Preprints
https://doi.org/10.5194/egusphere-2025-3489
https://doi.org/10.5194/egusphere-2025-3489
31 Jul 2025
 | 31 Jul 2025

Why Is Height-Dependent Mixing Observed in Stratocumulus?

Zeen Zhu, Fan Yang, Steven Krueger, and Yangang Liu

Abstract. Recent aircraft measurements in stratocumulus clouds suggest that entrainment mixing is inhomogeneous (IM) near cloud top and homogeneous (HM) within the cloud. However, this proposed height-dependence of mixing transition is uncertain because of artifacts involved in the aircraft measurements. In this study, we use the Explicit Mixing Parcel Model to simulate mixing scenarios in stratocumulus clouds and reconstruct the virtual aircraft measurements to investigate the mixing signature. Results show that, from the aircraft-measurement perspective, the mixing signature always exhibits IH characteristic near cloud top and HM characteristic within cloud, independent of the types of the local entrainment-mixing process. The appearance of the vertical IM-to-HM transition is essentially a collective behavior of multiple parcels sampled at the same height, experiencing distinct entrainment-mixing-evaporation histories. This bulk view of mixing process, which is widely used for aircraft measurements, could lead to misinterpretations of the true mixing mechanism occurring in clouds. Our result underscores the limitations of using aircraft measurements to identify the local entrainment-mixing mechanism at the process level.

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Journal article(s) based on this preprint

18 Dec 2025
Why is height-dependent mixing observed in stratocumulus clouds?
Zeen Zhu, Fan Yang, Steven Krueger, and Yangang Liu
Atmos. Chem. Phys., 25, 18461–18474, https://doi.org/10.5194/acp-25-18461-2025,https://doi.org/10.5194/acp-25-18461-2025, 2025
Short summary
Zeen Zhu, Fan Yang, Steven Krueger, and Yangang Liu

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse

Peer review completion

AR – Author's response | RR – Referee report | ED – Editor decision | EF – Editorial file upload
AR by Zeen Zhu on behalf of the Authors (31 Oct 2025)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (06 Nov 2025) by Tak Yamaguchi
RR by Anonymous Referee #2 (23 Nov 2025)
ED: Publish subject to technical corrections (04 Dec 2025) by Tak Yamaguchi
AR by Zeen Zhu on behalf of the Authors (12 Dec 2025)  Manuscript 

Journal article(s) based on this preprint

18 Dec 2025
Why is height-dependent mixing observed in stratocumulus clouds?
Zeen Zhu, Fan Yang, Steven Krueger, and Yangang Liu
Atmos. Chem. Phys., 25, 18461–18474, https://doi.org/10.5194/acp-25-18461-2025,https://doi.org/10.5194/acp-25-18461-2025, 2025
Short summary
Zeen Zhu, Fan Yang, Steven Krueger, and Yangang Liu
Zeen Zhu, Fan Yang, Steven Krueger, and Yangang Liu

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The requested preprint has a corresponding peer-reviewed final revised paper. You are encouraged to refer to the final revised version.

Short summary
To better understand cloud behavior, we used computer simulations to study how the air mix in clouds. Our results show that the pattern of mixing seen from aircraft measurements may not reflect the true mixing process happening inside clouds. This result suggests that care is needed when using aircraft data to study the cloud mixing process and that new ways of observing clouds could offer clearer insights.
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