Articles | Volume 26, issue 20
https://doi.org/10.5194/acp-26-14577-2026
https://doi.org/10.5194/acp-26-14577-2026
Research article
 | 
15 Oct 2026
Research article |  | 15 Oct 2026

Interacting effects of droplet number and ice formation processes on mixed-phase cold-air outbreak clouds

Xinyi Huang, Paul R. Field, Ross J. Herbert, Benjamin J. Murray, Floortje van den Heuvel, Daniel P. Grosvenor, Rachel W. N. Sansom, and Kenneth S. Carslaw

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Latest update: 15 Oct 2026
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Short summary
Aerosol-cloud interactions and ice formation processes are key to modelling mixed-phase clouds in cold-air outbreaks. However, no studies have investigated the joint effects of these processes. Here, we used perturbed parameter ensembles and model emulators to show that these processes have strongly interacting effects on the properties of cold air outbreak clouds. Single sensitivity tests may therefore provide incomplete information about cloud-controlling factors.
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