Evaluation of liquid cloud albedo susceptibility in E3SM using coupled eastern North Atlantic surface and satellite retrievals

The impact of aerosol number concentration on cloud albedo is a persistent source of spread in global climate predictions due to multi-scale, interactive atmospheric processes that remain difficult to quantify. We use 5 years of geostationary satellite and surface retrievals at the US Department of...

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Published in:Atmospheric Chemistry and Physics
Main Authors: Varble, Adam C., Ma, Po-Lun, Christensen, Matthew W., Mülmenstädt, Johannes, Tang, Shuaiqi, Fast, Jerome
Format: Text
Language:English
Published: 2023
Subjects:
Online Access:https://doi.org/10.5194/acp-23-13523-2023
https://acp.copernicus.org/articles/23/13523/2023/
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spelling ftcopernicus:oai:publications.copernicus.org:acp111503 2024-09-15T18:23:13+00:00 Evaluation of liquid cloud albedo susceptibility in E3SM using coupled eastern North Atlantic surface and satellite retrievals Varble, Adam C. Ma, Po-Lun Christensen, Matthew W. Mülmenstädt, Johannes Tang, Shuaiqi Fast, Jerome 2023-10-27 application/pdf https://doi.org/10.5194/acp-23-13523-2023 https://acp.copernicus.org/articles/23/13523/2023/ eng eng doi:10.5194/acp-23-13523-2023 https://acp.copernicus.org/articles/23/13523/2023/ eISSN: 1680-7324 Text 2023 ftcopernicus https://doi.org/10.5194/acp-23-13523-2023 2024-08-28T05:24:15Z The impact of aerosol number concentration on cloud albedo is a persistent source of spread in global climate predictions due to multi-scale, interactive atmospheric processes that remain difficult to quantify. We use 5 years of geostationary satellite and surface retrievals at the US Department of Energy (DOE) Atmospheric Radiation Measurement (ARM) eastern North Atlantic (ENA) site in the Azores to evaluate the representation of liquid cloud albedo susceptibility for overcast cloud scenes in the DOE Energy Exascale Earth System Model version 1 (E3SMv1) and provide possible reasons for model–observation discrepancies. The overall distribution of surface 0.2 % CCN concentration values is reasonably simulated, but simulated liquid water path (LWP) is lower than observed and layer mean droplet concentration ( N d ) comparisons are highly variable depending on the N d retrieval technique. E3SMv1's cloud albedo is greater than observed for given LWP and N d values due to a lower cloud effective radius than observed. However, the simulated albedo response to N d is suppressed due to a correlation between the solar zenith angle (SZA) and N d created by the seasonal cycle that is not observed. Controlling for this effect by examining the cloud optical depth (COD) shows that E3SMv1's COD response to CCN concentration is greater than observed. For surface-based retrievals, this is only true after controlling for cloud adiabaticity because E3SMv1's adiabaticities are much lower than observed. Assuming a constant adiabaticity in surface retrievals as done in top-of-atmosphere (TOA) retrievals narrows the retrieved ln N d distribution, which increases the cloud albedo sensitivity to ln N d to match the TOA sensitivity. The greater sensitivity of COD to CCN is caused by a greater Twomey effect in which the sensitivity of N d to CCN is greater than observed for TOA-retrieved N d , and once model–observation cloud adiabaticity differences are removed, this is also true for surface-retrieved N d . The LWP response to N d in ... Text North Atlantic Copernicus Publications: E-Journals Atmospheric Chemistry and Physics 23 20 13523 13553
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description The impact of aerosol number concentration on cloud albedo is a persistent source of spread in global climate predictions due to multi-scale, interactive atmospheric processes that remain difficult to quantify. We use 5 years of geostationary satellite and surface retrievals at the US Department of Energy (DOE) Atmospheric Radiation Measurement (ARM) eastern North Atlantic (ENA) site in the Azores to evaluate the representation of liquid cloud albedo susceptibility for overcast cloud scenes in the DOE Energy Exascale Earth System Model version 1 (E3SMv1) and provide possible reasons for model–observation discrepancies. The overall distribution of surface 0.2 % CCN concentration values is reasonably simulated, but simulated liquid water path (LWP) is lower than observed and layer mean droplet concentration ( N d ) comparisons are highly variable depending on the N d retrieval technique. E3SMv1's cloud albedo is greater than observed for given LWP and N d values due to a lower cloud effective radius than observed. However, the simulated albedo response to N d is suppressed due to a correlation between the solar zenith angle (SZA) and N d created by the seasonal cycle that is not observed. Controlling for this effect by examining the cloud optical depth (COD) shows that E3SMv1's COD response to CCN concentration is greater than observed. For surface-based retrievals, this is only true after controlling for cloud adiabaticity because E3SMv1's adiabaticities are much lower than observed. Assuming a constant adiabaticity in surface retrievals as done in top-of-atmosphere (TOA) retrievals narrows the retrieved ln N d distribution, which increases the cloud albedo sensitivity to ln N d to match the TOA sensitivity. The greater sensitivity of COD to CCN is caused by a greater Twomey effect in which the sensitivity of N d to CCN is greater than observed for TOA-retrieved N d , and once model–observation cloud adiabaticity differences are removed, this is also true for surface-retrieved N d . The LWP response to N d in ...
format Text
author Varble, Adam C.
Ma, Po-Lun
Christensen, Matthew W.
Mülmenstädt, Johannes
Tang, Shuaiqi
Fast, Jerome
spellingShingle Varble, Adam C.
Ma, Po-Lun
Christensen, Matthew W.
Mülmenstädt, Johannes
Tang, Shuaiqi
Fast, Jerome
Evaluation of liquid cloud albedo susceptibility in E3SM using coupled eastern North Atlantic surface and satellite retrievals
author_facet Varble, Adam C.
Ma, Po-Lun
Christensen, Matthew W.
Mülmenstädt, Johannes
Tang, Shuaiqi
Fast, Jerome
author_sort Varble, Adam C.
title Evaluation of liquid cloud albedo susceptibility in E3SM using coupled eastern North Atlantic surface and satellite retrievals
title_short Evaluation of liquid cloud albedo susceptibility in E3SM using coupled eastern North Atlantic surface and satellite retrievals
title_full Evaluation of liquid cloud albedo susceptibility in E3SM using coupled eastern North Atlantic surface and satellite retrievals
title_fullStr Evaluation of liquid cloud albedo susceptibility in E3SM using coupled eastern North Atlantic surface and satellite retrievals
title_full_unstemmed Evaluation of liquid cloud albedo susceptibility in E3SM using coupled eastern North Atlantic surface and satellite retrievals
title_sort evaluation of liquid cloud albedo susceptibility in e3sm using coupled eastern north atlantic surface and satellite retrievals
publishDate 2023
url https://doi.org/10.5194/acp-23-13523-2023
https://acp.copernicus.org/articles/23/13523/2023/
genre North Atlantic
genre_facet North Atlantic
op_source eISSN: 1680-7324
op_relation doi:10.5194/acp-23-13523-2023
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op_doi https://doi.org/10.5194/acp-23-13523-2023
container_title Atmospheric Chemistry and Physics
container_volume 23
container_issue 20
container_start_page 13523
op_container_end_page 13553
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