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<front>
<journal-meta>
<journal-id journal-id-type="publisher">EGUsphere</journal-id>
<journal-title-group>
<journal-title>EGUsphere</journal-title>
<abbrev-journal-title abbrev-type="publisher">EGUsphere</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">EGUsphere</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub"></issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/egusphere-2025-2730</article-id>
<title-group>
<article-title>Secondary Ice Formation in Cumulus Congestus Clouds: Insights from Observations and Aerosol-Aware Large-Eddy Simulations</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Calderón</surname>
<given-names>Silvia M.</given-names>
<ext-link>https://orcid.org/0000-0002-8435-6658</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hyttinen</surname>
<given-names>Noora</given-names>
<ext-link>https://orcid.org/0000-0002-6025-5959</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kokkola</surname>
<given-names>Harri</given-names>
<ext-link>https://orcid.org/0000-0002-1404-6670</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Raatikainen</surname>
<given-names>Tomi</given-names>
<ext-link>https://orcid.org/0000-0002-2603-516X</ext-link>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lawson</surname>
<given-names>R. Paul</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Romakkaniemi</surname>
<given-names>Sami</given-names>
<ext-link>https://orcid.org/0000-0001-9414-3093</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Finnish Meteorological Institute, Kuopio, Finland</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Department of Applied Physics, University of Eastern Finland, Finland</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Finnish Meteorological Institute, Helsinki, Finland</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>SPEC Incorporated, Boulder, Colorado, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>26</day>
<month>06</month>
<year>2025</year>
</pub-date>
<volume>2025</volume>
<fpage>1</fpage>
<lpage>33</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2025 Silvia M. Calderón et al.</copyright-statement>
<copyright-year>2025</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://egusphere.copernicus.org/preprints/2025/egusphere-2025-2730/">This article is available from https://egusphere.copernicus.org/preprints/2025/egusphere-2025-2730/</self-uri>
<self-uri xlink:href="https://egusphere.copernicus.org/preprints/2025/egusphere-2025-2730/egusphere-2025-2730.pdf">The full text article is available as a PDF file from https://egusphere.copernicus.org/preprints/2025/egusphere-2025-2730/egusphere-2025-2730.pdf</self-uri>
<abstract>
<p>Secondary ice production (SIP) was investigated in a cumulus congestus system observed during the Secondary Production of Ice in Cumulus Experiment (SPICULE) campaign. Large-eddy simulations were performed using UCLALES&amp;ndash;SALSA, a model that explicitly resolves aerosol&amp;ndash;hydrometeor interactions through a sectional representation of aerosols, cloud droplets, rain droplets, and ice crystals. Two scenarios were compared: one including only immersion freezing as an ice formation process, and another incorporating additional SIP mechanisms &amp;ndash; namely droplet shattering, rime splintering, and ice&amp;ndash;ice collisional breakup.&lt;/p&gt;
&lt;p&gt;The SIP-inclusive simulation reproduced the evolution of the observed cloud microphysical structure in both warm and mixed-phase regions. Ice&amp;ndash;ice collisional breakup generated substantially more secondary ice particles than droplet shattering; however, it was only initiated after droplet shattering provided a sufficient initial ice particle population to meet the SIP triggering conditions. Droplet shattering was triggered by the presence of large supercooled droplets, defined by an integral raindrop diameter exceeding 3.5&amp;thinsp;mm&amp;thinsp;L&lt;sup&gt;-1&lt;/sup&gt; at temperatures below 265&amp;thinsp;K. Once formed, secondary ice particles enhanced riming and accretion, leading to auto-catalytic amplification of SIP through ice&amp;ndash;ice breakup. This feedback rapidly depleted cloud liquid water within approximately 10&amp;thinsp;min.&lt;/p&gt;
&lt;p&gt;Enhanced updrafts were identified in SIP-active regions, suggesting invigoration in the upper mixed-phase levels. SIP also intensified precipitation via the ice phase, resulting in a 26&amp;thinsp;% increase in domain-mean cumulative precipitation. The simulations reproduced key aspects of the observed ice multiplication, supporting the adequacy of the SIP representation in the model framework.</p>
</abstract>
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<funding-group>
<award-group id="gs1">
<funding-source>HORIZON EUROPE European Research Council</funding-source>
<award-id>101137680</award-id>
<award-id>101137639</award-id>
</award-group>
<award-group id="gs2">
<funding-source>Research Council of Finland</funding-source>
<award-id>322532</award-id>
</award-group>
<award-group id="gs3">
<funding-source>National Science Foundation, United Arab Emirates</funding-source>
<award-id>National Center of Meteorology, Abu Dhabi, UAE under the UAE Research Program for Rain Enhancement Science</award-id>
</award-group>
</funding-group>
</article-meta>
</front>
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