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  <front>
    <journal-meta>
<journal-id journal-id-type="publisher">ACP</journal-id>
<journal-title-group>
<journal-title>Atmospheric Chemistry and Physics</journal-title>
<abbrev-journal-title abbrev-type="publisher">ACP</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Atmos. Chem. Phys.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7324</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/acp-16-6495-2016</article-id><title-group><article-title>Heterogeneous ice nucleation of viscous secondary organic aerosol produced from ozonolysis of <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene</article-title>
      </title-group><?xmltex \runningtitle{Ice nucleation of viscous $\mathbf{\alpha}$-pinene SOA}?><?xmltex \runningauthor{K.~Ignatius et~al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Ignatius</surname><given-names>Karoliina</given-names></name>
          <email>ignatius@tropos.de</email>
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Kristensen</surname><given-names>Thomas  B.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-8254-3302</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Järvinen</surname><given-names>Emma</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-5171-1759</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Nichman</surname><given-names>Leonid</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-3923-1589</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff4">
          <name><surname>Fuchs</surname><given-names>Claudia</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff5">
          <name><surname>Gordon</surname><given-names>Hamish</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-1822-3224</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Herenz</surname><given-names>Paul</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-8115-8106</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff4 aff6">
          <name><surname>Hoyle</surname><given-names>Christopher  R.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-1369-9143</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff7">
          <name><surname>Duplissy</surname><given-names>Jonathan</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-8819-0264</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff8">
          <name><surname>Garimella</surname><given-names>Sarvesh</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff5">
          <name><surname>Dias</surname><given-names>Antonio</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff4">
          <name><surname>Frege</surname><given-names>Carla</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-7833-8771</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Höppel</surname><given-names>Niko</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff4">
          <name><surname>Tröstl</surname><given-names>Jasmin</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-2807-0348</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff7">
          <name><surname>Wagner</surname><given-names>Robert</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff7">
          <name><surname>Yan</surname><given-names>Chao</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-5735-9597</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff9">
          <name><surname>Amorim</surname><given-names>Antonio</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff4">
          <name><surname>Baltensperger</surname><given-names>Urs</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-0079-8713</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff10">
          <name><surname>Curtius</surname><given-names>Joachim</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-3153-4630</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff11">
          <name><surname>Donahue</surname><given-names>Neil M.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-3054-2364</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Gallagher</surname><given-names>Martin W.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-4968-6088</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff5 aff10">
          <name><surname>Kirkby</surname><given-names>Jasper</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-2341-9069</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff7">
          <name><surname>Kulmala</surname><given-names>Markku</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-3464-7825</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Möhler</surname><given-names>Ottmar</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-7551-9814</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Saathoff</surname><given-names>Harald</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-1301-8010</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Schnaiter</surname><given-names>Martin</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-9560-8072</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff12">
          <name><surname>Tomé</surname><given-names>Antonio</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-9144-7120</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff13">
          <name><surname>Virtanen</surname><given-names>Annele</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff14">
          <name><surname>Worsnop</surname><given-names>Douglas</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Stratmann</surname><given-names>Frank</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>Leibniz Institute for Tropospheric Research (TROPOS), 04318 Leipzig, Germany</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Institute of Meteorology and Climate Research  –  Atmospheric Aerosol Research, Karlsruhe Institute of Technology, Karlsruhe, Germany</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>School of Earth, Atmospheric and Environmental Sciences, University of Manchester, Manchester, M13 9PL, UK</institution>
        </aff>
        <aff id="aff4"><label>4</label><institution>Laboratory of Atmospheric Chemistry, Paul Scherrer Institute, Villigen, Switzerland</institution>
        </aff>
        <aff id="aff5"><label>5</label><institution>CERN, 1211 Geneva, Switzerland</institution>
        </aff>
        <aff id="aff6"><label>6</label><institution>WSL Institute for Snow and Avalanche Research SLF Davos, Davos, Switzerland</institution>
        </aff>
        <aff id="aff7"><label>7</label><institution>Department of Physics, P.O. Box 64, 00014 University of Helsinki, Helsinki, Finland</institution>
        </aff>
        <aff id="aff8"><label>8</label><institution>Massachusetts Institute of Technology, Cambridge, MA, USA</institution>
        </aff>
        <aff id="aff9"><label>9</label><institution>SIM/CENTRA and F. Ciencias, Universidade de Lisboa, Lisbon, Portugal</institution>
        </aff>
        <aff id="aff10"><label>10</label><institution>Goethe-University of Frankfurt, Institute for Atmospheric and Environmental Sciences, Altenhöferallee 1,<?xmltex \hack{\newline}?> 60438 Frankfurt am Main, Germany</institution>
        </aff>
        <aff id="aff11"><label>11</label><institution>Center for Atmospheric Particle Studies, Carnegie Mellon University, Pittsburgh, PA 15213, USA</institution>
        </aff>
        <aff id="aff12"><label>12</label><institution>SIM/IDL, Universidade da Beira Interior, Covilhã, Portugal</institution>
        </aff>
        <aff id="aff13"><label>13</label><institution>Department of Applied Physics, University of Eastern Finland, Kuopio, Finland</institution>
        </aff>
        <aff id="aff14"><label>14</label><institution>Aerodyne Research, Inc., Billerica, MA 08121, USA</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Karoliina Ignatius (ignatius@tropos.de)</corresp></author-notes><pub-date><day>27</day><month>May</month><year>2016</year></pub-date>
      
      <volume>16</volume>
      <issue>10</issue>
      <fpage>6495</fpage><lpage>6509</lpage>
      <history>
        <date date-type="received"><day>7</day><month>November</month><year>2015</year></date>
           <date date-type="rev-request"><day>18</day><month>December</month><year>2015</year></date>
           <date date-type="rev-recd"><day>16</day><month>April</month><year>2016</year></date>
           <date date-type="accepted"><day>9</day><month>May</month><year>2016</year></date>
      </history>
      <permissions>
<license license-type="open-access">
<license-p>This work is licensed under a Creative Commons Attribution 3.0 Unported License. To view a copy of this license, visit <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/3.0/">http://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions><self-uri xlink:href="https://acp.copernicus.org/articles/.html">This article is available from https://acp.copernicus.org/articles/.html</self-uri>
<self-uri xlink:href="https://acp.copernicus.org/articles/.pdf">The full text article is available as a PDF file from https://acp.copernicus.org/articles/.pdf</self-uri>


      <abstract>
    <p>There are strong indications that particles containing secondary organic
aerosol (SOA) exhibit amorphous solid or semi-solid phase states in the
atmosphere. This may facilitate heterogeneous ice nucleation and thus
influence cloud properties. However, experimental ice nucleation studies of
biogenic SOA are scarce. Here, we investigated the ice nucleation ability of
viscous SOA particles.</p>
    <p>The SOA particles were produced from the ozone initiated oxidation of
<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene in an aerosol chamber at temperatures in the range from <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>38
to <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>10 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> at 5–15 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> relative humidity with
respect to water to ensure their formation in a highly viscous phase state,
i.e. semi-solid or glassy. The ice nucleation ability of SOA particles with
different sizes was investigated with a new continuous flow diffusion
chamber. For the first time, we observed heterogeneous ice nucleation of
viscous <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA for ice saturation ratios
between 1.3 and 1.4 significantly below the homogeneous freezing limit. The
maximum frozen fractions found at temperatures between <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>39.0 and
<inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>37.2 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> ranged from 6 to 20 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> and did not depend
on the particle surface area. Global modelling of monoterpene SOA particles
suggests that viscous biogenic SOA particles are indeed present in regions
where cirrus cloud formation takes place. Hence, they could make up an
important contribution to the global ice nucleating particle budget.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

      <?xmltex \hack{\allowdisplaybreaks}?>
<sec id="Ch1.S1" sec-type="intro">
  <title>Introduction</title>
      <p>Atmospheric aerosol particles are known to influence the Earth's radiative
balance and climate directly by reflecting and absorbing sunlight, and
indirectly through their influence on clouds, e.g. when the particles act as
cloud condensation nuclei (CCN) and/or ice nucleating particles (INPs) <xref ref-type="bibr" rid="bib1.bibx56" id="paren.1"/>.
Determining the role of aerosols in ice nucleation is particularly complex
because of different pathways through which ice forms in the atmosphere. Ice
nucleation can be either homogeneous – freezing of pure water or solute
droplets – or heterogeneous, in which case ice formation is induced by
foreign surfaces such as mineral dust or bacteria <xref ref-type="bibr" rid="bib1.bibx41" id="paren.2"/>.
Homogeneous ice nucleation requires temperatures below approximately
<inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>37 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> and high supersaturations, typically ice saturation
ratios <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mtext>ice</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> of 1.4 or larger <xref ref-type="bibr" rid="bib1.bibx26" id="paren.3"/>, and can contribute to
cirrus cloud formation.</p>
      <p>Heterogeneous ice nucleation is considered to be an important pathway for ice
formation in the troposphere, especially in mixed-phase clouds
<xref ref-type="bibr" rid="bib1.bibx18 bib1.bibx37" id="paren.4"/>, but also in cirrus clouds
<xref ref-type="bibr" rid="bib1.bibx28 bib1.bibx7" id="paren.5"/>. Immersion freezing of aerosol particles activated
into supercooled cloud droplets is the most important process for primary ice
formation down to temperatures of around <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>35 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. Deposition
ice nucleation, on the other hand, is more relevant at lower temperatures,
and the typical INPs inducing deposition nucleation are different mineral
dusts, such as clay minerals and Saharan dust
<xref ref-type="bibr" rid="bib1.bibx8 bib1.bibx34 bib1.bibx53 bib1.bibx18" id="paren.6"/>. <xref ref-type="bibr" rid="bib1.bibx9" id="text.7"/> found that only
about 1 in 10<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">5</mml:mn></mml:msup></mml:math></inline-formula> or 10<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">6</mml:mn></mml:msup></mml:math></inline-formula> atmospheric aerosol particles can act as an
INP. In heterogeneous ice nucleation, the surface area of the seed particles
typically plays an important role, so that larger particles tend to be more
efficient INPs <xref ref-type="bibr" rid="bib1.bibx6 bib1.bibx53" id="paren.8"/>.</p>
      <p>Secondary organic aerosol (SOA) can exist in a semi-solid, amorphous state in
the atmosphere <xref ref-type="bibr" rid="bib1.bibx57 bib1.bibx50" id="paren.9"/>, and it has been suggested that
amorphous SOA particles could play a role in ice nucleation <xref ref-type="bibr" rid="bib1.bibx36" id="paren.10"/>.
SOA is produced in the atmosphere from oxidation and subsequent condensation
of volatile organic compounds (VOCs) <xref ref-type="bibr" rid="bib1.bibx17" id="paren.11"/> of which the
majority are biogenic <xref ref-type="bibr" rid="bib1.bibx15 bib1.bibx23" id="paren.12"/>. SOA is very abundant
especially in the lower troposphere where it comprises around 30 to
70 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> of the submicron particulate mass <xref ref-type="bibr" rid="bib1.bibx24" id="paren.13"/>.
Monoterpenes such as <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene are one of the most common biogenic SOA
precursors, especially in boreal forest regions <xref ref-type="bibr" rid="bib1.bibx30" id="paren.14"/>. Other
precursors include e.g. limonene in Australian Eucalyptus forests
<xref ref-type="bibr" rid="bib1.bibx49" id="paren.15"/> and isoprene <xref ref-type="bibr" rid="bib1.bibx16" id="paren.16"/>.</p>
      <p>The phase state of SOA depends on temperature and relative humidity (RH)
<xref ref-type="bibr" rid="bib1.bibx57" id="paren.17"/> and has recently received more attention, since it
determines the impact of SOA on cloud formation and therefore climate
<xref ref-type="bibr" rid="bib1.bibx43" id="paren.18"/>. Depending on particle hygroscopicity, the viscosity
of SOA is RH dependent; e.g. SOA produced from ozonolysis of <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene
is known to take up water at high relative humidities <xref ref-type="bibr" rid="bib1.bibx39" id="paren.19"/>.
Since humidity conditions vary significantly in the troposphere, SOA
particles may exhibit many different phase states during their lifetime in
the atmosphere. Ice particle residuals from cirrus clouds sampled in situ
were rich in oxidized organic matter <xref ref-type="bibr" rid="bib1.bibx12 bib1.bibx13" id="paren.20"/>, which indicates
that viscous or glassy organic particles may also have acted as INPs during
cirrus formation. Modelling studies suggest that viscous SOA could be an
important INP especially at low temperatures and low humidities, i.e. in the
cirrus regime <xref ref-type="bibr" rid="bib1.bibx36 bib1.bibx27 bib1.bibx1 bib1.bibx3 bib1.bibx40" id="paren.21"/>.
Furthermore, experimental studies of the ice nucleation ability of viscous
SOA proxies support the model findings. In chamber expansion studies, glassy
citric acid, raffinose and levoglucosan particles nucleated ice
heterogeneously at temperatures between <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>80 and <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>50 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>
<xref ref-type="bibr" rid="bib1.bibx36 bib1.bibx51 bib1.bibx54" id="paren.22"/>. Sucrose, glucose and citric acid
particles were found to be very efficient INPs in the deposition mode at
temperatures between <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>70 and <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>40 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> since they nucleated
ice at low ice saturation ratios (<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mtext>ice</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn>1.1</mml:mn></mml:mrow></mml:math></inline-formula>) <xref ref-type="bibr" rid="bib1.bibx2" id="paren.23"/>.
Simulated SOA from aqueous phase reactions of methylglyoxal and methylamine
have also shown ice nucleation potential in the deposition mode
<xref ref-type="bibr" rid="bib1.bibx46" id="paren.24"/>.</p>
      <p>Amorphous SOA particles generated via gas-phase oxidation of naphthalene with
OH radicals are considered relatively efficient INPs <xref ref-type="bibr" rid="bib1.bibx52" id="paren.25"/>.
<xref ref-type="bibr" rid="bib1.bibx31" id="text.26"/> and <xref ref-type="bibr" rid="bib1.bibx35" id="text.27"/> reported SOA produced from ozonolysis
of <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene to be a poor or inefficient INP. In both studies, however,
the phase state of SOA particles was not investigated experimentally, and the
particles were produced at room temperature in a separate aerosol preparation
chamber from which a fraction of them was transferred to the actual ice
nucleation chamber. Thus, it is likely that these particles never featured a
high viscosity, liquefied easily and the resulting droplets froze
homogeneously. <xref ref-type="bibr" rid="bib1.bibx31" id="text.28"/> also pointed out that precooling of the
<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA particles made them slightly better INPs, possibly due to
a change in viscosity.</p>
      <p>Here, we report first observations of heterogeneous ice nucleation of
laboratory-generated viscous, semi-solid <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA. The phase state
of the SOA particles was detected via the depolarization signal of light
scattered from the particles, using a novel optical method described in
detail in a companion study <xref ref-type="bibr" rid="bib1.bibx22" id="paren.29"/>. A new portable INP counter
was used to sample the SOA particles and measure their ice nucleation
efficiency. Finally, a global model was applied to investigate to what extent
viscous SOA particles could contribute to the global INP budget.</p>
</sec>
<sec id="Ch1.S2">
  <title>Methods</title>
<sec id="Ch1.S2.SS1">
  <title>Experimental setup: chamber experiments</title>
      <p>The SOA particles were produced in the CLOUD (Cosmics Leaving Outdoor
Droplets) chamber at CERN <xref ref-type="bibr" rid="bib1.bibx10 bib1.bibx11 bib1.bibx25 bib1.bibx20" id="paren.30"/>
during the CLOUD9 campaign between 25 October and 3 November 2014. SOA
particles were produced from ozonolysis of <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene at low relative
humidity with respect to water (RH<inline-formula><mml:math display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:math></inline-formula>) (5–15 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>) at four
different temperatures, <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>10, <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>20, <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>30 and <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>38 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>,
which are relevant for the free troposphere. <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene and ozone were
introduced to the chamber at the rate of 10 and 1000 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">mL</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">min</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>
(respectively) over a time period of a few minutes. UV lights (Philips TUV
130 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">W</mml:mi></mml:math></inline-formula> XPT lamp) were on during this time, resulting in the photolysis
of <inline-formula><mml:math display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and OH formation. High number concentrations of particles
(<inline-formula><mml:math display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mn mathvariant="normal">5</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">cm</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) quickly formed a monomodal size distribution which
grew to approximately 100 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> in diameter. During the particle growth,
<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene and ozone were continually introduced into the chamber. The
particles were grown to approximately 600–800 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> in diameter in
order to follow the size-dependence of their optical properties. The
depolarization ratio was measured, and based on the determined depolarization
of the backscattered light, it was determined whether the particles were
aspherical and thus (highly) viscous (detectable depolarization). Then the
RH<inline-formula><mml:math display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:math></inline-formula> was slowly increased for the optical detection of the phase
transition of the particles from higher to lower viscosity or liquid phase,
i.e. the point where the depolarization ratio decreased significantly to a
level of spherical particles. The transition RH<inline-formula><mml:math display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:math></inline-formula> increased with
the decreasing temperature, from 35 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> at <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>10 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> to
80 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> at <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>38 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. Further experimental details are
explained in <xref ref-type="bibr" rid="bib1.bibx22" id="text.31"/>. The ice nucleation ability of the SOA
particles was measured by sampling them from the CLOUD chamber at different
growth stages in order to examine particles with different sizes. In
Table <xref ref-type="table" rid="Ch1.T1"/> the particle sizes and number concentrations for the
different experiments are included together with information about the
chamber temperature and humidity conditions. The particle number size
distributions were measured with several Scanning Mobility Particle Sizer
(SMPS) systems (20–800 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula>), and optically with an Ultra High
Sensitivity Aerosol Spectrometer (UHSAS, Droplet Measurement Technologies,
Inc.) in the range from 60 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> to 1 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. In addition, an
Aerodyne high-resolution time-of-flight aerosol mass spectrometer (HR-ToF
AMS) was used to determine the chemical composition of the SOA particles.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1" specific-use="star"><caption><p>The conditions for the ice nucleation experiments with viscous
<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA. The columns from left to right list the dates when the
experiment was carried out, the average temperature in the CLOUD chamber
during the particle sampling with the INP counter SPIN, the average relative
humidity with respect to water RH<inline-formula><mml:math display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:math></inline-formula> in the CLOUD chamber, mean
particle mobility diameters and the sampled particle number concentrations
measured by the SPIN optical particle counter (OPC) and a condensation
particle counter (CPC). For each experiment, 1 to 4 ice nucleation onset
measurements were performed. The CPC was operated parallel to SPIN during
half of the runs. For the runs without CPC number concentrations, frozen
fractions could be estimated from the SPIN OPC particle number concentrations
and size distributions.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="6">
     <oasis:colspec colnum="1" colname="col1" align="right"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:thead>
       <oasis:row>  
         <oasis:entry colname="col1">Date</oasis:entry>  
         <oasis:entry colname="col2">Chamber <inline-formula><mml:math display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col3">Chamber RH<inline-formula><mml:math display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4">Particle diameter</oasis:entry>  
         <oasis:entry colname="col5">SPIN OPC conc.</oasis:entry>  
         <oasis:entry colname="col6">CPC conc.</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">(<inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col3">(%)</oasis:entry>  
         <oasis:entry colname="col4">(nm)</oasis:entry>  
         <oasis:entry colname="col5">(<inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">cm</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col6">(<inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">cm</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">25 Oct</oasis:entry>  
         <oasis:entry colname="col2"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>10</oasis:entry>  
         <oasis:entry colname="col3">12</oasis:entry>  
         <oasis:entry colname="col4">800</oasis:entry>  
         <oasis:entry colname="col5">200</oasis:entry>  
         <oasis:entry colname="col6">–</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">26 Oct</oasis:entry>  
         <oasis:entry colname="col2"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>20</oasis:entry>  
         <oasis:entry colname="col3">10</oasis:entry>  
         <oasis:entry colname="col4">550, 600</oasis:entry>  
         <oasis:entry colname="col5">150–600</oasis:entry>  
         <oasis:entry colname="col6">–</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">27 Oct</oasis:entry>  
         <oasis:entry colname="col2"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>20</oasis:entry>  
         <oasis:entry colname="col3">10</oasis:entry>  
         <oasis:entry colname="col4">800</oasis:entry>  
         <oasis:entry colname="col5">150</oasis:entry>  
         <oasis:entry colname="col6">150</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">28 Oct</oasis:entry>  
         <oasis:entry colname="col2"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>30</oasis:entry>  
         <oasis:entry colname="col3">10</oasis:entry>  
         <oasis:entry colname="col4">320, 630</oasis:entry>  
         <oasis:entry colname="col5">–</oasis:entry>  
         <oasis:entry colname="col6">490</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">29 Oct</oasis:entry>  
         <oasis:entry colname="col2"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>38</oasis:entry>  
         <oasis:entry colname="col3">10</oasis:entry>  
         <oasis:entry colname="col4">330</oasis:entry>  
         <oasis:entry colname="col5">–</oasis:entry>  
         <oasis:entry colname="col6">310</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">3 Nov</oasis:entry>  
         <oasis:entry colname="col2"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>38</oasis:entry>  
         <oasis:entry colname="col3">60</oasis:entry>  
         <oasis:entry colname="col4">120</oasis:entry>  
         <oasis:entry colname="col5">–</oasis:entry>  
         <oasis:entry colname="col6">130</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

</sec>
<sec id="Ch1.S2.SS2">
  <title>Ice nucleation instrumentation</title>
      <p>We used the Spectrometer for Ice Nuclei (SPIN) to measure the ice nucleation
efficiency of the SOA particles generated in the CLOUD chamber. SPIN is
a new, commercially available portable INP counter manufactured by Droplet
Measurement Technologies, Inc. The final version and the performance of SPIN
are described in more detail by <xref ref-type="bibr" rid="bib1.bibx14" id="text.32"/>. The main difference
between the version of SPIN used in this study and the final version is
related to better temperature control of the final version.</p>
      <p>SPIN is a continuous flow diffusion chamber with parallel plate geometry
adapted from the design of the Portable Ice Nucleation Chamber PINC
<xref ref-type="bibr" rid="bib1.bibx5" id="paren.33"/> and the Zurich Ice Nucleation Chamber ZINC <xref ref-type="bibr" rid="bib1.bibx48" id="paren.34"/>.
The aerosol sample flow is set to 1 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">L</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">min</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> surrounded by
a sheath flow of 10 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">L</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">min</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> flowing through a chamber where
a supersaturation of water vapour with respect to ice is obtained by keeping
two ice covered walls at different temperatures below 0 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>.
The residence time in the upper part of the chamber where ice nucleation may
take place is approximately 10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">s</mml:mi></mml:math></inline-formula>. The aerosol sample and sheath air
flows are then exposed to an isothermal, separately temperature-controlled
evaporation section where the unfrozen droplets evaporate while the ice
particles are retained, prior to particle detection with a linear
polarization optical particle counter (OPC). The OPC laser is polarized, and
the intensity of the backscattered light perpendicular to the incident
polarization and the intensity of the backscattered polarized light are
measured on a particle by particle basis. The polarization-equivalent ratio
between the two intensities provides information about the phase state of the
particles. The size measurements of the SPIN OPC were calibrated using two
sizes of polystyrene latex spheres (PSL), 0.9 and 2 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, and glass
beads of 5 and 8 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. A power law fit was applied to the
calibration data, and the full size distribution was extrapolated from the
fit. The detection efficiency of the OPC was investigated with different
sizes of monodisperse PSL spheres in the range from 300 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> to
1.0 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. The lower detection limit of the SPIN OPC was
approximately 400 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula>, with a detection efficiency of <inline-formula><mml:math display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn>50</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>. For particles larger than 700 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula>, the detection
efficiency was close to 100 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>. For particle sizes between 550 and
600 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula>, the detection efficiency was approximately 80 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>.
This allows the SPIN OPC to detect also the seed aerosol particles if they
are large enough. Typical backgrounds during the experiments with viscous SOA
particles were of the order of 10–20 particles per litre. The frozen
fraction lower limit of detection was typically of the order of <inline-formula><mml:math display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>.</p>
      <p>The temperature of the aerosol sample flow and the supersaturation with
respect to ice are modelled based on the continuous measurement of the wall
temperatures. Due to a temperature gradient between the walls, there is
a buoyancy effect to the air mass inside the chamber, pushing the sample flow
closer to the colder wall. This effect has been taken into account in the
1-D modelling and calculations of the sample temperature and humidity which
are done according to <xref ref-type="bibr" rid="bib1.bibx45" id="text.35"/>. A condensation particle counter
(CPC-3720, TSI) was run parallel to SPIN during half of the runs, when the
sample particle size was smaller than 500 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula>. SPIN was operated by
keeping the colder wall at constant temperature at its lower limit and
ramping up the temperature of the warm wall, thus raising the sample
temperature from approximately <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>43 to <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>35 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> and ice
saturation ratio <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mtext>ice</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> from 1 to approximately 1.45–1.5 inside
the instrument. In order to minimize fluctuations of the wall temperatures,
the regime of operation for the current study was limited to a minimum
temperature of <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>43 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> for the colder wall.</p>
      <p>SPIN sampled the SOA particles from the CLOUD chamber through a 1.5 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula>
long, quarter inch stainless steel tubing, in which the residence time was
approximately 2 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">s</mml:mi></mml:math></inline-formula>. As the concentrations of the SOA particles in the
CLOUD chamber typically exceeded 10 000 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">cm</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, a dilution system
partly filtering away aerosol particles was used to dilute the sample so that
the particle number concentrations entering SPIN would stay under
1000 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">cm</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> in order to avoid saturating the optical detector. The
stainless steel tubing together with the dilution system was insulated, but
the temperature of the sample was not continually measured at the SPIN inlet,
and it is possible that the temperature in the sampling tube was higher than
in the CLOUD chamber.</p>
</sec>
<sec id="Ch1.S2.SS3">
  <title>Instrument performance evaluation by homogeneous freezing of highly diluted ammonium sulphate droplets</title>
      <p>Homogeneous freezing of highly diluted ammonium sulphate droplets was used to
evaluate the performance of the SPIN chamber and the optical detector.
Ammonium sulphate particles were generated from a 1.0 mass % solution with
a medical nebulizer, dried in a diffusion dryer and then size-selected by
a Differential Mobility Analyser (DMA). Mean mobility diameters of 200 and
500 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> were chosen, and a CPC (CPC-3010, TSI) was run in parallel to
measure the total particle concentration.</p>
      <p>The freezing experiments were designed in the following way: first
a supersaturation with respect to ice and water was created inside SPIN by
diverging the wall temperatures in order to obtain the necessary temperature
gradient, while keeping the sample temperature below
<inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>37 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, which is the upper threshold temperature for
homogeneous freezing in the atmosphere <xref ref-type="bibr" rid="bib1.bibx41" id="paren.36"/>. After water
(super) saturation was achieved and ice formation observed, both walls were
heated at the same rate in order to increase the sample temperature but keep
the water supersaturation, leading to the disappearance of ice. The
temperature of the evaporation section walls was kept constant at
<inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>35 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1" specific-use="star"><caption><p>Homogeneous freezing of highly diluted ammonium sulphate droplets.
In the top left panel, the SPIN cold and warm wall (<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) and sample (lamina) temperatures (<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">a</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>), as
well as the relative humidity with respect to liquid water
(RH<inline-formula><mml:math display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:math></inline-formula>) are plotted as a function of time. The top right panel
shows the particle number concentrations in different size bins from the same
experiment. Bars A, B, C in the top panels mark the time intervals from which
the normalized SPIN OPC particle number size distributions and the median
values of the polarization-equivalent <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>S</mml:mi><mml:mo>/</mml:mo><mml:mi>P</mml:mi></mml:mrow></mml:math></inline-formula> ratios are shown in the
corresponding lower panels. In <bold>(a)</bold> seed particles, in <bold>(b)</bold>
seed and ice particles, in <bold>(c)</bold> seed particles and liquid droplets.
The size distributions and <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>S</mml:mi><mml:mo>/</mml:mo><mml:mi>P</mml:mi></mml:mrow></mml:math></inline-formula> ratios are averaged over 54 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">s</mml:mi></mml:math></inline-formula>, and
correspond to the following times in the upper panels: <bold>(a)</bold>
14.25–14.265 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">h</mml:mi></mml:math></inline-formula>, <bold>(b)</bold> 14.34–14.355 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">h</mml:mi></mml:math></inline-formula>, <bold>(c)</bold>
14.42–14.435 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">h</mml:mi></mml:math></inline-formula>.</p></caption>
          <?xmltex \igopts{width=412.564961pt}?><graphic xlink:href="https://acp.copernicus.org/articles/16/6495/2016/acp-16-6495-2016-f01.pdf"/>

        </fig>

      <p>An example of such an experiment is displayed in Fig. <xref ref-type="fig" rid="Ch1.F1"/>. In
the upper left panel, the SPIN wall and sample (lamina) temperatures, as well
as the relative humidity with respect to liquid water are plotted as
a function of time. The upper right panel shows the particle number
concentrations in different size bins from the same experiment. At
subsaturated conditions with respect to liquid water only the 500 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula>
seed aerosol particles are observed. When water saturation is reached shortly
after 14.3 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">h</mml:mi></mml:math></inline-formula>, most of the seeds activate to droplets which then
freeze, forming a distinct mode with sizes around 5 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. As the
sample temperature is increased, the ice mode vanishes at approximately
14.4 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">h</mml:mi></mml:math></inline-formula> and a mode consisting of liquid droplets with sizes of <inline-formula><mml:math display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula>–3 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> remains.</p>
      <p>In the lower three panels of Fig. <xref ref-type="fig" rid="Ch1.F1"/>, the size
distributions measured by the SPIN OPC from the same experiment
are shown. Panel (a) shows the dry 500 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> seed aerosol particles that
have not yet activated. Panel (b) illustrates the situation when most of the
ammonium sulphate particles have activated into droplets and frozen.
Panel (c) depicts the seed aerosol and liquid, highly diluted ammonium
sulphate droplets at water supersaturation at temperatures above the
homogeneous freezing point. All the data are normalized with respect to total
particle counts from the OPC. The polarization-equivalent ratios (<inline-formula><mml:math display="inline"><mml:mrow><mml:mi>S</mml:mi><mml:mo>/</mml:mo><mml:mi>P</mml:mi></mml:mrow></mml:math></inline-formula>
ratios) from the OPC are also different for ice crystals and liquid droplets:
for ice, <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>S</mml:mi><mml:mo>/</mml:mo><mml:mi>P</mml:mi></mml:mrow></mml:math></inline-formula> ratios vary between 0.5 and 0.6, whereas for liquid droplets
the ratios are significantly smaller, between 0.1 and 0.2. This further
confirms that the distinct modes in the size distributions correspond to
different phase states, and the size distributions can also be used to define
ice nucleation onset points.</p>
      <p>The ice nucleation onsets in these homogeneous freezing experiments were
obtained in the following way. In Fig. <xref ref-type="fig" rid="Ch1.F1"/>, we use the transition
from regime B to regime C, not from regime A to regime B, to obtain the ice
nucleation onset temperature and ice saturation ratio. Due to the risk of
cold pockets forming during active wall cooling, we scan the aerosol sample
temperature upwards until the observed ice crystal mode vanishes and only
liquid droplets remain. This temperature, at which a certain fraction (e.g.
10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>) of ice remains, is considered the ice nucleation onset.
Although the ice nucleation onset here is actually ice offset, the conditions
correspond to the ice nucleation onset conditions.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><caption><p>Homogeneous freezing temperatures of highly diluted ammonium
sulphate droplets measured with SPIN. The frozen fraction here is
10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>. The uncertainties in temperature and ice saturation ratio
shown here correspond to the 95 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> confidence interval calculated
from the statistical standard deviation. The homogeneous freezing line from
<xref ref-type="bibr" rid="bib1.bibx26" id="text.37"/> is calculated for 500 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> particles.</p></caption>
          <?xmltex \igopts{width=227.622047pt}?><graphic xlink:href="https://acp.copernicus.org/articles/16/6495/2016/acp-16-6495-2016-f02.pdf"/>

        </fig>

      <p>The homogeneous freezing temperatures for a frozen fraction of 10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>
are shown in Fig. <xref ref-type="fig" rid="Ch1.F2"/>. The homogeneous freezing temperatures
are all found in the range from <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>37.9 to <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>36.6 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, with
an average value of <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>37.3 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. The variation in
<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mtext>ice</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> results from using slightly different temperature gradients
to introduce a supersaturation with respect to water inside SPIN. Based on
classical nucleation theory and the parameterization of homogeneous
nucleation rates of water presented by <xref ref-type="bibr" rid="bib1.bibx21" id="text.38"/>, a frozen fraction of
10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> can be expected for a temperature in the range from about
<inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>38.2 to <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>37.6 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. Uncertainties and variations in the
residence time and the sizes of droplets formed inside SPIN result in the
uncertainty in the expected homogeneous freezing temperature. Hence, the
homogeneous freezing temperatures reported in Fig. <xref ref-type="fig" rid="Ch1.F2"/> are
within the range or slightly higher than what could be expected from theory.
However, with a temperature difference between the SPIN chamber walls close
to 20 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, according to model simulations, the aerosol sample
temperature range is approximately <inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.4 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> with respect
to the average temperatures presented in Fig. <xref ref-type="fig" rid="Ch1.F2"/>. Roughly
half of the droplets formed inside SPIN will thus be exposed to temperatures
down to <inline-formula><mml:math display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn>0.4</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> below the average aerosol sample
temperature. It would be expected that <inline-formula><mml:math display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula> 10% of the droplets formed
inside SPIN are exposed to temperatures <inline-formula><mml:math display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula> 0.3 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> below the
reported average aerosol sample temperatures, which can explain most of the
gap between the reported average aerosol temperatures and the theoretical
homogeneous freezing temperature.</p>
      <p>The freezing point depression caused by ammonium sulphate in the water droplets was calculated using the following formula:

                <disp-formula id="Ch1.E1" content-type="numbered"><mml:math display="block"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:mi>i</mml:mi><mml:mi>M</mml:mi><mml:mo>×</mml:mo><mml:mn>1.86</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math display="inline"><mml:mi>i</mml:mi></mml:math></inline-formula> is the van't Hoff factor of the solute, <inline-formula><mml:math display="inline"><mml:mi>M</mml:mi></mml:math></inline-formula> is the molar
concentration of the solution, and 1.86 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">KM</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> is the freezing point
depression for an ideal solution <xref ref-type="bibr" rid="bib1.bibx47" id="paren.39"/>. For ammonium sulphate,
<inline-formula><mml:math display="inline"><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn>2.04</mml:mn></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx55" id="paren.40"/>. The droplet diameter here was estimated to be
3 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. For 200 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> ammonium sulphate particles, this solute
effect is negligible (<inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:mn>0.015</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>); for
500 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> particles the freezing point depression is
0.24 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, which is still within the uncertainty range of the
aerosol sample temperature inside SPIN. Thus, we can conclude that the
droplets were dilute enough so that the presence of ammonium sulphate did not
significantly influence the freezing temperature.
<?xmltex \hack{\newpage}?>
With all the uncertainties considered, the correspondence between theory and
experimentally obtained homogeneous freezing temperatures with SPIN is good,
with a systematic tendency of the experimental average aerosol temperatures
being slightly too high (<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">≲</mml:mi></mml:math></inline-formula> 0.5 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>). This off-set is
likely to be due to occasional locally slightly colder chamber wall sections
in between thermocouples relative to the temperature set-points. Based on the
results presented in Fig. <xref ref-type="fig" rid="Ch1.F2"/> it can be concluded that the
aerosol sample conditions inside SPIN can be reproduced with good accuracy
between different experiments, and the inferred aerosol sample conditions
correspond well to what can be expected from theory. The standard deviation
of the experimentally determined homogeneous freezing temperatures for 10 %
frozen fractions is 0.50 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. This variation can be considered
to reflect the experimental random errors on the average aerosol sample
temperature for the instrument for these operation conditions.</p>
</sec>
</sec>
<sec id="Ch1.S3">
  <title>Results and discussion</title>
      <p>Here we present results from heterogeneous ice nucleation measurements, on
viscous <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA, obtained with SPIN. First, we show size
distributions in order to demonstrate how we distinguish between unactivated
seed aerosol, ice crystals and liquid droplets. Then, frozen fractions and
ice activation conditions are presented, followed by a discussion about the
possible freezing mechanisms and a comparison to literature data. Atmospheric
implications of the results will be discussed at the end of the section.</p>
<sec id="Ch1.S3.SS1">
  <title>Size distributions</title>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3" specific-use="star"><caption><p>Heterogeneous ice nucleation of viscous <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA
particles from 26 October 2014. Analogously to Fig. <xref ref-type="fig" rid="Ch1.F1"/>, the
top left panel shows the SPIN wall and lamina temperatures and the
RH<inline-formula><mml:math display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:math></inline-formula> as a function of time, and the top right panel the particle
number concentrations in different size bins. Also here, bars A, B, C in the
upper panels correspond to the time intervals from which the normalized SPIN
OPC particle number size distributions and median values of
polarization-equivalent <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>S</mml:mi><mml:mo>/</mml:mo><mml:mi>P</mml:mi></mml:mrow></mml:math></inline-formula> ratios are shown in the lower panels. Panel
<bold>(a)</bold> shows the 550 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> seed aerosol and panel <bold>(b)</bold>
depicts seeds and ice crystals at water subsaturated conditions. A prominent
(frozen) droplet mode can be seen in panel <bold>(c)</bold>, when freezing was
observed at water supersaturation. The size distributions are averaged over
54 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">s</mml:mi></mml:math></inline-formula> and correspond to the following times in the upper panels:
<bold>(a)</bold> 13.05–13.065 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">h</mml:mi></mml:math></inline-formula>, <bold>(b)</bold> 13.095–13.11 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">h</mml:mi></mml:math></inline-formula>,
<bold>(c)</bold> 13.185–13.2 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">h</mml:mi></mml:math></inline-formula>.</p></caption>
          <?xmltex \igopts{width=412.564961pt}?><graphic xlink:href="https://acp.copernicus.org/articles/16/6495/2016/acp-16-6495-2016-f03.pdf"/>

        </fig>

      <p>Figure <xref ref-type="fig" rid="Ch1.F3"/> shows results of a typical heterogeneous ice
nucleation experiment with viscous SOA particles; this example is from
26 October 2014. Analogous to Fig. <xref ref-type="fig" rid="Ch1.F1"/>, the middle three
panels show two particle number size distributions observed during
subsaturated conditions with respect to liquid water, and a size distribution
from an experiment, when the RH with respect to liquid water was greater than
100 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>. The leftmost panel (a) shows the 550 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> seed aerosol
and the middle panel (b) depicts the seeds and ice (a size mode around
5 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>) at water subsaturated conditions. A prominent droplet mode
can be seen in the third panel (c), when the RH<inline-formula><mml:math display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:math></inline-formula> was greater
than 100 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>, and it is possible that the SOA particles liquefied and
froze homogeneously, as we have observed homogeneous freezing of diluted
ammonium sulphate droplets at similar conditions. The different possible
freezing mechanisms will be discussed in Sect. 3.4. The droplet mode in panel
(c) likely consists of frozen droplets that have not grown very much due to
potential activation close to the evaporation section of SPIN. This could
also explain the slightly higher <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>S</mml:mi><mml:mo>/</mml:mo><mml:mi>P</mml:mi></mml:mrow></mml:math></inline-formula> ratios (0.3) compared to the <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>S</mml:mi><mml:mo>/</mml:mo><mml:mi>P</mml:mi></mml:mrow></mml:math></inline-formula>
ratios of 0.1–0.2 for the liquid droplets in Fig. <xref ref-type="fig" rid="Ch1.F1"/>c.
<?xmltex \hack{\newpage}?></p>
</sec>
<sec id="Ch1.S3.SS2">
  <title>Frozen fractions</title>
      <p>The fraction of particles activated as ice crystals was defined as the number
of particles larger than the minimum between the seed aerosol and ice crystal
modes, or between the liquid droplet and ice modes, divided by the total
number of particles. In the case of SOA particles, this threshold size was
3 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. It cannot be ruled out, however, that there is some size
overlap between ice crystals and liquid droplets, since due to the design of
SPIN, not all particles nucleate ice at the same time and not all the
droplets necessarily evaporate in the evaporation section.</p>
      <p>We investigated different SOA particle sizes from 120 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> to
approximately 800 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> (see Table <xref ref-type="table" rid="Ch1.T1"/> for details).
Figure <xref ref-type="fig" rid="Ch1.F4"/> shows exemplary frozen fractions of 330, 550 and
800 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> viscous SOA particles as a function of the ice saturation
ratio. The 330 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> particles were produced in the CLOUD chamber at
<inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>38 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, and at the time of ice formation the temperature
inside SPIN was <inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>38.5</mml:mn><mml:mo>±</mml:mo><mml:mn>0.5</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. The 550 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula>
particles were produced at <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>20 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, and nucleated ice at
<inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>37.2</mml:mn><mml:mo>±</mml:mo><mml:mn>0.5</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>; the 800 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> particles produced at
<inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>10 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> nucleated ice at <inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>38.2</mml:mn><mml:mo>±</mml:mo><mml:mn>0.5</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>.
The maximum frozen fractions observed were <inline-formula><mml:math display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula>–20 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> but they
did not show any clear dependency on the seed particle size; nor did the 1 or
10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> ice activation onset values, although there is some variation
among the different particle sizes. This can also be seen from Table S1 which
details all the ice nucleation onset conditions from each experiment day.</p>
      <p>SOA particle properties relevant for ice nucleation could depend on the
chemical composition and morphology, which could depend on the chamber
conditions. The mean atomic oxygen to carbon ratio (O : C) of the SOA
particles inferred from AMS measurements was 0.25 throughout the different
stages of the different experiments <xref ref-type="bibr" rid="bib1.bibx22" id="paren.41"/>: this would suggest
possibly similar chemical composition of the particles throughout the
experiments. The apparent similarity in the chemical composition for
different SOA particle sizes does not explain why there is no significant
change in the frozen fraction or freezing onsets when the seed particles grow
larger. Surface area dependency has previously been shown for deposition ice
nucleation of different mineral dusts by <xref ref-type="bibr" rid="bib1.bibx53" id="text.42"/>, but there is no
indication of such a dependency for the viscous SOA particles studied here.</p>
</sec>
<sec id="Ch1.S3.SS3">
  <title>Ice nucleation onset conditions for viscous SOA</title>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><caption><p>Examples of frozen fractions of viscous <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA obtained
with SPIN as a function of the ice saturation ratio <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mtext>ice</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>. The
blue squares correspond to seed aerosol of 330 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula>, formed at
<inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>38 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, the red squares are the 550 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> particles,
formed at <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>20 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, and the magenta squares are
800 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> particles, formed at <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>10 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. At the time of
ice formation, the aerosol sample temperature inside SPIN was kept at
approximately <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>38.5 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> for 330 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> particles; for
550 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> particles the temperature was at <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>37.2 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>
and for 800 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula> particles at <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>38.2 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. The black
dashed vertical lines correspond to water saturation at
(i) <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>37 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> and (ii) <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>38 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. Ice
activation thresholds (1, 5, 10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>) were determined from similar ice
activation graphs.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://acp.copernicus.org/articles/16/6495/2016/acp-16-6495-2016-f04.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5"><caption><p>Ice nucleation onsets (10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> activation) for <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene
SOA. The horizontal error bars of the ice nucleation data represent
statistical 95 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> confidence interval in temperature and are
calculated from the instrumentally determined standard deviation of
0.5 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> in the homogeneous freezing experiments. The error
bars in ice saturation ratio illustrate the modelled maximum equilibrium
range the aerosol sample can be exposed to.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://acp.copernicus.org/articles/16/6495/2016/acp-16-6495-2016-f05.pdf"/>

        </fig>

      <p>The ice nucleation onset conditions were systematically investigated for
frozen fractions of 1, 5 and 10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>. These data are listed in Table S1
in the Supplement. In general, the conditions for the observations of 1, 5
and 10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> frozen fractions were very similar. In
Fig. <xref ref-type="fig" rid="Ch1.F5"/> the conditions for 10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> frozen
fractions are depicted. In contrast to Fig. <xref ref-type="fig" rid="Ch1.F2"/>, the data in
Fig. <xref ref-type="fig" rid="Ch1.F5"/> were obtained from actual onset of ice formation
as depicted in Fig. <xref ref-type="fig" rid="Ch1.F3"/>, not from ice offset measurements.
The random instrumental error on the average aerosol sample temperature is
expected to be similar to the variations observed above for homogeneous
freezing with a standard deviation of 0.5 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. The depicted
range of the saturation ratio with respect to ice (<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi mathvariant="normal">ice</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) is the
modelled equilibrium maximum range the aerosol sample possibly is exposed to
– in the vertical and horizontal dimensions – based on the pairwise
temperature readings of the chamber walls at four locations. This is illustrated
in Fig. S1 in the Supplement. The modelling is done by taking the warm and
cold wall temperature pairs at the four thermocouple locations where they are
monitored and then calculating the aerosol lamina temperatures and saturation
ratios with respect water and ice at those locations according to
<xref ref-type="bibr" rid="bib1.bibx45" id="text.43"/>. The reported ice nucleation onset temperatures in
Fig. <xref ref-type="fig" rid="Ch1.F5"/> are the mean values of the four aerosol lamina
temperatures, and the reported <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi mathvariant="normal">ice</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> values are the mean values
of the four calculated lamina <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi mathvariant="normal">ice</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> values. All the maximum
saturation ratios for the observed 10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> frozen fractions are below
the depicted lines in Fig. <xref ref-type="fig" rid="Ch1.F5"/> indicating where
homogeneous freezing occurs. In terms of the saturation ratio with respect to
water, the maximum modelled values are found in the range 0.90–0.98 and in
the range 0.92–0.98 for frozen fractions of 1 and 10 %, respectively. For
the water saturation to reach 1 for all of these freezing conditions, a
systematic wall temperature deviation in between thermocouples of
<inline-formula><mml:math display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula> 2 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> would be required. Such a systematic wall
temperature deviation is highly unlikely considering the reasonable and
reproducible homogeneous freezing results presented above. Hence, it is
highly unlikely that the observed freezing occurring at subsaturated
conditions with respect to water is homogeneous freezing.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F6" specific-use="star"><caption><p>Comparison of ice nucleation onsets of different SOA species and
proxies. The black solid line is the water saturation line and the black
dashed line the <xref ref-type="bibr" rid="bib1.bibx26" id="text.44"/> homogeneous freezing line for 500 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula>
particles. The cyan diamonds represent the results of this study; the light
and dark green triangles deposition nucleation and immersion freezing of
naphthalene SOA from <xref ref-type="bibr" rid="bib1.bibx52" id="text.45"/>; the magenta triangles deposition ice
nucleation of sucrose from <xref ref-type="bibr" rid="bib1.bibx2" id="text.46"/>; the blue triangles ice
nucleation of <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA studied by <xref ref-type="bibr" rid="bib1.bibx31" id="text.47"/> and the orange
triangles pre-cooled <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA from the same study; and the blue
circle depicts the homogeneous freezing of pure <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA reported
by <xref ref-type="bibr" rid="bib1.bibx35" id="text.48"/>. The red squares show the deposition ice nucleation
onsets for glassy citric acid <xref ref-type="bibr" rid="bib1.bibx36" id="paren.49"/>, and the freezing results of
four glassy SOA proxies from <xref ref-type="bibr" rid="bib1.bibx54" id="text.50"/> are shown by blue squares (raffinose
M5AS), green squares (levoglucosan), magenta squares (raffinose), and black
squares (HMMA).</p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://acp.copernicus.org/articles/16/6495/2016/acp-16-6495-2016-f06.pdf"/>

        </fig>

      <p>From our measurements, we have a strong indication that the studied
<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA induced ice nucleation heterogeneously. Despite
instrumental limitations, the results were reproducible and the uncertainty
for the ice nucleation onset temperatures and supersaturations could be
inferred.</p>
</sec>
<sec id="Ch1.S3.SS4">
  <title>Freezing mechanisms</title>
      <p>The results presented in the section above clearly indicate heterogeneous
freezing of SOA particles below saturation with respect to water vapour.
Various freezing mechanisms could potentially be in play. It can be
speculated that we observe (i) deposition nucleation occurring directly onto
highly viscous SOA particles; (ii) immersion freezing of partly deliquesced
SOA particles, where the core of the particle is still (highly) viscous;
(iii) hygroscopic growth of the particles leading to freezing of droplets due
to suspensions of large organic molecules. The relevance of the first two
potential freezing processes are related to the relative timescales of the
viscosity transition vs the freezing of the SOA particles for increasing
humidities as discussed e.g. by <xref ref-type="bibr" rid="bib1.bibx3" id="text.51"/>, <xref ref-type="bibr" rid="bib1.bibx32" id="text.52"/> and
<xref ref-type="bibr" rid="bib1.bibx40" id="text.53"/>. <xref ref-type="bibr" rid="bib1.bibx32" id="text.54"/> conclude that heterogeneous freezing of
biogenic SOA particles would be highly unlikely at temperatures higher than
220 K in the atmosphere since according to their modelling, the timescales
of equilibration would be very short. On the other hand, the modelling
results presented by <xref ref-type="bibr" rid="bib1.bibx40" id="text.55"/> indicate that <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA
particles are likely to exhibit viscous core-liquified shell morphologies on
timescales long enough to facilitate ice nucleation via the suggested
mechanism (ii) in our study.</p>
      <p>In this context, it is worth mentioning that the maximum ice nucleation time
in SPIN is of the order of 10 s. However, nucleation taking place on much
shorter timescales can be observed if the nucleation rates are high enough to
yield detectable numbers of ice crystals. In other words, the observed number
of ice crystals corresponds to the time integral over the nucleation rate
distribution. This implies that from our measurements, no further conclusions
concerning nucleation times and rates can be drawn.</p>
      <p>The (iii) potential freezing mechanism has been reported for ice nucleating
macromolecules (INM) originating from pollen <xref ref-type="bibr" rid="bib1.bibx42" id="paren.56"/>. It is not
likely that the molecules formed in the current study grow to masses
comparable to the several kDa reported for the pollen macromolecules
<xref ref-type="bibr" rid="bib1.bibx42" id="paren.57"/>, but it does not necessarily rule out that large enough
molecules or agglomerates to facilitate freezing may have been produced
during the conducted experiments, even though it did not seem to be the case
in previous comparable studies <xref ref-type="bibr" rid="bib1.bibx35 bib1.bibx31" id="paren.58"/>. Based on the
current study, it is not possible to conclude which heterogeneous freezing
mechanism(s) may be dominating.
<?xmltex \hack{\newpage}?></p>
</sec>
<sec id="Ch1.S3.SS5">
  <title>Comparison to literature data</title>
      <p>Figure <xref ref-type="fig" rid="Ch1.F6"/> shows our results together with selected
literature data. The ice saturation ratios we have observed for the ice
nucleation onset temperatures for viscous <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA are
qualitatively comparable with ice nucleation data from other SOA or SOA
proxies, but the lack of data points at lower temperatures makes quantitative
comparison challenging. There is a notable difference between our results and
those reported by <xref ref-type="bibr" rid="bib1.bibx31" id="text.59"/> and <xref ref-type="bibr" rid="bib1.bibx35" id="text.60"/>, who found
<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA to be a poor INP, nucleating ice homogeneously. However,
<xref ref-type="bibr" rid="bib1.bibx31" id="text.61"/> also found that pre-cooling of the particles made them
slightly better INPs, and interpret it as a result of a transition to a more
viscous state, although the phase state of the particles was not studied
experimentally.</p>
      <p>When comparing the frozen fractions of this study to earlier studies with SOA
proxies, such as the substances studied by Wilson et al. (2012) and Murray et
al. (2010), it is worth noting that much higher frozen fractions are achieved
in this study. Most likely the difference lies in the experimental methods
used: in Wilson et al. (2012) and Murray et al. (2010), the freezing was
studied in an expansion chamber, not a continuous flow diffusion chamber such
as SPIN. Thus, we would also not necessarily expect similar frozen fractions</p>
      <p>When compared to other INPs, such as different mineral dusts, viscous
<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA requires higher ice saturation ratios for 10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>
activated fraction than e.g. kaolinite and illite at <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>35 and
<inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>40 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx53" id="paren.62"/>. The maximum ice fractions, on the
other hand, are of the same order of magnitude. The viscous SOA particles
seem to be more efficient INPs than volcanic ash at <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>35 and
<inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>40 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> measured by <xref ref-type="bibr" rid="bib1.bibx19" id="text.63"/>, with similar or lower
ice saturation ratios needed for 10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> activation and higher maximum
ice fractions.</p>
</sec>
<sec id="Ch1.S3.SS6">
  <title>Atmospheric implications</title>
      <p>Viscous pinene SOA particles have already been observed in the lower
troposphere in field measurements in the boreal forest <xref ref-type="bibr" rid="bib1.bibx50" id="paren.64"/>.
The global aerosol model GLOMAP-mode (GLObal Model of Aerosol Processes)
<xref ref-type="bibr" rid="bib1.bibx33" id="paren.65"/> was used to investigate to what extent viscous biogenic
monoterpene SOA is likely to be present in the atmosphere. The model version
used is identical to that in <xref ref-type="bibr" rid="bib1.bibx44" id="text.66"/>. GLOMAP is an extension to
the TOMCAT chemical transport model <xref ref-type="bibr" rid="bib1.bibx4" id="paren.67"/>. It includes
representations of particle formation, growth via coagulation, condensation
and cloud processing, wet and dry deposition and in/below cloud scavenging.
The horizontal resolution is <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mn>2.8</mml:mn><mml:mo>∘</mml:mo></mml:msup><mml:mo>×</mml:mo><mml:mn>2.8</mml:mn></mml:mrow></mml:math></inline-formula><inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> and
there are 31 vertical sigma-pressure levels extending from ground level to
10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">hPa</mml:mi></mml:math></inline-formula>. Formation of secondary particles in the model is based on
CLOUD measurements of ternary <inline-formula><mml:math display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">H</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:msub><mml:mi mathvariant="normal">SO</mml:mi><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>-organic-<inline-formula><mml:math display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">H</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula>
nucleation detailed in <xref ref-type="bibr" rid="bib1.bibx44" id="text.68"/> and on a parameterization of
binary <inline-formula><mml:math display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">H</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:msub><mml:mi mathvariant="normal">SO</mml:mi><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>-<inline-formula><mml:math display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">H</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> nucleation <xref ref-type="bibr" rid="bib1.bibx29" id="paren.69"/>.
Particles grow by irreversible condensation of monoterpene oxidation products
and sulphuric acid. Monoterpene emissions in the model are taken from the
<xref ref-type="bibr" rid="bib1.bibx15" id="text.70"/> database. The monoterpenes are oxidized with OH,
<inline-formula><mml:math display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> assuming the reaction rates of
<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene. A fixed 13 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> of the oxidation products, referred to
as SORG, condenses irreversibly onto aerosol particles at the kinetic limit.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F7" specific-use="star"><caption><p>GLOMAP model predictions of mean annual concentrations of
condensible oxidation products of monoterpenes, SORG. The concentrations
shown by the colour scale are in parts per trillion with respect to mass
(pptm). The hatched areas represent the zones where the SOA particles could
exist in a highly viscous or amorphous phase state in the upper troposphere
and potentially affect cirrus cloud formation through deposition ice
nucleation or immersion freezing. The calculations for these zones are based
on the theoretical estimate of generic SOA glass transition temperature as
a function of relative humidity presented by <xref ref-type="bibr" rid="bib1.bibx27" id="text.71"/>. The left panel
shows a global map of the mean annual concentrations of SORG at
a sigma-pressure level corresponding to approximately 6900 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> altitude
from a simulation of the year 2000. In the right panel, annual zonal mean of
global concentrations of SORG are plotted as a function of latitude and
altitude.</p></caption>
          <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://acp.copernicus.org/articles/16/6495/2016/acp-16-6495-2016-f07.pdf"/>

        </fig>

      <p>Figure <xref ref-type="fig" rid="Ch1.F7"/> shows the mean annual average concentrations of SORG
in parts per trillion with respect to mass (pptm). SORG represents oxidized
monoterpenes and can in this respect be considered a proxy of monoterpene SOA
particles. The hatched areas mark the zones in the atmosphere where the SOA
particles are likely to exist in a highly viscous or even glassy phase state
according to the generic estimate of SOA glass transition temperature as
a function of relative humidity given by <xref ref-type="bibr" rid="bib1.bibx27" id="text.72"/>. This
parameterization agrees with the viscosity transitions of the investigated
<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA particles that were measured in the CLOUD chamber
simultaneously with the ice nucleation experiments
<xref ref-type="bibr" rid="bib1.bibx22 bib1.bibx38" id="paren.73"/>.</p>
      <p>The modelled monoterpene SOA proxy concentrations are highest over land and
especially in the tropics, but near the equator the conditions for particles
containing monoterpene SOA to be highly viscous require higher altitudes
(<inline-formula><mml:math display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">7</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">km</mml:mi></mml:math></inline-formula>) and colder temperatures (see Fig. <xref ref-type="fig" rid="Ch1.F7"/>
right panel). On the other hand, strong convective updrafts may play a role
carrying the SOA particles even into the tropical tropopause layer (TTL) in
short enough timescales for the particles to remain highly viscous
<xref ref-type="bibr" rid="bib1.bibx3 bib1.bibx40" id="paren.74"/>, or SOA may form in convective outflow regions,
after the transport of precursor gases from lower altitudes in the
troposphere. Boreal forests are a significant source of monoterpenes in
spring and summertime of the Northern Hemisphere, and model calculations
displayed in Fig. <xref ref-type="fig" rid="Ch1.F7"/> indicate that sufficient concentrations of
viscous monoterpene SOA could exist in the upper troposphere in this region,
thus being a potential source of INPs for cirrus cloud formation. This is
relevant assuming that the freezing mechanism is deposition nucleation of
highly viscous SOA or immersion freezing of partly deliquesced SOA with a
highly viscous core. It should be noted that also particles with other types
of SOA than <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA may facilitate ice nucleation in cirrus
clouds, or persist in a viscous state at higher temperatures or humidities
<xref ref-type="bibr" rid="bib1.bibx3" id="paren.75"/>. The model results presented here nevertheless indicate
qualitatively that significant concentrations of SOA-forming vapours are
likely to exist in parts of the troposphere where the particles they form
would be in a sufficiently viscous state to act as INPs depositionally or via
immersion freezing. On the other hand, if the freezing is initiated by
organic INM suspended in droplets, high viscosity might not be a prerequisite
for biogenic SOA to act as an INP.</p>
      <p>So far, SOA has not been considered in climate models involving ice
nucleation, and it is still very challenging to quantify the actual effect,
but given the potentially high ice nucleation efficiency (up to 20 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>
frozen fractions), <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene and other monoterpene SOA could contribute
significantly to the global INP budget. It is likely that a significant
portion of biogenic SOA in the atmosphere forms mixtures with sulphates or
primary particles such as mineral dusts, which will most likely also affect
the ice nucleation efficiency considerably. It has already been shown that
glassy aerosol containing a mixture of carboxylic acids and ammonium sulphate
nucleates ice <xref ref-type="bibr" rid="bib1.bibx54" id="paren.76"/>.</p>
</sec>
</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <title>Conclusions</title>
      <p>In this study, we produced viscous <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA particles at
10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula> RH at four different atmospherically relevant subzero
temperatures, <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>10, <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>20, <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>30 and <inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>38 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, and measured
their ice nucleation capability with a new portable INP counter. We have, for
the first time, found a strong indication that SOA produced from ozonolysis
of <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene efficiently nucleates ice. We conducted reproducible
measurements and performed uncertainty estimation and modelling of the
temperatures and ice saturation ratios inside the INP counter to determine
that the ice nucleation was heterogeneous. We investigated SOA particles with
mean diameters from 120 to 800 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">nm</mml:mi></mml:math></inline-formula>, and no dependency was observed
between the particle size and the frozen fraction/freezing onset. The frozen
fractions reached a maximum of <inline-formula><mml:math display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula>–20 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">%</mml:mi></mml:math></inline-formula>. Ice saturation ratios
for the observed ice nucleation onset temperatures are in line with previous
literature data, but the range of observed ice nucleation onset temperatures
was narrow due to instrumental limitations. We were not able to distinguish
between three possible freezing mechanisms: (i) deposition nucleation onto
highly viscous SOA particles; (ii) immersion freezing of partly deliquesced
SOA particles; or (iii) hygroscopic growth and subsequent freezing of the SOA
particles due to presence of organic ice nucleating macromolecules.
Therefore, further experimental studies are recommended.</p>
      <p>To date, biogenic SOA has not been considered as an INP in any climate
models. Here, results from a global aerosol model suggest that
<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene SOA may exist at least regionally in considerable numbers in
the upper troposphere in the cirrus regime where they would be highly viscous
or glassy, which is relevant for the freezing mechanisms (i) and (ii) above.
Thus boreal forests and other regions emitting monoterpenes could potentially
be a significant source of INPs contributing to the global INP budget. In
order to better quantify the impact of biogenic SOA as an INP to the climate,
extensive future experimental and modelling studies will be needed.</p>
</sec>

      
      </body>
    <back><app-group>
        <supplementary-material position="anchor"><p><bold>The Supplement related to this article is available online at <inline-supplementary-material xlink:href="http://dx.doi.org/10.5194/acp-16-6495-2016-supplement" xlink:title="pdf">doi:10.5194/acp-16-6495-2016-supplement</inline-supplementary-material>.</bold></p></supplementary-material>
        </app-group><ack><title>Acknowledgements</title><p>We would like to thank Luis Ladino, Kelly Baustian, Daniel Knopf, Bingbing
Wang and Theo Wilson for providing the data for comparison and useful
discussions. We also thank CERN CLOUD technical staff and all the ITN
students for their help and support, and Dan Cziczo and Thomas Conrath for
assistance in SPIN development. This research has received funding from the
EC seventh Framework Programme (Marie Curie Initial Training Networks MC-ITN
CLOUD-TRAIN grant no. 316662), the German Federal Ministry of Education and
Research (BMBF) through the CLOUD-12 project (no. 01LK1222B), the Swiss
National Science Foundation SNSF (grant no. 200021 140663), from NordForsk
through the Nordic Centre of Excellence CRAICC (Cryosphere-Atmosphere
Interactions in a Changing Arctic Climate), the US National Science
Foundation (grants AGS1439551, AGS1447056), the Academy of Finland (decision
no. 259005) and the European Research Council (ERC Starting Grant 335478).
<?xmltex \hack{\newline}?><?xmltex \hack{\newline}?>Edited by: H. Grothe</p></ack><ref-list>
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    <!--<article-title-html>Heterogeneous ice nucleation of viscous secondary organic aerosol produced from ozonolysis of <i>α</i>-pinene</article-title-html>
<abstract-html><p class="p">There are strong indications that particles containing secondary organic
aerosol (SOA) exhibit amorphous solid or semi-solid phase states in the
atmosphere. This may facilitate heterogeneous ice nucleation and thus
influence cloud properties. However, experimental ice nucleation studies of
biogenic SOA are scarce. Here, we investigated the ice nucleation ability of
viscous SOA particles.</p><p class="p">The SOA particles were produced from the ozone initiated oxidation of
<i>α</i>-pinene in an aerosol chamber at temperatures in the range from −38
to −10 °C at 5–15 % relative humidity with
respect to water to ensure their formation in a highly viscous phase state,
i.e. semi-solid or glassy. The ice nucleation ability of SOA particles with
different sizes was investigated with a new continuous flow diffusion
chamber. For the first time, we observed heterogeneous ice nucleation of
viscous <i>α</i>-pinene SOA for ice saturation ratios
between 1.3 and 1.4 significantly below the homogeneous freezing limit. The
maximum frozen fractions found at temperatures between −39.0 and
−37.2 °C ranged from 6 to 20 % and did not depend
on the particle surface area. Global modelling of monoterpene SOA particles
suggests that viscous biogenic SOA particles are indeed present in regions
where cirrus cloud formation takes place. Hence, they could make up an
important contribution to the global ice nucleating particle budget.</p></abstract-html>
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