Evaluation of liquid cloud albedo susceptibility in E3SM using coupled eastern North Atlantic surface and satellite retrievals
<p>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 Depar...
| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
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Copernicus Publications
2023-10-01
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| Series: | Atmospheric Chemistry and Physics |
| Online Access: | https://acp.copernicus.org/articles/23/13523/2023/acp-23-13523-2023.pdf |
| _version_ | 1797648265331605504 |
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| author | A. C. Varble P.-L. Ma M. W. Christensen J. Mülmenstädt S. Tang J. Fast |
| author_facet | A. C. Varble P.-L. Ma M. W. Christensen J. Mülmenstädt S. Tang J. Fast |
| author_sort | A. C. Varble |
| collection | DOAJ |
| description | <p>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.</p>
<p>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 (<span class="inline-formula"><i>N</i><sub>d</sub></span>) comparisons are highly variable depending on the <span class="inline-formula"><i>N</i><sub>d</sub></span> retrieval technique. E3SMv1's cloud albedo is greater than observed for given LWP and <span class="inline-formula"><i>N</i><sub>d</sub></span> values due to a lower cloud effective radius than observed. However, the simulated albedo response to <span class="inline-formula"><i>N</i><sub>d</sub></span> is suppressed due to a correlation between the solar zenith angle (SZA) and <span class="inline-formula"><i>N</i><sub>d</sub></span> 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 <span class="inline-formula">ln <i>N</i><sub>d</sub></span> distribution, which increases the cloud albedo sensitivity to <span class="inline-formula">ln <i>N</i><sub>d</sub></span> to match the TOA sensitivity.</p>
<p>The greater sensitivity of COD to CCN is caused by a greater Twomey effect in which the sensitivity of <span class="inline-formula"><i>N</i><sub>d</sub></span> to CCN is greater than observed for TOA-retrieved <span class="inline-formula"><i>N</i><sub>d</sub></span>, and once model–observation cloud adiabaticity differences are removed, this is also true for surface-retrieved <span class="inline-formula"><i>N</i><sub>d</sub></span>. The LWP response to <span class="inline-formula"><i>N</i><sub>d</sub></span> in E3SMv1 is overall negative as observed. Despite reproducing the observed LWP–<span class="inline-formula"><i>N</i><sub>d</sub></span> relationship, observed clouds become much more adiabatic as <span class="inline-formula"><i>N</i><sub>d</sub></span> increases, while E3SMv1 clouds do not, associated with more heavily precipitating clouds that are partially but not completely caused by deeper clouds and weaker inversions in E3SMv1. These cloud property differences indicate that the negative LWP–<span class="inline-formula"><i>N</i><sub>d</sub></span> relationship is likely not caused by the same mechanisms in E3SMv1 and observations. The negative simulated LWP response also fails to mute the excessively strong Twomey effect, highlighting potentially important confounding factor effects that likely render the LWP–<span class="inline-formula"><i>N</i><sub>d</sub></span> relationship non-causal. <span class="inline-formula"><i>N</i><sub>d</sub></span> retrieval scales and assumptions, particularly related to cloud adiabaticity, contribute to substantial spreads in the model–observation comparisons, though enough consistency exists to suggest that aerosol activation, drizzle, and entrainment processes are critical areas to focus E3SMv1 development for improving the fidelity of aerosol–cloud interactions in E3SM.</p> |
| first_indexed | 2024-03-11T15:29:39Z |
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| institution | Directory Open Access Journal |
| issn | 1680-7316 1680-7324 |
| language | English |
| last_indexed | 2024-03-11T15:29:39Z |
| publishDate | 2023-10-01 |
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| series | Atmospheric Chemistry and Physics |
| spelling | doaj.art-f4010ff8451a4316a9f3ff35978f92812023-10-27T08:05:27ZengCopernicus PublicationsAtmospheric Chemistry and Physics1680-73161680-73242023-10-0123135231355310.5194/acp-23-13523-2023Evaluation of liquid cloud albedo susceptibility in E3SM using coupled eastern North Atlantic surface and satellite retrievalsA. C. Varble0P.-L. Ma1M. W. Christensen2J. Mülmenstädt3S. Tang4J. Fast5Atmospheric Sciences and Global Change Division, Pacific Northwest National Laboratory, Richland, Washington 99354, USAAtmospheric Sciences and Global Change Division, Pacific Northwest National Laboratory, Richland, Washington 99354, USAAtmospheric Sciences and Global Change Division, Pacific Northwest National Laboratory, Richland, Washington 99354, USAAtmospheric Sciences and Global Change Division, Pacific Northwest National Laboratory, Richland, Washington 99354, USAAtmospheric Sciences and Global Change Division, Pacific Northwest National Laboratory, Richland, Washington 99354, USAAtmospheric Sciences and Global Change Division, Pacific Northwest National Laboratory, Richland, Washington 99354, USA<p>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.</p> <p>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 (<span class="inline-formula"><i>N</i><sub>d</sub></span>) comparisons are highly variable depending on the <span class="inline-formula"><i>N</i><sub>d</sub></span> retrieval technique. E3SMv1's cloud albedo is greater than observed for given LWP and <span class="inline-formula"><i>N</i><sub>d</sub></span> values due to a lower cloud effective radius than observed. However, the simulated albedo response to <span class="inline-formula"><i>N</i><sub>d</sub></span> is suppressed due to a correlation between the solar zenith angle (SZA) and <span class="inline-formula"><i>N</i><sub>d</sub></span> 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 <span class="inline-formula">ln <i>N</i><sub>d</sub></span> distribution, which increases the cloud albedo sensitivity to <span class="inline-formula">ln <i>N</i><sub>d</sub></span> to match the TOA sensitivity.</p> <p>The greater sensitivity of COD to CCN is caused by a greater Twomey effect in which the sensitivity of <span class="inline-formula"><i>N</i><sub>d</sub></span> to CCN is greater than observed for TOA-retrieved <span class="inline-formula"><i>N</i><sub>d</sub></span>, and once model–observation cloud adiabaticity differences are removed, this is also true for surface-retrieved <span class="inline-formula"><i>N</i><sub>d</sub></span>. The LWP response to <span class="inline-formula"><i>N</i><sub>d</sub></span> in E3SMv1 is overall negative as observed. Despite reproducing the observed LWP–<span class="inline-formula"><i>N</i><sub>d</sub></span> relationship, observed clouds become much more adiabatic as <span class="inline-formula"><i>N</i><sub>d</sub></span> increases, while E3SMv1 clouds do not, associated with more heavily precipitating clouds that are partially but not completely caused by deeper clouds and weaker inversions in E3SMv1. These cloud property differences indicate that the negative LWP–<span class="inline-formula"><i>N</i><sub>d</sub></span> relationship is likely not caused by the same mechanisms in E3SMv1 and observations. The negative simulated LWP response also fails to mute the excessively strong Twomey effect, highlighting potentially important confounding factor effects that likely render the LWP–<span class="inline-formula"><i>N</i><sub>d</sub></span> relationship non-causal. <span class="inline-formula"><i>N</i><sub>d</sub></span> retrieval scales and assumptions, particularly related to cloud adiabaticity, contribute to substantial spreads in the model–observation comparisons, though enough consistency exists to suggest that aerosol activation, drizzle, and entrainment processes are critical areas to focus E3SMv1 development for improving the fidelity of aerosol–cloud interactions in E3SM.</p>https://acp.copernicus.org/articles/23/13523/2023/acp-23-13523-2023.pdf |
| spellingShingle | A. C. Varble P.-L. Ma M. W. Christensen J. Mülmenstädt S. Tang J. Fast Evaluation of liquid cloud albedo susceptibility in E3SM using coupled eastern North Atlantic surface and satellite retrievals Atmospheric Chemistry and Physics |
| title | 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_short | 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 |
| url | https://acp.copernicus.org/articles/23/13523/2023/acp-23-13523-2023.pdf |
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