What Is Triggering Ice in Mixed‐Phase Clouds: A Process Analysis With ECHAM6.1‐HAM2.3 Using the Factorial Method

Abstract Mixed‐phase clouds can be found at temperatures between 0 and −38C and consist of supercooled cloud droplets and ice crystals. The phase of mixed‐phase clouds is crucial for the radiation budget, which determines the atmosphere's energy balance. The transition of a supercooled cloud to a mixed‐phase or ice cloud is triggered by different processes that form or introduce ice crystals into a supercooled cloud. Once ice crystals are present, they grow at the expense of the cloud droplets due to the Wegener‐Bergeron‐Findeisen process. This causes a partial or complete glaciation of the mixed‐phase cloud. In the global climate model ECHAM6.1‐HAM2.3, three trigger processes introduce initial ice crystals into a supercooled stratiform cloud: heterogeneous freezing, sedimentation of ice crystals from upper cloud layers (in‐cloud seeding or seeder‐feeder process), and vertical transport (vertical diffusion and vertical advection) of ice crystals. The role of these three ice‐triggering processes was investigated by conducting a set of simulations and analyzing them using a statistical framework (factorial method). For that framework, the supercooled liquid fraction of a mixed‐phase cloud was used as an indicator of the microphysical structure and phase of the cloud. It was found that the sedimentation of the ice crystals is crucial for triggering the ice in mixed‐phase stratiform clouds in ECHAM6.1‐HAM2.3. Our results affect the model's sensitivity to freezing parameterizations and variations in aerosol‐cloud interactions.

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Publication Details

Journal
Journal of Geophysical Research Atmospheres
Published
2026-05-27
DOI
https://doi.org/10.1029/2025jd045160
Primary Topic
Atmospheric aerosols and clouds
Type
article
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article

What Is Triggering Ice in Mixed‐Phase Clouds: A Process Analysis With ECHAM6.1‐HAM2.3 Using the Factorial Method

D. Villanueva, D. Neubauer, L. Ickes, U. Proske et al.
Journal of Geophysical Research Atmospheres
Atmospheric aerosols and clouds
article

What Is Triggering Ice in Mixed‐Phase Clouds: A Process Analysis With ECHAM6.1‐HAM2.3 Using the Factorial Method

D. Villanueva, D. Neubauer, L. Ickes, U. Proske, U. Lohmann
article en

Abstract

Abstract Mixed‐phase clouds can be found at temperatures between 0 and −38C and consist of supercooled cloud droplets and ice crystals. The phase of mixed‐phase clouds is crucial for the radiation budget, which determines the atmosphere's energy balance. The transition of a supercooled cloud to a mixed‐phase or ice cloud is triggered by different processes that form or introduce ice crystals into a supercooled cloud. Once ice crystals are present, they grow at the expense of the cloud droplets due to the Wegener‐Bergeron‐Findeisen process. This causes a partial or complete glaciation of the mixed‐phase cloud. In the global climate model ECHAM6.1‐HAM2.3, three trigger processes introduce initial ice crystals into a supercooled stratiform cloud: heterogeneous freezing, sedimentation of ice crystals from upper cloud layers (in‐cloud seeding or seeder‐feeder process), and vertical transport (vertical diffusion and vertical advection) of ice crystals. The role of these three ice‐triggering processes was investigated by conducting a set of simulations and analyzing them using a statistical framework (factorial method). For that framework, the supercooled liquid fraction of a mixed‐phase cloud was used as an indicator of the microphysical structure and phase of the cloud. It was found that the sedimentation of the ice crystals is crucial for triggering the ice in mixed‐phase stratiform clouds in ECHAM6.1‐HAM2.3. Our results affect the model's sensitivity to freezing parameterizations and variations in aerosol‐cloud interactions.

Journal of Geophysical Research AtmospheresVol. 131(11)
ETH Zurich (CH), General Electric (Austria) (AT), Hydrion (Netherlands) (NL), Chalmers University of Technology (SE), Wageningen University & Research (NL)
Climate action
Openalex Percentile: Top 6%
Atmospheric aerosols and clouds
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