Preprints
https://doi.org/10.5194/essd-2026-483
https://doi.org/10.5194/essd-2026-483
19 Aug 2026
 | 19 Aug 2026
Status: this preprint is currently under review for the journal ESSD.

Shallow and deep low-wind events in Europe: an ERA5-based event dataset (1979–2024)

Lihong Zhou and Igor Esau

Abstract. Persistent low-wind events (LWEs), often referred to as wind droughts, pose a growing challenge to power systems with high shares of wind energy. Existing assessments typically identify LWEs using wind speed at a single height, implicitly treating wind droughts as vertically homogeneous. However, weak-wind conditions can exhibit different vertical structures within the atmospheric boundary layer, leading to different wind conditions at turbine height. We present an event-based dataset of European LWEs derived from hourly ERA5 reanalysis for 1979–2024. The dataset introduces a two-height classification based on 10 and 100 m wind speeds. Events lasting at least 48 h are classified as shallow LWEs when wind speed is below 3 m s-1 at 10 m but above this threshold at 100 m, and as deep LWEs when wind speed remains below the threshold at both heights. Corresponding shallow-LWE-like and deep-LWE-like events are also identified for durations shorter than 48 h. The principal novelty of the dataset is that it adds a previously neglected vertical dimension to wind-drought climatology by distinguishing between weak-wind conditions confined near the surface and those that extend to turbine height. The physical plausibility of the classification is supported by distinct spatial and seasonal distributions and contrasting boundary-layer characteristics. Shallow LWEs are associated with stronger 10–100 m wind contrasts and more stable surface conditions, whereas deep LWEs represent more vertically coherent weak-wind states. The dataset contains event timing, duration, location, and classification, providing a resource for investigating European wind-drought climatology, boundary-layer controls, and land–sea contrasts. It also supports separate assessment of near-surface and turbine-height low-wind exposure in future renewable-energy systems. The dataset is available at https://doi.org/10.5281/zenodo.20748499 (Zhou and Esau, 2026).

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Lihong Zhou and Igor Esau

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Lihong Zhou and Igor Esau

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Shallow and deep low-wind events in Europe: an ERA5-based event dataset (1979–2024) Lihong Zhou, Igor Esau https://doi.org/10.5281/zenodo.20748499

Lihong Zhou and Igor Esau
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Short summary
As Europe relies more on wind power, periods of weak wind are becoming increasingly important. We show that not all low-wind events are the same: some remain near the ground, while others reach the height of modern wind turbines and are therefore more likely to affect energy production. Our new European dataset helps identify these different events and provides a valuable resource for weather, climate, and renewable-energy research.
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