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.
Authors
- Takanobu Yamaguchi (ORCID: https://orcid.org/0000-0001-8059-0757)
- Martin S. Singh (ORCID: https://orcid.org/0000-0002-4584-0885)
- Franziska Glassmeier (ORCID: https://orcid.org/0000-0002-1132-7821)
- Graham Feingold (ORCID: https://orcid.org/0000-0002-0774-2926)
- Benjamin Hernandez
Institutions
- 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)
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
Funders
- Branco Weiss Fellowship – Society in Science
- National Oceanic and Atmospheric Administration
- Office of Science
- Australian Research Council
- HORIZON EUROPE European Research Council