Preprints
https://doi.org/10.5194/egusphere-2025-3311
https://doi.org/10.5194/egusphere-2025-3311
11 Sep 2025
 | 11 Sep 2025

Cloud liquid water path detectability and retrieval accuracy from airborne passive microwave observations over Arctic sea ice

Nils Risse, Mario Mech, Catherine Prigent, Joshua Jeremias Müller, and Susanne Crewell

Abstract. Clouds are critical in the Arctic’s water balance and energy budget. Especially, the cloud liquid water path (CLWP) modifies the cloud radiative properties and affects the surface energy balance. Spaceborne microwave radiometers provide a high sensitivity to CLWP at pan-Arctic scales, but extracting this information over sea ice requires separation of surface and cloud emission. Here, we assess CLWP detectability and retrieval accuracy over sea ice from a physical optimal estimation retrieval applied to airborne passive microwave observations during the HALO–(𝒜𝒞)3 campaign. Reference data on surface temperature, young ice fraction, hydrometeor occurrence, and cloud liquid layers are available from collocated airborne instruments. The retrieval estimates CLWP and five surface parameters by inverting a forward operator consisting of the Snow Microwave Radiative Transfer (SMRT) and Passive and Active Microwave radiative TRAnsfer (PAMTRA) models. We find a consistent representation of sea ice and snow emission from 22–183 GHz under clear-sky conditions in both observation and state space. The CLWP detectability, defined as the 95th percentile of retrieved CLWP under clear-sky conditions, is about 50 g m−2 in the Central Arctic and increases towards the marginal ice zone up to 350 g m−2. The CLWP retrieval accuracy increases with increasing CLWP, with a relative root mean squared error below 50 % for CLWP above 100 g m−2. Retrieval uncertainties occur due to ambiguities between cloud liquid water emission and scattering in the snowpack and emission by newly formed sea ice. We further analyze the impact of surface melt and a rain-on-snow event associated with the warm air intrusion on the surface parameters. Finally, we show CLWP distributions along the flight track for all HAMP observations in comparison to ERA5 for different cloud regimes. The retrieval algorithm enhances the understanding of Arctic clouds and allows for an improved use of passive microwave satellite data in polar regions.

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Journal article(s) based on this preprint

01 Apr 2026
Cloud liquid water path detectability and retrieval accuracy from airborne passive microwave observations over Arctic sea ice
Nils Risse, Mario Mech, Catherine Prigent, Joshua J. Müller, and Susanne Crewell
Atmos. Meas. Tech., 19, 2197–2223, https://doi.org/10.5194/amt-19-2197-2026,https://doi.org/10.5194/amt-19-2197-2026, 2026
Short summary
Nils Risse, Mario Mech, Catherine Prigent, Joshua Jeremias Müller, and Susanne Crewell

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 Nils Risse on behalf of the Authors (13 Jan 2026)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (16 Jan 2026) by Andreas Richter
RR by Anonymous Referee #2 (26 Jan 2026)
ED: Publish subject to minor revisions (review by editor) (11 Feb 2026) by Andreas Richter
AR by Nils Risse on behalf of the Authors (03 Mar 2026)  Author's response   Author's tracked changes   Manuscript 
ED: Publish as is (13 Mar 2026) by Andreas Richter
AR by Nils Risse on behalf of the Authors (22 Mar 2026)  Manuscript 

Journal article(s) based on this preprint

01 Apr 2026
Cloud liquid water path detectability and retrieval accuracy from airborne passive microwave observations over Arctic sea ice
Nils Risse, Mario Mech, Catherine Prigent, Joshua J. Müller, and Susanne Crewell
Atmos. Meas. Tech., 19, 2197–2223, https://doi.org/10.5194/amt-19-2197-2026,https://doi.org/10.5194/amt-19-2197-2026, 2026
Short summary
Nils Risse, Mario Mech, Catherine Prigent, Joshua Jeremias Müller, and Susanne Crewell

Data sets

Data related to: Cloud liquid water path detectability and retrieval accuracy from airborne passive microwave observations over Arctic sea ice Nils Risse https://doi.org/10.5281/zenodo.15848709

Model code and software

nrisse/si-clouds: Code related to: Cloud liquid water path detectability and retrieval accuracy from airborne passive microwave observations over Arctic sea ice Nils Risse https://doi.org/10.5281/zenodo.17064296

Nils Risse, Mario Mech, Catherine Prigent, Joshua Jeremias Müller, and Susanne Crewell

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Short summary
Clouds play a crucial role in the Arctic climate system, particularly cloud liquid water droplets. However, there is currently a measurement gap for cloud liquid water over sea ice. We present a method to estimate cloud liquid water over Arctic sea ice using airborne passive microwave observations from the HALO-(𝒜𝒞)3 campaign. Evaluation with other airborne sensors highlights both the limitations and potential of the retrieval. This approach is promising for future applications to satellites.
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