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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-2026-3275</article-id>
<title-group>
<article-title>Process-level contributions to uncertainty in aerosol effective radiative forcing: a perturbed parameter ensemble with the aerosol&amp;ndash;climate model ICON&amp;ndash;HAM</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jia</surname>
<given-names>Hailing</given-names>
<ext-link>https://orcid.org/0000-0003-4741-588X</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>Neubauer</surname>
<given-names>David</given-names>
<ext-link>https://orcid.org/0000-0002-9869-3946</ext-link>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bhatti</surname>
<given-names>Yusuf</given-names>
<ext-link>https://orcid.org/0000-0003-1254-9845</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>Watson-Parris</surname>
<given-names>Duncan</given-names>
<ext-link>https://orcid.org/0000-0002-5312-4950</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>Stier</surname>
<given-names>Philip</given-names>
<ext-link>https://orcid.org/0000-0002-1191-0128</ext-link>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Quaas</surname>
<given-names>Johannes</given-names>
<ext-link>https://orcid.org/0000-0001-7057-194X</ext-link>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Partridge</surname>
<given-names>Daniel</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Arifi</surname>
<given-names>Ardit</given-names>
<ext-link>https://orcid.org/0009-0003-6000-9648</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>Kubin</surname>
<given-names>Anne</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Nenes</surname>
<given-names>Athanasios</given-names>
<ext-link>https://orcid.org/0000-0003-3873-9970</ext-link>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Irfan</surname>
<given-names>Muhammed</given-names>
<ext-link>https://orcid.org/0000-0003-1573-3357</ext-link>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Im</surname>
<given-names>Ulas</given-names>
<ext-link>https://orcid.org/0000-0001-5177-5306</ext-link>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Svenhag</surname>
<given-names>Carl</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Schutgens</surname>
<given-names>Nick</given-names>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>van Diedenhoven</surname>
<given-names>Bastiaan</given-names>
<ext-link>https://orcid.org/0000-0001-5622-8619</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>Ferrachat</surname>
<given-names>Sylvaine</given-names>
<ext-link>https://orcid.org/0000-0003-3366-8296</ext-link>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lohmann</surname>
<given-names>Ulrike</given-names>
<ext-link>https://orcid.org/0000-0001-8885-3785</ext-link>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tegen</surname>
<given-names>Ina</given-names>
<ext-link>https://orcid.org/0000-0003-3700-3232</ext-link>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Henkes</surname>
<given-names>Alice</given-names>
<ext-link>https://orcid.org/0000-0001-5260-308X</ext-link>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Fu</surname>
<given-names>Guangliang</given-names>
<ext-link>https://orcid.org/0000-0001-8916-0243</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>Hasekamp</surname>
<given-names>Otto</given-names>
<ext-link>https://orcid.org/0000-0002-1494-2539</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>SRON Space Research Organisation Netherlands, Leiden, The Netherlands</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Institute for Atmospheric and Climate Science, ETH Zurich, Zurich, Switzerland</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Scripps Institution of Oceanography and Halıcıo˘glu Data Science Institute, University of California San Diego, La Jolla, CA, USA</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Atmospheric Oceanic and Planetary Physics, Department of Physics, University of Oxford, Oxford, UK</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Leipzig Institute for Meteorology, Leipzig University, Leipzig, Germany</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>Department of Mathematics and Statistics, Faculty of Environment, Science and Economy, University of Exeter, EX4 4QF, Exeter, United Kingdom</addr-line>
</aff>
<aff id="aff7">
<label>7</label>
<addr-line>Modeling of Atmospheric Processes Department, Leibniz Institute for Tropospheric Research, Leipzig, Germany</addr-line>
</aff>
<aff id="aff8">
<label>8</label>
<addr-line>School of Architecture, Civil and Environmental Engineering, Ecole Polytechnique Federale de Lausanne, Lausanne 1015, Switzerland</addr-line>
</aff>
<aff id="aff9">
<label>9</label>
<addr-line>Institute of Chemical Engineering Sciences, Foundation for Research and Technology Hellas, Stadiou St, Platani GR26504 Patras, Greece</addr-line>
</aff>
<aff id="aff10">
<label>10</label>
<addr-line>Aarhus University, Department of Environmental Science, 4000, Roskilde, Denmark</addr-line>
</aff>
<aff id="aff11">
<label>11</label>
<addr-line>Vrije Universiteit Amsterdam, Amsterdam, The Netherlands</addr-line>
</aff>
<pub-date pub-type="epub">
<day>14</day>
<month>07</month>
<year>2026</year>
</pub-date>
<volume>2026</volume>
<fpage>1</fpage>
<lpage>50</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2026 Hailing Jia et al.</copyright-statement>
<copyright-year>2026</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/2026/egusphere-2026-3275/">This article is available from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-3275/</self-uri>
<self-uri xlink:href="https://egusphere.copernicus.org/preprints/2026/egusphere-2026-3275/egusphere-2026-3275.pdf">The full text article is available as a PDF file from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-3275/egusphere-2026-3275.pdf</self-uri>
<abstract>
<p>Changes in aerosols since the preindustrial era have altered the top-of-the-atmosphere radiation balance by scattering and absorbing solar radiation (ARI) and indirectly interacting with clouds (ACI), known as aerosol effective radiative forcing (ERF&lt;sub&gt;aer&lt;/sub&gt;). ERF&lt;sub&gt;aer&lt;/sub&gt; persistently remains one of the most uncertain components in climate projections, due to imperfect representations of aerosol and cloud processes in climate models. Here, we construct a perturbed parameter ensemble (PPE) with the aerosol&amp;ndash;climate model ICON2.6.4&amp;ndash;A&amp;ndash;HAM2.3 (hereafter ICON&amp;ndash;HAM) to quantify key sources of ERF&lt;sub&gt;aer&lt;/sub&gt; uncertainty. We perturb 42 aerosol and cloud parameters over 383 PPE members. Parametric uncertainties in aerosol and cloud processes yield an ERF&lt;sub&gt;aer&lt;/sub&gt; of &amp;minus;1.04Wm&lt;sup&gt;&amp;minus;2&lt;/sup&gt;, with a 90 % credible range of &amp;minus;1.42 to &amp;minus;0.65 Wm&lt;sup&gt;&amp;minus;2&lt;/sup&gt; for the period 2024&amp;ndash;2025. The parameters related to emissions (anthropogenic sulfur dioxide, natural dimethyl sulfide, and emitted particle size) dominate ACI uncertainty and hence ERF&lt;sub&gt;aer&lt;/sub&gt; uncertainty (80 %), while absorption-related parameters (anthropogenic black carbon emissions and aerosol refractive indices) drive ARI uncertainty (60 %). Cloud parameters account for 13 % of ERF&lt;sub&gt;aer&lt;/sub&gt; uncertainty, mainly via convection and entrainment processes. The sensitivity analysis of model diagnostics to parameters reveals that many present-day aerosol and cloud observables share dominant causes of uncertainty with ACI and ARI forcing, highlighting the potential for constraining ERF&lt;sub&gt;aer&lt;/sub&gt; using existing space- and ground-based measurements. Notably, model biases against SPEXone and MODIS observations coincide spatially with parametric uncertainties, suggesting that much of these biases may be mitigated through appropriate constraint with observations, while the remainder requires structural model developments in combination with improved observations.&amp;nbsp;</p>
</abstract>
<counts><page-count count="50"/></counts>
<funding-group>
<award-group id="gs1">
<funding-source>HORIZON EUROPE Climate, Energy and Mobility</funding-source>
<award-id>101137639</award-id>
</award-group>
<award-group id="gs2">
<funding-source>Nederlandse Organisatie voor Wetenschappelijk Onderzoek</funding-source>
<award-id>OCENW.M.24.024</award-id>
<award-id>NWO-2025.001</award-id>
</award-group>
<award-group id="gs3">
<funding-source>European Space Agency</funding-source>
<award-id>4000142902/23/I-NS</award-id>
</award-group>
</funding-group>
</article-meta>
</front>
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<back>
</back>
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