Investigating Characteristic Droplet Size Distributions in Large Eddy Simulations of Stratocumulus Clouds

Abstract Cloud processes relevant to radiative and precipitation properties depend on the shape of the cloud droplet size distribution. Recent holographic observations revealed that cloud droplet populations do not have the same size distribution shapes throughout but form regions of characteristic distributions with similar microphysical properties. We investigate the existence and properties of these characteristic distributions within Large‐Eddy Simulations of stratocumulus clouds using Lagrangian and bin microphysics schemes. Distribution types are identified, revealing localized characteristic distributions that vary on the scale of the largest convective cell for simulations with bin microphysics. The results from the Lagrangian microphysics scheme hint at similar behavior. Compared to observations, the simulated clouds are much more uniform. Analysis of the LES results suggests a connection to the local entrainment rate, so the poorly resolved entrainment interface in LES may be a cause of the uniformity. The uniformity of the large‐scale forcing could also be a factor.

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Publication Details

Journal
Geophysical Research Letters
Published
2025-10-16
DOI
https://doi.org/10.1029/2025gl116021
Primary Topic
Atmospheric aerosols and clouds
Type
article
Field-Weighted Citation Impact
0.00

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article

Investigating Characteristic Droplet Size Distributions in Large Eddy Simulations of Stratocumulus Clouds

Kamal Kant Chandrakar, D. J. Miller, Raymond A. Shaw, Michael L. Larsen et al.
Geophysical Research Letters
Atmospheric aerosols and clouds
article

Investigating Characteristic Droplet Size Distributions in Large Eddy Simulations of Stratocumulus Clouds

Kamal Kant Chandrakar, D. J. Miller, Raymond A. Shaw, Michael L. Larsen, Nithin Allwayin
article en

Abstract

Abstract Cloud processes relevant to radiative and precipitation properties depend on the shape of the cloud droplet size distribution. Recent holographic observations revealed that cloud droplet populations do not have the same size distribution shapes throughout but form regions of characteristic distributions with similar microphysical properties. We investigate the existence and properties of these characteristic distributions within Large‐Eddy Simulations of stratocumulus clouds using Lagrangian and bin microphysics schemes. Distribution types are identified, revealing localized characteristic distributions that vary on the scale of the largest convective cell for simulations with bin microphysics. The results from the Lagrangian microphysics scheme hint at similar behavior. Compared to observations, the simulated clouds are much more uniform. Analysis of the LES results suggests a connection to the local entrainment rate, so the poorly resolved entrainment interface in LES may be a cause of the uniformity. The uniformity of the large‐scale forcing could also be a factor.

Geophysical Research LettersVol. 52(20)
NSF National Center for Atmospheric Research (US), Michigan Technological University (US), University of Maryland, Baltimore (US), Goddard Space Flight Center (US), College of Charleston (US), Stony Brook University (US)
National Science Foundation, U.S. Department of Energy, National Aeronautics and Space Administration, Office of Science, Biological and Environmental Research
Openalex Percentile: Top 73%
Atmospheric aerosols and clouds
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Investigating Characteristic Droplet Size Distributions in Large Eddy Simulations of Stratocumulus Clouds — Kamal Kant Chandrakar, D. J. Miller, et al. · Geophysical Research Letters (2025) | TGRS Research Map | TGRS