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<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>
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<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-2026-5001</article-id>
<title-group>
<article-title>Cloud condensation nuclei at two Finnish sub-Arctic sites: long-term observations of aerosol activation, predictions based on a simple semi-empirical parameterization, and comparison to global climate model simulations</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Stapleton</surname>
<given-names>Charlotte G.</given-names>
<ext-link>https://orcid.org/0000-0001-7789-4864</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>Sipilä</surname>
<given-names>Mikko</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Chandrasekharan</surname>
<given-names>Arundathi</given-names>
<ext-link>https://orcid.org/0009-0005-9888-5410</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>Merikanto</surname>
<given-names>Joonas</given-names>
<ext-link>https://orcid.org/0000-0002-1145-2569</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>Neitola</surname>
<given-names>Kimmo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Nieminen</surname>
<given-names>Tuomo</given-names>
<ext-link>https://orcid.org/0000-0002-2713-715X</ext-link>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Makkonen</surname>
<given-names>Risto</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Joutsensaari</surname>
<given-names>Jorma</given-names>
<ext-link>https://orcid.org/0000-0003-3460-1114</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>Virkkula</surname>
<given-names>Aki</given-names>
<ext-link>https://orcid.org/0000-0003-4874-7552</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>Hyvärinen</surname>
<given-names>Antti-Pekka</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Wolfson Atmospheric Chemistry Laboratories, Department of Chemistry, University of York, York, UK</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Institute for Atmospheric and Earth System Research (INAR), University of Helsinki, Helsinki, 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>Department of Physics, University of Helsinki, Helsinki, Finland</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Department of Technical Physics, University of Eastern Finland, Kuopio, Finland</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>currently at: Vaisala Oyj, Helsinki, Finland</addr-line>
</aff>
<pub-date pub-type="epub">
<day>11</day>
<month>09</month>
<year>2026</year>
</pub-date>
<volume>2026</volume>
<fpage>1</fpage>
<lpage>38</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2026 Charlotte G. Stapleton 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-2026-5001/">This article is available from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-5001/</self-uri>
<self-uri xlink:href="https://egusphere.copernicus.org/preprints/2026/egusphere-2026-5001/egusphere-2026-5001.pdf">The full text article is available as a PDF file from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-5001/egusphere-2026-5001.pdf</self-uri>
<abstract>
<p>In this study, we present long-term observations of cloud condensation nuclei (CCN) at two locations in the Finnish sub-Arctic: Pallastunturi and V&amp;auml;rri&amp;ouml;. Both stations belong to the ACTRIS research infrastructure. At Pallastunturi, the interactions between aerosols and clouds have been measured in situ at a fjell top, 565 m a.s.l. since 2005. From Pallastunturi data, a simple parameterisation was developed to predict the activation diameter D&lt;sub&gt;50&lt;/sub&gt; and subsequent CCN- concentrations, based on air mass origin and temperature. The parameterization was applied to aerosol size distribution measurements conducted at V&amp;auml;rri&amp;ouml; from 1998 to 2021. The average annual CCN concentrations were 140 &amp;plusmn; 40 # /cm&lt;sup&gt;3&lt;/sup&gt; at Pallas and 170 &amp;plusmn; 50 # /cm&lt;sup&gt;3&lt;/sup&gt; at V&amp;auml;rri&amp;ouml;. The CCN- concentrations exhibited statistically significant decreasing trends at both stations: for Pallas -2.5 CCN /cm&lt;sup&gt;3&lt;/sup&gt; / year, and for V&amp;auml;rri&amp;ouml; -4.2 CCN /cm&lt;sup&gt;3&lt;/sup&gt; / year. The decrease was most pronounced during February and March, i.e. during the Arctic Haze period. We also compared the results with EC-Earth3 global climate model simulations. Using two measurement sites separated by ~230 km reduces the uncertainty in the spatial representativeness of observations and provides a robust basis for climate model evaluation. EC-Earth3 predicted the measured CCN- concentrations fairly well at 0.2 % supersaturation, reproducing the observed long-term trend. However, the modelled seasonal variation was slightly different, predicting higher concentrations during winter time (November to April). The study demonstrates the value of long term in-cloud aerosol measurements in validating and improving climate predictions.</p>
</abstract>
<counts><page-count count="38"/></counts>
<funding-group>
<award-group id="gs1">
<funding-source>Research Council of Finland</funding-source>
<award-id>359340</award-id>
<award-id>359342</award-id>
<award-id>359343</award-id>
<award-id>374081</award-id>
<award-id>374082</award-id>
</award-group>
</funding-group>
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