The remarkable inefficiency of stratocumulus

Abstract. Marine stratocumulus clouds play a central role in Earth's climate system by reflecting incoming solar radiation and exerting a strong cooling effect. Their organization into open and closed mesoscale cellular morphologies can be thought of as an example of bistable dynamics driven by aerosol–cloud interactions and mesoscale processes. From the perspective of non-equilibrium thermodynamics, these structures are an example of a far-from-equilibrium open system that continuously produces and exports entropy. While entropy production has been studied in idealized deep convective systems, it has not yet been quantified for shallow clouds. Here, we compute and decompose the internal entropy production of open- and closed-cell stratocumulus using an ensemble of large-eddy simulations. We show that the overall entropy production of stratocumulus is low, reflecting the limited vertical extent and corresponding reduced ability to utilize the energy fluxes at the system's boundaries. Moist processes dominate the overall irreversibility, which, combined with their low entropy production, leads to a mechanical efficiency about an order of magnitude smaller than in deep convective systems. Although the dominant irreversible processes differ between open- and closed-cell regimes, the distributions of total entropy production largely overlap across the ensemble, limiting the ability to distinguish the dynamics of individual cases based solely on total entropy production.

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Publication Details

Journal
Atmospheric chemistry and physics
Published
2026-07-02
DOI
https://doi.org/10.5194/acp-26-9337-2026
Primary Topic
Atmospheric aerosols and clouds
Type
article
Field-Weighted Citation Impact
0.00

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article

The remarkable inefficiency of stratocumulus

Takanobu Yamaguchi, Martin S. Singh, Franziska Glassmeier, Graham Feingold et al.
Atmospheric chemistry and physics
Atmospheric aerosols and clouds
article

The remarkable inefficiency of stratocumulus

Takanobu Yamaguchi, Martin S. Singh, Franziska Glassmeier, Graham Feingold, Benjamin Hernandez
article en

Abstract

Abstract. Marine stratocumulus clouds play a central role in Earth's climate system by reflecting incoming solar radiation and exerting a strong cooling effect. Their organization into open and closed mesoscale cellular morphologies can be thought of as an example of bistable dynamics driven by aerosol–cloud interactions and mesoscale processes. From the perspective of non-equilibrium thermodynamics, these structures are an example of a far-from-equilibrium open system that continuously produces and exports entropy. While entropy production has been studied in idealized deep convective systems, it has not yet been quantified for shallow clouds. Here, we compute and decompose the internal entropy production of open- and closed-cell stratocumulus using an ensemble of large-eddy simulations. We show that the overall entropy production of stratocumulus is low, reflecting the limited vertical extent and corresponding reduced ability to utilize the energy fluxes at the system's boundaries. Moist processes dominate the overall irreversibility, which, combined with their low entropy production, leads to a mechanical efficiency about an order of magnitude smaller than in deep convective systems. Although the dominant irreversible processes differ between open- and closed-cell regimes, the distributions of total entropy production largely overlap across the ensemble, limiting the ability to distinguish the dynamics of individual cases based solely on total entropy production.

Atmospheric chemistry and physicsVol. 26(13)
Cooperative Institute for Research in Environmental Sciences (US), NOAA Chemical Sciences Laboratory (US), Max Planck Institute for Meteorology (DE), Monash University (AU), Delft University of Technology (NL)
Branco Weiss Fellowship – Society in Science, National Oceanic and Atmospheric Administration, Office of Science, Australian Research Council, HORIZON EUROPE European Research Council
Openalex Percentile: Top 9%
Atmospheric aerosols and clouds
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