysis: Configuration and performance of the data assimilation system, Quarterly Journal of the Royal Meteorological Society, 137, 553–597, 2011. a, b
Economou, T., Stephenson, D. B., Pinto, J. G., Shaffrey, L. C., and Zappa, G.: Serial clustering of extratropical cyclones in a multi-model ensemble of historical and future simulations, Quarterly Journal of the Royal Meteorological Society, 141, 3076–3087, https://doi.org/10.1002/qj.2591, 2015. a, b
Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz-Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., et al.: The ERA5 global reanalysis, Quarterly Journal of the Royal Meteorological Society, 146, 1999–2049, 2020. a
Holton, J. R.: An introduction to dynamic meteorology, Elsevier Academic Press, fourth edn., ISBN 0-12-354015-1, 2004. a
Hoskins, B. J. and Valdes, P. J.: On the Existence of Storm-Tracks, Journal of the Atmospheric Sciences, 47, 1854–1864, 1990. a
Kvamstø, N. G., Song, Y., Seierstad, I. A., Sorteberg, A., and Stephenson, D. B.: Clustering of cyclones in the ARPEGE general circulation model, Tellus, Series A: Dynamic Meteorology and Oceanography, 60, 547–556, https://doi.org/10.1111/j.1600-0870.2008.00307.x, 2008. a
Lavender, S. L.: A climatology of Australian heat low events, International Journal of Climatology, 37, 534–539, https://doi.org/10.1002/joc.4692, 2017. a
Mesquita, M. D. S., Kvamstø, N. G., Sorteberg, A., and Atkinson, D. E.: Climatological properties of summertime extra-tropical storm tracks in the Northern Hemisphere, Tellus A: Dynamic Meteorology and Oceanography, 60, 557–569, https://doi.org/10.1111/j.1600-0870.2007.00305.x, 2008. a
Michel, C., Terpstra, A., and Spengler, T.: Polar mesoscale cyclone climatology for the Nordic seas based on ERA-interim, Journal of Climate, 31, 2511–2532, https://doi.org/10.1175/JCLI-D-16-0890.1, 2018. a, b
Moore, B. J., White, A. B., and Gottas, D. J.: Characteristics of long-duration heavy precipitation events along the West Coast of the United States, Monthly Weather Review, 2255–2277, https://doi.org/10.1175/mwr-d-20-0336.1, 2021. a
Murray, R. J. and Simmonds, I.: A numerical scheme for tracking cyclone centres from digital data. Part I: Development and operation of the scheme, Aust. Met. Mag., 39, 155–166, https://web.archive.org.au/awa/20240617154947mp_/http://www.bom.gov.au/jshess/docs/1991/murray1.pdf (last access: 23 February 2026), 1991a. a, b
Murray, R. J. and Simmonds, I.: A numerical scheme for tracking cyclone centres from digital data. Part 2: application to January and July general circulation model simulations, Aust. Met. Mag., 39, 167–180, https://web.archive.org.au/awa/20240617154947mp_/http://www.bom.gov.au/jshess/docs/1991/murray2.pdf (last access: 23 February 2026), 1991b. a, b
Papritz, L. and Spengler, T.: Analysis of the slope of isentropic surfaces and its tendencies over the North Atlantic, Quarterly Journal of the Royal Meteorological Society, 141, 3226–3238, https://doi.org/10.1002/qj.2605, 2015. a
Pinto, J. G., Bellenbaum, N., Karremann, M. K., and Della-Marta, P. M.: Serial clustering of extratropical cyclones over the North Atlantic and Europe under recent and future climate conditions, Journal of geophysical research: Atmospheres, 118, 12–476, 2013. a
Pinto, J. G., Gómara, I., Masato, G., Dacre, H. F., Woollings, T., and Caballero, R.: Large-scale dynamics associated with clustering of extratropical cyclones affecting Western Europe, Journal Geophysical Research: Atmospheres, 704–719, https://doi.org/10.1002/2014JD022305, 2014. a, b, c, d
Priestley, M. D. K., Dacre, H. F., Shaffrey, L. C., Hodges, K. I., and Pinto, J. G.: The role of serial European windstorm clustering for extreme seasonal losses as determined from multi-centennial simulations of high-resolution global climate model data, Nat. Hazards Earth Syst. Sci., 18, 2991–3006, https://doi.org/10.5194/nhess-18-2991-2018, 2018. a
Priestley, M. D., Ackerley, D., Catto, J. L., Hodges, K. I., McDonald, R. E., and Lee, R. W.: An Overview of the Extratropical Storm Tracks in CMIP6 Historical Simulations, Journal of Climate, 33, 6315–6343, https://doi.org/10.1175/JCLI-D-19-0928.1, 2020a. a
Priestley, M. D., Dacre, H. F., Shaffrey, L. C., Schemm, S., and Pinto, J. G.: The role of secondary cyclones and cyclone families for the North Atlantic storm track and clustering over western Europe, Quarterly Journal of the Royal Meteorological Society, 146, 1184–1205, https://doi.org/10.1002/qj.3733, 2020b. a, b, c, d, e, f, g, h, i, j
Spensberger, C.: Dynlib: A library of diagnostics, feature detection algorithms, plotting and convenience functions for dynamic meteorology, Zenodo [software], https://doi.org/10.5281/zenodo.4639624, 2021. a
Spensberger, C.: Dynlib: A library of diagnostics, feature detection algorithms, plotting and convenience functions for dynamic meteorology, Zenodo [software], https://doi.org/10.5281/zenodo.10471187, 2024. a
Thomas, C. M. and Schultz, D. M.: Global climatologies of fronts, airmass boundaries, and airstream boundaries: Why the definition of “front” matters, Monthly Weather Review, 147, 691–717, 2019. a
Tsopouridis, L., Spensberger, C., and Spengler, T.: Characteristics of cyclones following different pathways in the Gulf Stream region, Quarterly Journal of the Royal Meteorological Society, 147, 392–407, https://doi.org/10.1002/qj.3924, 2021. a, b, c
Vitolo, R., Stephenson, D. B., Cook, L. M., and Mitchell-Wallace, K.: Serial clustering of intense European storms, Meteorologische Zeitschrift, 18, 411–424, https://doi.org/10.1127/0941-2948/2009/0393, 2009. a, b, c, d
Weijenborg, C. and Spengler, T.: Diabatic Heating as a Pathway for Cyclone Clustering Encompassing the Extreme Storm Dagmar, Geophysical Research Letters, 47, e2019GL085777, https://doi.org/10.1029/2019GL085777, 2020. a, b, c, d
Woollings, T., Hannachi, A., and Hoskins, B.: Variability of the North Atlantic eddy-driven jet stream, Quarterly Journal of the Royal Meteorological Society, 136, 856–868, https://doi.org/10.1002/qj.625, 2010. a
Short summary
The swift succession of storms, referred to as cyclone clustering, is often associated with weather extremes. We introduce a detection scheme for these events and subdivide these into two types. One type is associated with storms that follow each other in space, whereas the other type requires a proximity over time. Cyclone clustering is more frequent during winter and the first type is associated with stronger storms, suggesting that the two types emerge due to different mechanisms.
The swift succession of storms, referred to as cyclone clustering, is often associated with...