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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-19-1059-2019</article-id><title-group><article-title>Heterogeneous ice nucleation on dust particles sourced from nine deserts
worldwide – Part 2: Deposition nucleation and <?xmltex \hack{\break}?>condensation freezing</article-title><alt-title>Ice nucleation on dust particles sourced from nine deserts
worldwide – Part 2</alt-title>
      </title-group><?xmltex \runningtitle{Ice nucleation on dust particles sourced from nine deserts
worldwide -- Part 2}?><?xmltex \runningauthor{Y. Boose et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1 aff5">
          <name><surname>Boose</surname><given-names>Yvonne</given-names></name>
          <email>yvonne.boose@alumni.ethz.ch</email>
        <ext-link>https://orcid.org/0000-0001-9495-2165</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Baloh</surname><given-names>Philipp</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-0356-2223</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Plötze</surname><given-names>Michael</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff4">
          <name><surname>Ofner</surname><given-names>Johannes</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Grothe</surname><given-names>Hinrich</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-2715-1429</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Sierau</surname><given-names>Berko</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Lohmann</surname><given-names>Ulrike</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-8885-3785</ext-link></contrib>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Kanji</surname><given-names>Zamin A.</given-names></name>
          <email>zamin.kanji@env.ethz.ch</email>
        <ext-link>https://orcid.org/0000-0001-8610-3921</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Institute for Atmospheric and Climate Science, ETH Zürich, Zürich, Switzerland</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Institute for Materials Chemistry, TU Wien, Vienna, Austria</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>Institute for Geotechnical Engineering, ETH Zürich, Zürich, Switzerland</institution>
        </aff>
        <aff id="aff4"><label>4</label><institution>Institute for Chemical Technologies and Analytics, TU Wien, Vienna, Austria</institution>
        </aff>
        <aff id="aff5"><label>a</label><institution>now at: Institute of Atmospheric Physics, German Aerospace Center, Wessling, Germany</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Yvonne Boose (yvonne.boose@alumni.ethz.ch) and Zamin A. Kanji (zamin.kanji@env.ethz.ch)</corresp></author-notes><pub-date><day>28</day><month>January</month><year>2019</year></pub-date>
      
      <volume>19</volume>
      <issue>2</issue>
      <fpage>1059</fpage><lpage>1076</lpage>
      <history>
        <date date-type="received"><day>29</day><month>September</month><year>2018</year></date>
           <date date-type="rev-request"><day>16</day><month>October</month><year>2018</year></date>
           <date date-type="rev-recd"><day>22</day><month>December</month><year>2018</year></date>
           <date date-type="accepted"><day>11</day><month>January</month><year>2019</year></date>
      </history>
      <permissions>
        
        
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://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 id="d1e175">Mineral dust particles from deserts are amongst the most common
ice nucleating particles in the atmosphere. The mineralogy of desert dust
differs depending on the source region and can further fractionate during the
dust emission processes. Mineralogy to a large extent explains the ice
nucleation behavior of desert aerosol, but not entirely. Apart from pure
mineral dust, desert aerosol particles often exhibit a coating or are mixed with small amounts of
biological material. Aging on the ground or
during atmospheric transport can deactivate nucleation sites, thus strong
ice nucleating minerals may not exhibit their full potential. In the partner
paper of this work, it was shown that mineralogy determines most but not
all of the ice nucleation behavior in the immersion mode found for desert dust.
In this study, the influence of semi-volatile organic compounds and the
presence of crystal water on the ice nucleation behavior of desert aerosol is
investigated. This work focuses on the deposition and condensation ice
nucleation modes at temperatures between 238 and 242 K of 18 dust samples
sourced from nine deserts worldwide. Chemical imaging of the particles' surface
is used to determine the cause of the observed differences in ice nucleation.
It is found that, while the ice nucleation ability of the majority of the dust
samples is dominated by their quartz and feldspar content, in one
carbonaceous sample it is mostly caused by organic matter, potentially
cellulose and/or proteins. In contrast, the ice nucleation ability of
an airborne Saharan sample is found to be diminished, likely by semi-volatile
species covering ice nucleation active sites of the minerals. This study
shows that in addition to mineralogy, other factors such as organics and
crystal water content can alter the ice nucleation behavior of desert aerosol
during atmospheric transport in various ways.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <title>Introduction</title>
      <p id="d1e185">The ice phase in clouds causes one of the largest uncertainties for
understanding the role of clouds in the present climate and for projecting
future climate <xref ref-type="bibr" rid="bib1.bibx17" id="paren.1"/>. While it is known that for the initial
formation of ice in clouds warmer than 235 K certain aerosol particles,
so-called ice nucleating particles (INPs), are necessary, many aspects of
heterogeneous ice nucleation remain poorly understood
<xref ref-type="bibr" rid="bib1.bibx20 bib1.bibx48" id="paren.2"/>. Mineral dust is thought to be the most
prevalent INP type in the atmosphere <xref ref-type="bibr" rid="bib1.bibx36" id="paren.3"/>. <xref ref-type="bibr" rid="bib1.bibx79" id="text.4"/>
found naturally occurring mineral dust particles to nucleate ice at
temperatures <inline-formula><mml:math id="M1" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">258</mml:mn></mml:mrow></mml:math></inline-formula> K. <xref ref-type="bibr" rid="bib1.bibx23" id="text.5"/> and <xref ref-type="bibr" rid="bib1.bibx44" id="text.6"/> detected
mineral dust in ice crystal residuals in mixed-phase clouds. In these clouds
the most common ice nucleating mechanisms are likely immersion and contact
freezing. Both mechanisms require a cloud droplet to form first and an INP to
either initiate freezing from the inside of<?pagebreak page1060?> the droplet (immersion) or via
contact with the surface of the droplet (contact freezing).
<xref ref-type="bibr" rid="bib1.bibx25" id="text.7"/> observed mineral dust also in ice crystal residuals in
cirrus clouds. When the relative humidity (RH) with respect to ice is high enough
(e.g., RH<inline-formula><mml:math id="M2" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">i</mml:mi></mml:msub><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">140</mml:mn></mml:mrow></mml:math></inline-formula> % at 238 K), ice forms via homogeneous
freezing of solution droplets without the help of an INP <xref ref-type="bibr" rid="bib1.bibx53" id="paren.8"/>. At
lower RH ice may form via immersion freezing on INPs in solution droplets
<xref ref-type="bibr" rid="bib1.bibx99" id="paren.9"/> or via the deposition mode, where ice nucleation occurs on
an INP directly from the vapor phase <xref ref-type="bibr" rid="bib1.bibx87 bib1.bibx88" id="paren.10"/>. Condensation
freezing is understood as freezing occurring during the formation of a liquid
phase, when water saturation is exceeded but before a droplet has formed.
Recently, the differentiation between condensation and immersion freezing has
been questioned <xref ref-type="bibr" rid="bib1.bibx64 bib1.bibx88" id="paren.11"/>. Furthermore, it has been
suggested that freezing at water subsaturated (RH<inline-formula><mml:math id="M3" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> %)
conditions, referred to as deposition nucleation, may in some cases be
explained by condensation and subsequent freezing of water in pores on the
particles' surface <xref ref-type="bibr" rid="bib1.bibx65" id="paren.12"><named-content content-type="pre">pore condensation and freezing –
PCF;</named-content></xref>.</p>
      <p id="d1e268">Mineral dust is thought to have an influence on cloud microphysical processes
on a global scale, with global dust emission rate estimates of up to
5 Pg yr<inline-formula><mml:math id="M4" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx28" id="paren.13"><named-content content-type="post">and references therein</named-content></xref>.
<xref ref-type="bibr" rid="bib1.bibx27" id="text.14"/> found increased concentrations of INPs in air masses over
Florida which carried Saharan dust, while <xref ref-type="bibr" rid="bib1.bibx24" id="text.15"/> observed
precipitation in California to be influenced by dust from Asia and the
Sahara. Over Europe, <xref ref-type="bibr" rid="bib1.bibx19" id="text.16"/> and <xref ref-type="bibr" rid="bib1.bibx13" id="text.17"/> found periods of
Saharan dust advection to coincide with increased INP concentrations under
mixed-phase cloud conditions. Even at the South Pole, <xref ref-type="bibr" rid="bib1.bibx55" id="text.18"/>
identified about 60 % of ice crystal residuals to be clay minerals.</p>
      <p id="d1e304">For several decades, clay minerals were believed to be responsible for the
ice activity of mineral dust, mainly due to their high mass fraction in
airborne dust. Recently, K-feldspars have been identified to nucleate ice at
warmer temperatures or lower relative humidity than all other minerals, both
in the immersion mode <xref ref-type="bibr" rid="bib1.bibx3 bib1.bibx98" id="paren.19"/> as well as in the
deposition and condensation modes <xref ref-type="bibr" rid="bib1.bibx96" id="paren.20"/>.
<xref ref-type="bibr" rid="bib1.bibx72" id="text.21"/> found the K-feldspar content to correlate well with the ice
nucleation activity of dust at temperatures between 238 and 243 K for three dust samples from Iceland, China, and
the Himalayas. While
<xref ref-type="bibr" rid="bib1.bibx50" id="text.22"/> found K-feldspar in only one out of eight dust samples
collected in potential atmospheric dust source regions in South America,
Asia,
and Africa, we observed K-feldspar to be present in all but one sample from a
collection of 21 samples from deserts around the world <xref ref-type="bibr" rid="bib1.bibx15" id="paren.23"/>.
Furthermore, feldspars are prone to chemical weathering processes in acids or
water which may passivate certain active sites and decrease the feldspar's
ice nucleation activity <xref ref-type="bibr" rid="bib1.bibx4 bib1.bibx92 bib1.bibx38" id="paren.24"/>.
The nature of these active sites is still under debate. It is suspected that
they are associated with high energy defects in the lattice structure such as
steps, cracks, and impurities <xref ref-type="bibr" rid="bib1.bibx29 bib1.bibx66" id="paren.25"/> or crystal
boundaries in twinned crystals <xref ref-type="bibr" rid="bib1.bibx38" id="paren.26"/> where a (100) crystal
plane is exposed to water or vapor <xref ref-type="bibr" rid="bib1.bibx51" id="paren.27"/>. <xref ref-type="bibr" rid="bib1.bibx93" id="text.28"/>
found that feldspars with perthitic microtexture, i.e., intergrowth of sodic
alkali feldspar into a host of K-feldspar, have the highest ice nucleating
ability. <xref ref-type="bibr" rid="bib1.bibx8" id="text.29"/> observed weathering to occur primarily at excess
energy sites on the feldspar surface. During atmospheric transport, such
chemical weathering processes or aging could alter the ice nucleation
activity of feldspar particles compared to those on the ground or freshly
cleaved crystals used in laboratory studies
<xref ref-type="bibr" rid="bib1.bibx3 bib1.bibx96 bib1.bibx38 bib1.bibx51" id="paren.30"/>. By
implementing parameterizations for marine organics and feldspar INPs into
their global model, <xref ref-type="bibr" rid="bib1.bibx89" id="text.31"/> found indications that
terrestrial INP concentrations could be dominated by feldspar. However,
atmospheric aging effects were not taken into account. Thus, feldspar has the
potential to be the most important ice nucleating mineral in the atmosphere,
but its atmospheric relevance is yet to be confirmed.</p>
      <p id="d1e348">Atmospheric aging processes are challenging to observe in situ, thus several
laboratory studies have mimicked potential aging processes. These processes
often modify the surface of dust particles and, as such, the ice nucleation
ability of mineral dust. <xref ref-type="bibr" rid="bib1.bibx98" id="text.32"/> could block and unblock surface
ice nucleation sites with selected organic molecules. Sulfuric acid coating
leads to a reduction in the ice nucleation ability of mineral dust
<xref ref-type="bibr" rid="bib1.bibx83 bib1.bibx4" id="paren.33"/>, the exposure to low amounts of
ozone increases it <xref ref-type="bibr" rid="bib1.bibx47" id="paren.34"/>, and coatings of organic aerosol make no
difference to it in condensation mode <xref ref-type="bibr" rid="bib1.bibx52 bib1.bibx49" id="paren.35"/>. The
presence of ammonium sulfate has been suggested to improve the ice nucleation
ability of Saharan dust advected to Tenerife <xref ref-type="bibr" rid="bib1.bibx14" id="paren.36"/>. Recently,
<xref ref-type="bibr" rid="bib1.bibx56" id="text.37"/> and <xref ref-type="bibr" rid="bib1.bibx94" id="text.38"/> confirmed that very dilute ammonium
salt solutions (<inline-formula><mml:math id="M5" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> mol kg<inline-formula><mml:math id="M6" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) increase the ice nucleation
temperature of microcline by 3 to 4.5 K. While surface-collected dust
particles from the Sahara were found to have negligible amounts of nitrate or
sulfate, a high degree of mixing of nitrate and/or sulfate with mineral dust
was observed after advection to Cape Verde, Tenerife, or Ireland
<xref ref-type="bibr" rid="bib1.bibx45 bib1.bibx26" id="paren.39"/>.</p>
      <?pagebreak page1061?><p id="d1e399">Residues from ice nucleating biological material such as fungal proteins or
nanoscale pollenaceous INPs have been observed to adsorb to mineral dust
while retaining their ice nucleation ability
<xref ref-type="bibr" rid="bib1.bibx80 bib1.bibx21 bib1.bibx5 bib1.bibx70 bib1.bibx71" id="paren.40"/>.
Even though desert soils contain typically <inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> % organic matter due to
the low average annual precipitation <xref ref-type="bibr" rid="bib1.bibx85" id="paren.41"/>, long-range transport
of dust has been suggested to efficiently disperse bacteria on a global scale
<xref ref-type="bibr" rid="bib1.bibx37" id="paren.42"/>. Enriched fluorescent particle concentrations, an indication
for enriched biological material, were found in long-range transported
Saharan dust by <xref ref-type="bibr" rid="bib1.bibx58" id="text.43"/> in ice crystal residuals from
mixed-phase clouds in the Swiss Alps and in condensation-mode INPs
at 241 K by <xref ref-type="bibr" rid="bib1.bibx14" id="text.44"/> on the Canary Islands. In contrast
to biological material, secondary organic aerosol coatings have been observed
to decrease the ice nucleation ability of dust particles in the laboratory in
deposition mode <xref ref-type="bibr" rid="bib1.bibx68" id="paren.45"/> but not in condensation mode
<xref ref-type="bibr" rid="bib1.bibx52 bib1.bibx49" id="paren.46"/>.</p>
      <p id="d1e434">In a partner paper to this work <xref ref-type="bibr" rid="bib1.bibx15" id="paren.47"/> we investigated the
immersion-mode ice nucleation activity of airborne dust samples, which were
collected after atmospheric transport or sampled from the surface in deserts.
We showed that the K-feldspar fraction, i.e., the fraction of microcline plus
orthoclase, of these dust samples correlates well with the ice-active surface
site density in the immersion mode at <inline-formula><mml:math id="M8" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">253</mml:mn></mml:mrow></mml:math></inline-formula> K. At <inline-formula><mml:math id="M9" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">245</mml:mn></mml:mrow></mml:math></inline-formula> K the best
correlation of the ice nucleation activity was found for the bulk quartz plus
feldspar (microcline, orthoclase, and plagioclase) content in the dust
samples,
while the fraction of clays was negatively correlated with the ice nucleation
activity. Quartz alone has been found to show various immersion-mode ice
nucleation activities in laboratory studies. <xref ref-type="bibr" rid="bib1.bibx98" id="text.48"/> found quartz
being active at temperatures comparable to microcline, while
<xref ref-type="bibr" rid="bib1.bibx3" id="text.49"/> measured ice nucleation activity below feldspar
temperatures but above those of clay. <xref ref-type="bibr" rid="bib1.bibx50" id="text.50"/>, in contrast, only observed ice nucleation activity at temperatures comparable to or
lower than those of clays. These differences in ice nucleation ability can be
related to the history of the quartz samples and different ways of
pre-processing them <xref ref-type="bibr" rid="bib1.bibx98" id="paren.51"/>. Milling quartz samples leads to a
breakup of <inline-formula><mml:math id="M10" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Si</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="normal">O</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="normal">Si</mml:mi></mml:mrow></mml:math></inline-formula> bridges on the surface, leading to the formation
of <inline-formula><mml:math id="M11" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Si</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="normal">OH</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M12" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Si</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="normal">O</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="normal">OH</mml:mi></mml:mrow></mml:math></inline-formula> in the presence of water vapor, which increases
the ice nucleation activity of the quartz particles <xref ref-type="bibr" rid="bib1.bibx57" id="paren.52"/>.
Quartz is the most abundant mineral on Earth and is widely spread in various
soils. It is highly resistant to chemical and mechanical weathering
<xref ref-type="bibr" rid="bib1.bibx33" id="paren.53"/>, the latter leading to its abundance increasing with
particle size. But quartz is also found, to a lower degree, in smaller sized
dust particles <xref ref-type="bibr" rid="bib1.bibx46" id="paren.54"><named-content content-type="pre">e.g., 11 % volume fraction of 1.6 <inline-formula><mml:math id="M13" display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m sized
particles over Morocco;</named-content></xref>.</p>
      <p id="d1e540">The current paper focuses on the ice nucleation behavior at 238–242 K of
airborne and surface-collected dust samples. We investigate ice nucleation at
a constant temperature while RH is increased from ice saturation to above
water saturation. While the partner paper <xref ref-type="bibr" rid="bib1.bibx15" id="paren.55"/> showed that
mineralogy explains most but not all of the observed ice nucleation behavior
of desert dust, this paper focuses on the role of compounds other than the
pure minerals for ice nucleation. We use thermogravimetric analysis and
chemical imaging methods to highlight the effect of other entities mixed with
the dust, such as organic material or soot, on the ice nucleation behavior.
In addition to the samples studied in the partner paper <xref ref-type="bibr" rid="bib1.bibx15" id="paren.56"/>,
three more airborne Saharan samples are investigated. Comparing the in total
seven airborne Saharan samples to in situ measurements in the Saharan Air Layer, we find low variability in the ice nucleation behavior of dust from
different sources. Furthermore, we show that airborne samples containing
orthoclase are similarly active at the studied temperatures to those
containing microcline.</p>
</sec>
<sec id="Ch1.S2">
  <title>Methods</title>
<sec id="Ch1.S2.SS1">
  <title>Dust sample origins and processing</title>
      <p id="d1e560">In this part of the series we present ice nucleation measurements of 18 dust
samples. Seven airborne samples were collected after advection from the Sahara.
Four of the airborne samples were collected directly from the air in August 2013
and 2014 at the Izaña observatory in Tenerife, Spain, using a custom-made
large cyclone (Advanced Cyclone Systems, S.A.: flow rate of
200 m<inline-formula><mml:math id="M14" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula> h<inline-formula><mml:math id="M15" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and <inline-formula><mml:math id="M16" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">50</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1.3</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M17" display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m, the diameter at which the
collection efficiency is 50 %). The remaining three airborne samples were
collected by deposition on solar panels or roofs in April 2014 (Crete and
Peloponnese, Greece) and on 10 May 2010 (Aburdees, Egypt). Nine samples were
collected from the surface in the following deserts: (i) the Atacama desert
in Chile; (ii) a location approximately 70 km from Uluru in Australia;
(iii) the Great Basin in Nevada and (iv) the Mojave desert in California,
USA; (v) a Wadi in the Negev desert, approximately 5 km from Sde Boker in
Israel; (vi) dunes in the Sahara, close to Merzouga in Morocco; (vii) dunes
in the Arabian desert in Dubai; (viii) the Etosha pan in Namibia, a dry salt
pan; and (ix) the Taklamakan desert in China. A map showing the locations is
provided in <xref ref-type="bibr" rid="bib1.bibx15" id="text.57"/>. Before arriving to the laboratory, samples
were stored in various ways: Samples collected from the surface were
typically stored for several weeks in PET bottles or other plastic
containers. Airborne samples were stored in polypropylene tubes and sealed
with paraffin wax tape. In the laboratory, all samples were stored in the
dark at room temperature in polypropylene tubes after pre-processing
(sieving and milling, see below). While changes in the ice nucleating ability due
to water uptake, loss of volatile material, or growth of biological material
which may occur during storage cannot be excluded, they are assumed to be
minor, because the samples were collected and stored under dry conditions,
hardly exposed to air, and kept at a lower temperature than at which they were
collected. The Israel sample and the Etosha sample are from the same batch as
those studied in <xref ref-type="bibr" rid="bib1.bibx50" id="text.58"/>. The surface-collected samples were
sieved with a cascade of dry sieves (Retsch Vibratory Sieve Shaker AS 200)
with 32 <inline-formula><mml:math id="M18" display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m diameter being the smallest cutoff size. Most samples
only contained a few weight percent in this size range. The Australia<?pagebreak page1062?> and
Morocco samples were milled using a vibratory disc mill (Retsch, model RS1),
as the fraction of particles in the sub-32 <inline-formula><mml:math id="M19" display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m size range was too
low for ice nucleation experiments. Particles in the lowest available size
bin (32–64 <inline-formula><mml:math id="M20" display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m) of the Morocco sample were milled. The Australia
sample was first sieved with a coarse, millimeter-range sieve to separate any
large material, and the remaining smaller fraction was milled. For the Israel
and the Atacama dusts, a sieved and a milled sample were included in the study.
The Israel sample was first sieved, and part of a sub-32 <inline-formula><mml:math id="M21" display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m fraction
was milled, while in case of the Atacama sample part of the initial, unsieved
batch was milled.</p>
      <p id="d1e641">To investigate if the ice nucleation activity of the samples is influenced by
biological particles internally or externally mixed with the dust or by
organic coatings on the dust particle surface, selected samples were heated
to 300 <inline-formula><mml:math id="M22" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C and stayed at this temperature for 10 h before the ice
nucleation experiments. At this temperature proteinaceous material, such as
bacterial and fungal INPs, should be denatured <xref ref-type="bibr" rid="bib1.bibx74" id="paren.59"/>, and the
majority of organic material, such as glucose, is combusted and evaporated
<xref ref-type="bibr" rid="bib1.bibx54" id="paren.60"><named-content content-type="post">and references therein</named-content></xref>.</p>
</sec>
<sec id="Ch1.S2.SS2">
  <title>Dust particle generation and size distribution</title>
      <p id="d1e667">Dust particles were dry dispersed using a rotating brush generator (RBG,
Palas, model RBG 1000) with <inline-formula><mml:math id="M23" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> (5.0) as carrier gas into a
2.78 m<inline-formula><mml:math id="M24" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula> stainless steel aerosol reservoir tank <xref ref-type="bibr" rid="bib1.bibx47" id="paren.61"/> via a
cyclone that confined the dust size distribution to below
<inline-formula><mml:math id="M25" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">50</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M26" display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m. Total particle concentration was monitored using a
condensation particle counter (CPC; TSI model 3772). The tank was filled with
particles up to a concentration of 1200 cm<inline-formula><mml:math id="M27" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, which decreased steadily
to about 300 cm<inline-formula><mml:math id="M28" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> over approximately 10 h. The tank was cleaned before
an experiment by repeatedly evacuating and purging it with <inline-formula><mml:math id="M29" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> until
the particle concentration decreased to 30–90 cm<inline-formula><mml:math id="M30" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>.</p>
      <p id="d1e763">The particle size distribution of all samples was measured with a scanning
mobility particle sizer (SMPS; TSI; DMA model 3081, CPC model 3010) for
mobility diameters (<inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) between 12 and 615 nm and an
aerodynamic particle sizer (APS; TSI; model 3321) for aerodynamic diameters
(<inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">aer</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) between 0.5 and 20 <inline-formula><mml:math id="M33" display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m. The mobility and
aerodynamic diameters were converted to volume equivalent diameter
(<inline-formula><mml:math id="M34" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">ve</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) by assuming a typical dust particle density of
<inline-formula><mml:math id="M35" display="inline"><mml:mrow><mml:mi mathvariant="italic">ρ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2.65</mml:mn></mml:mrow></mml:math></inline-formula> g cm<inline-formula><mml:math id="M36" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx39 bib1.bibx45 bib1.bibx40" id="paren.62"/> and
optimizing the shape factor <inline-formula><mml:math id="M37" display="inline"><mml:mi mathvariant="italic">χ</mml:mi></mml:math></inline-formula> to receive the best overlap of two size
distributions measured by the SMPS and APS. This yielded <inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:mi mathvariant="italic">χ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1.36</mml:mn></mml:mrow></mml:math></inline-formula>, which
is in the range of earlier studies
<xref ref-type="bibr" rid="bib1.bibx39 bib1.bibx1 bib1.bibx40" id="paren.63"/>. Assuming spherical particles,
the area size distribution was calculated and fitted with a bimodal
log-normal distribution. The mean particle surface area
(<inline-formula><mml:math id="M39" display="inline"><mml:mover accent="true"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi mathvariant="normal">ve</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">w</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:math></inline-formula>) was calculated from the resulting fit for
each sample. Four size distributions and the fit parameters for all samples
are provided in <xref ref-type="bibr" rid="bib1.bibx15" id="text.64"/>. During an experiment
<inline-formula><mml:math id="M40" display="inline"><mml:mover accent="true"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi mathvariant="normal">ve</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">w</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:math></inline-formula> was reduced by between 6 % to 24 % due
to a faster sedimentation of larger particles in the aerosol tank. The Great
Basin sample was coarser than the other samples and settled out faster.
Therefore two refills were necessary, and <inline-formula><mml:math id="M41" display="inline"><mml:mover accent="true"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi mathvariant="normal">ve</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">w</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:math></inline-formula>
varied by 64 %.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1" specific-use="star"><caption><p id="d1e920">Mineralogical composition in wt % of airborne Saharan dust
samples. Crete, Egypt, Tenerife2013 (Tenerife in Part 1), and Peloponnese as
in <xref ref-type="bibr" rid="bib1.bibx15" id="text.65"/>. Results were rounded to the nearest integer from the
original Rietveld fit results, thus total composition <inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:mo>≠</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> wt % may
occur.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="8">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <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:colspec colnum="7" colname="col7" align="right"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Mineral</oasis:entry>
         <oasis:entry colname="col2">Crete</oasis:entry>
         <oasis:entry colname="col3">Egypt</oasis:entry>
         <oasis:entry colname="col4">Tenerife2013</oasis:entry>
         <oasis:entry colname="col5">Tenerife2014_1</oasis:entry>
         <oasis:entry colname="col6">Tenerife2014_2</oasis:entry>
         <oasis:entry colname="col7">Tenerife2014_3</oasis:entry>
         <oasis:entry colname="col8">Peloponnese</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Calcite</oasis:entry>
         <oasis:entry colname="col2">25</oasis:entry>
         <oasis:entry colname="col3">29</oasis:entry>
         <oasis:entry colname="col4">7</oasis:entry>
         <oasis:entry colname="col5">4</oasis:entry>
         <oasis:entry colname="col6">6</oasis:entry>
         <oasis:entry colname="col7">6</oasis:entry>
         <oasis:entry colname="col8">33</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Chlorite</oasis:entry>
         <oasis:entry colname="col2">4</oasis:entry>
         <oasis:entry colname="col3">8</oasis:entry>
         <oasis:entry colname="col4">2</oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
         <oasis:entry colname="col6">2</oasis:entry>
         <oasis:entry colname="col7">1</oasis:entry>
         <oasis:entry colname="col8">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Dolomite</oasis:entry>
         <oasis:entry colname="col2">3</oasis:entry>
         <oasis:entry colname="col3">8</oasis:entry>
         <oasis:entry colname="col4">2</oasis:entry>
         <oasis:entry colname="col5">2</oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7">2</oasis:entry>
         <oasis:entry colname="col8">5</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Gypsum</oasis:entry>
         <oasis:entry colname="col2">4</oasis:entry>
         <oasis:entry colname="col3">6</oasis:entry>
         <oasis:entry colname="col4">2</oasis:entry>
         <oasis:entry colname="col5">1</oasis:entry>
         <oasis:entry colname="col6">3</oasis:entry>
         <oasis:entry colname="col7">2</oasis:entry>
         <oasis:entry colname="col8"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Halite</oasis:entry>
         <oasis:entry colname="col2">1</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6">2</oasis:entry>
         <oasis:entry colname="col7">1</oasis:entry>
         <oasis:entry colname="col8"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Hematite</oasis:entry>
         <oasis:entry colname="col2">1</oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">1</oasis:entry>
         <oasis:entry colname="col5">2</oasis:entry>
         <oasis:entry colname="col6">1</oasis:entry>
         <oasis:entry colname="col7">1</oasis:entry>
         <oasis:entry colname="col8">1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Illite</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">6</oasis:entry>
         <oasis:entry colname="col5">16</oasis:entry>
         <oasis:entry colname="col6">7</oasis:entry>
         <oasis:entry colname="col7">9</oasis:entry>
         <oasis:entry colname="col8">13</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Kaolinite</oasis:entry>
         <oasis:entry colname="col2">12</oasis:entry>
         <oasis:entry colname="col3">11</oasis:entry>
         <oasis:entry colname="col4">16</oasis:entry>
         <oasis:entry colname="col5">18</oasis:entry>
         <oasis:entry colname="col6">13</oasis:entry>
         <oasis:entry colname="col7">14</oasis:entry>
         <oasis:entry colname="col8">8</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Microcline</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">4</oasis:entry>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6">5</oasis:entry>
         <oasis:entry colname="col7">5</oasis:entry>
         <oasis:entry colname="col8"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Muscovite</oasis:entry>
         <oasis:entry colname="col2">9</oasis:entry>
         <oasis:entry colname="col3">8</oasis:entry>
         <oasis:entry colname="col4">7</oasis:entry>
         <oasis:entry colname="col5">7</oasis:entry>
         <oasis:entry colname="col6">7</oasis:entry>
         <oasis:entry colname="col7">8</oasis:entry>
         <oasis:entry colname="col8">5</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Orthoclase</oasis:entry>
         <oasis:entry colname="col2">5</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5">4</oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8">4</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Palygorskite</oasis:entry>
         <oasis:entry colname="col2">5</oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">2</oasis:entry>
         <oasis:entry colname="col5">2</oasis:entry>
         <oasis:entry colname="col6">3</oasis:entry>
         <oasis:entry colname="col7">3</oasis:entry>
         <oasis:entry colname="col8">5</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Plagioclase</oasis:entry>
         <oasis:entry colname="col2">7</oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">4</oasis:entry>
         <oasis:entry colname="col5">8</oasis:entry>
         <oasis:entry colname="col6">6</oasis:entry>
         <oasis:entry colname="col7">5</oasis:entry>
         <oasis:entry colname="col8">5</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Smectite</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">32</oasis:entry>
         <oasis:entry colname="col5">23</oasis:entry>
         <oasis:entry colname="col6">32</oasis:entry>
         <oasis:entry colname="col7">30</oasis:entry>
         <oasis:entry colname="col8"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Quartz</oasis:entry>
         <oasis:entry colname="col2">23</oasis:entry>
         <oasis:entry colname="col3">23</oasis:entry>
         <oasis:entry colname="col4">14</oasis:entry>
         <oasis:entry colname="col5">12</oasis:entry>
         <oasis:entry colname="col6">13</oasis:entry>
         <oasis:entry colname="col7">14</oasis:entry>
         <oasis:entry colname="col8">18</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

</sec>
<sec id="Ch1.S2.SS3">
  <title>Mineralogical, thermogravimetric, and morphology analysis</title>
      <p id="d1e1400">The quantitative mineralogical composition of the bulk dust samples was
investigated with the X-ray diffraction (XRD) Rietveld method
<xref ref-type="bibr" rid="bib1.bibx76" id="paren.66"/> using a Bragg–Brentano diffractometer (Bruker AXS D8
Advance with Cu K<inline-formula><mml:math id="M43" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula> radiation). The qualitative-phase composition was
determined with the software DIFFRACplus (Bruker AXS). On the basis of the
peak positions and their relative intensities, the mineral phases were
identified in comparison to the PDF-2 database (International Centre for
Diffraction Data). The quantitative composition was calculated by means of
Rietveld analysis of the XRD pattern <xref ref-type="bibr" rid="bib1.bibx7 bib1.bibx11" id="paren.67"><named-content content-type="pre">Rietveld program AutoQuan, GE
SEIFERT;</named-content></xref>. Due to the small amount of the dust
sample, it was not possible to do a mineralogical analysis of the identical
size fraction as in the tank (<inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M45" display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m). Instead, the entire size
fraction of the airborne and the milled samples, and the sub-32 <inline-formula><mml:math id="M46" display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m
fraction of the sieved samples, was used. The measured mineralogical
composition is provided in <xref ref-type="bibr" rid="bib1.bibx15" id="text.68"/>, and that of the additional
Tenerife samples is provided in Table <xref ref-type="table" rid="Ch1.T1"/>. The Tenerife2014_1
sample was additionally measured by Powder XRD (Panalytical XPert Pro) in
Bragg–Brentano geometry, equipped with a copper anode providing Cu K<inline-formula><mml:math id="M47" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula>
radiation. A diffractogram was recorded before and after heating the sample
to 300 <inline-formula><mml:math id="M48" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C for 10 h on a silicon sample carrier.</p>
      <p id="d1e1464">Thermogravimetric analysis (TGA) of six of the dust samples was conducted by
gradually heating the dust samples from 40 to 300 <inline-formula><mml:math id="M49" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C at
10 K min<inline-formula><mml:math id="M50" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and continuously recording the mass of the samples in a
thermogravimetric analyzer (Model Pyris 1 TGA, PerkinElmer). During the
temperature scan, the samples were under a constant nitrogen flow of
20 mL min<inline-formula><mml:math id="M51" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>.</p>
      <p id="d1e1500">The morphology of one sample was investigated using scanning electron
microscopy (SEM; FEI Quanta 250 FEG, ThermoFisher Scientific).</p>
</sec>
<sec id="Ch1.S2.SS4">
  <title>Chemical imaging: ATR spectrometry and Raman mapping</title>
      <p id="d1e1509">Attenuated total reflection infrared (ATR-IR) spectroscopy was carried out on
an FTIR (Bruker Vertex 80v) equipped with an ATR cell (Pike GladiATR, diamond
ATR crystal). The beam path of the spectrometer and the optical parts of the
ATR cell are under a vacuum (1.65 mbar) to minimize the influence of water
vapor and <inline-formula><mml:math id="M52" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>. The crystal where the sample is placed sits in a cell
that is flushed with nitrogen gas before and through the measurement for the
same<?pagebreak page1063?> reason. A liquid-nitrogen-cooled MCT detector is used for spectra
acquisition. Spectra of the samples were recorded before and after a heat
treatment. For the heat treatment the samples were placed for 10 h into a
laboratory oven at 300 <inline-formula><mml:math id="M53" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. The spectral window was set between 700
and 4000 cm<inline-formula><mml:math id="M54" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, with a resolution of 1 cm<inline-formula><mml:math id="M55" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. Spectra for the
Tenerife2014_1, Etosha, and Australia samples were recorded this way. Raman
images were recorded on a confocal Raman spectrometer (WITec alpha300 RSA+)
using a 488 nm laser, <inline-formula><mml:math id="M56" display="inline"><mml:mrow><mml:mn mathvariant="normal">50</mml:mn><mml:mo>×</mml:mo></mml:mrow></mml:math></inline-formula> magnification, grating of 600 lines per millimeter, and a laser power of 4.7 mW. For Raman imaging the dust was impacted
on a clean aluminium surface as described in <xref ref-type="bibr" rid="bib1.bibx69" id="text.69"/> and
subsequently mapped with the aid of a Piezo XY stage. Raman mappings were
carried out before and after the same heat treatment as that for the ATR-IR
measurements. The Etosha and Australia samples were mapped with this method.</p>
</sec>
<sec id="Ch1.S2.SS5">
  <title>Deposition and condensation nucleation experiments and data treatment</title>
      <p id="d1e1577">Ice nucleation experiments were conducted with the portable ice nucleation
chamber <xref ref-type="bibr" rid="bib1.bibx19 bib1.bibx13" id="paren.70"><named-content content-type="pre">PINC;</named-content></xref>. Aerosol particles are sampled
from the tank, dried, and introduced into the chamber, where they are layered
between two particle-free sheath air flows. Before an experiment, the two
chamber walls are coated with a thin layer of ice. During an experiment a
temperature gradient is applied between the walls, leading to diffusion of
water vapor and heat. A linear gradient of temperature and the partial
pressure of water vapor between the walls leads to supersaturation with
respect to ice. At a constant aerosol layer temperature, the RH is raised at
a constant rate until supersaturation with respect to water of a few percent
(RH<inline-formula><mml:math id="M57" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">103</mml:mn></mml:mrow></mml:math></inline-formula> %–105 %) is reached. If ice nucleation occurs
under these conditions, ice crystals grow on the INPs and are detected in the
lower part of the chamber by an optical particle counter. As the ice
nucleation mechanisms cannot be identified visually in the PINC we refer to
the deposition mode at RH<inline-formula><mml:math id="M58" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> % and to condensation freezing
at RH<inline-formula><mml:math id="M59" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> %. We use these relative-humidity-based
thermodynamic regimes as an operational definition, which does not exclude
the possibility of PCF to occur at RH<inline-formula><mml:math id="M60" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> %
<xref ref-type="bibr" rid="bib1.bibx65" id="paren.71"/>. Condensation mode refers here to the conditions above
water saturation where full droplet activation prior to freezing cannot be
guaranteed.</p>
      <?pagebreak page1064?><p id="d1e1645">In the deterministic concept <xref ref-type="bibr" rid="bib1.bibx61" id="paren.72"/> ice nucleation is assumed to
take place at so-called ice nucleation active sites on the particle's surface
<xref ref-type="bibr" rid="bib1.bibx86" id="paren.73"/>. The probability of such a site being present on a particle
and thus of the particle to nucleate ice at a certain temperature scales with
the particle's surface area <xref ref-type="bibr" rid="bib1.bibx2 bib1.bibx22 bib1.bibx91" id="paren.74"/>. To
account for this dependency and compare the ice nucleation ability of the
different dust samples the ice-active surface site density <inline-formula><mml:math id="M61" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> was
calculated:
            <disp-formula id="Ch1.E1" content-type="numbered"><mml:math id="M62" display="block"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi>ln⁡</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mtext>AF</mml:mtext><mml:mo>)</mml:mo></mml:mrow><mml:mover accent="true"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi mathvariant="normal">ve</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">w</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:mfrac></mml:mstyle><mml:mo>≈</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mtext>INP</mml:mtext><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">tot</mml:mi></mml:msub><mml:mover accent="true"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi mathvariant="normal">ve</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">w</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          with the total particle concentration <inline-formula><mml:math id="M63" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">tot</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and the activated
fraction AF given by <inline-formula><mml:math id="M64" display="inline"><mml:mrow><mml:mtext>INP</mml:mtext><mml:mo>/</mml:mo><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">tot</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. The approximation is only
valid for <inline-formula><mml:math id="M65" display="inline"><mml:mrow><mml:mtext>AF</mml:mtext><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.1</mml:mn></mml:mrow></mml:math></inline-formula>, which is the case in this study. As aerosol
particles larger than 1 <inline-formula><mml:math id="M66" display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m were in the size range of the ice
crystals and could not be differentiated based on size in the optical
particle counter spectra, the <inline-formula><mml:math id="M67" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> was corrected by subtracting the
average <inline-formula><mml:math id="M68" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> at RH<inline-formula><mml:math id="M69" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">i</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> % to 103 %. At these
low RH<inline-formula><mml:math id="M70" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">i</mml:mi></mml:msub></mml:math></inline-formula> values no ice nucleation is expected, thus counts in the
size range of ice crystals are assumed to be large dust particles.</p>
      <p id="d1e1832">The ice nucleation activity of the Australia, Atacama milled, Etosha,
Tenerife2014_1, Peloponnese, and Morocco samples was additionally measured
after they had been exposed to 300 <inline-formula><mml:math id="M71" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C for 10 h. For these
experiments the tank was not used. Instead, dust was dry dispersed using
particle-free air from a sonicated flask via a cyclone with a cutoff of
2.5 <inline-formula><mml:math id="M72" display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m and a diffusion dryer into a PINC, a CPC, an APS, and a SMPS.
The unheated samples were additionally measured with the same setup to allow
direct comparison. The <inline-formula><mml:math id="M73" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> measured with the tank setup, in
comparison to the sonicated flask setup for the unheated samples, varied
between a factor of <inline-formula><mml:math id="M74" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:math></inline-formula> to 3, which is a good agreement given the
limitations of <inline-formula><mml:math id="M75" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> as a comparison parameter
<xref ref-type="bibr" rid="bib1.bibx41 bib1.bibx42" id="paren.75"/>. Possible reasons for the differences are
the sonicated flask breaking up larger entities, thus leading to a different
mineralogy per size bin than the rotating brush generator or uncertainties
stemming from the use of a different measurement setup. This shows the
limits of using <inline-formula><mml:math id="M76" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> for such complex, polydisperse samples, which
should ideally remove any size dependency. To reduce setup dependent
uncertainty, only results measured with the same measurement setup are
compared in the following discussion.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1"><caption><p id="d1e1902">Ice-active surface site density at <bold>(a)</bold> 238 K,
<bold>(b)</bold> 240 K, and <bold>(c)</bold> 242 K of samples collected airborne at
the Izaña observatory on Tenerife in 2013 and 2014 (circles), in Egypt,
Crete,
and Peloponnese (triangles), and <inline-formula><mml:math id="M77" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> measured in situ during the CALIMA 2013 and
2014 campaigns which took place at the Izaña observatory.</p></caption>
          <?xmltex \igopts{width=199.169291pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/1059/2019/acp-19-1059-2019-f01.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><caption><p id="d1e1934">Natural log of the ice-active surface site density as a function of
the sum of quartz and feldspar content of the samples. Square symbols
indicate surface-collected samples, stars indicate milled samples, and circles
indicate airborne samples. For clarity, the Tenerife samples are not named
individually and are instead shown as open circles. The asterisk in the legend
indicates that the correlation is significant at the 0.05 level.</p></caption>
          <?xmltex \igopts{width=227.622047pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/1059/2019/acp-19-1059-2019-f02.png"/>

        </fig>

</sec>
</sec>
<sec id="Ch1.S3">
  <title>Results and discussion</title>
<sec id="Ch1.S3.SS1">
  <title>Ice nucleation in the deposition and condensation mode and dust mineralogy</title>
      <p id="d1e1955">Ice-active surface site density was determined for 18 dust samples, of which
four are from the Sahara and were collected after atmospheric transport at the
Izaña observatory in Tenerife and three were from after atmospheric transport in the
Peloponnese, in Crete, and the Sinai Peninsula in Egypt. Figure <xref ref-type="fig" rid="Ch1.F1"/>
shows RH scans at three temperatures for these Saharan samples together with
RH scans measured online at the Izaña observatory during the Cloud Affecting particLes In Mineral dust from the sAhara
(CALIMA) campaigns in August 2013 and 2014, when the observatory was located in the
Saharan Air Layer. The data and description of the location and campaigns are
given in <xref ref-type="bibr" rid="bib1.bibx14" id="text.76"/>. The online and offline measured <inline-formula><mml:math id="M78" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>
values agree well. Most of the <inline-formula><mml:math id="M79" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> curves of the different Saharan
samples span an order of magnitude. In Fig. <xref ref-type="fig" rid="Ch1.F2"/> a scatter plot
of <inline-formula><mml:math id="M80" display="inline"><mml:mrow><mml:mi>ln⁡</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> at RH<inline-formula><mml:math id="M81" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">102</mml:mn></mml:mrow></mml:math></inline-formula> % against the quartz plus
feldspar content of the dust samples is shown, which is discussed in more
details below. It reveals that the airborne Saharan samples are similar in
<inline-formula><mml:math id="M82" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and their quartz plus feldspar fraction (20 wt %–30 wt %).
This holds true for most other mineral components, as shown in
Table <xref ref-type="table" rid="Ch1.T1"/>. The biggest differences are found for smectite and
calcite, the latter accounting for 25 wt %–33 wt % in the Crete, Egypt, and
Peloponnese samples but only for 4 wt %–7 wt % in the Tenerife samples.
Smectite, in contrast, was only found in the Tenerife samples
(23 wt %–32 wt %) and not in dust from the other three locations. Smectite
and calcite are both known to have low ice nucleation activity
<xref ref-type="bibr" rid="bib1.bibx3 bib1.bibx50" id="paren.77"/>. Thus, the similar amount of one or the
other mineral in all Saharan dust samples is in line with the observed
similar <inline-formula><mml:math id="M83" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. Differentiating between microcline and orthoclase and
comparing the bulk mineralogy to the surface-dependent ice nucleation
ability introduces uncertainty. Within this uncertainty, there is no
detectable effect from the presence of microcline versus orthoclase in the
airborne samples at the studied temperatures. This is in line with the
findings by <xref ref-type="bibr" rid="bib1.bibx93" id="text.78"/> that there is no correlation between ice nucleating ability and the level of ordering in the aluminosilicate
framework, which determines if orthoclase (less ordered) or microcline (more
ordered) is present.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2" specific-use="star"><caption><p id="d1e2053">Overview of the Pearson correlation coefficients of the sum of
selected mineral fractions and <inline-formula><mml:math id="M84" display="inline"><mml:mrow><mml:mi>ln⁡</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> at different temperatures.
An asterisk indicates that the correlation was significant at the 0.05 level.
K-feldspar comprises microcline and orthoclase, while feldspar refers to the
sum of microcline, orthoclase, and plagioclase. The number of samples included
in each correlation varies, because the <inline-formula><mml:math id="M85" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of the Mojave,
Peloponnese, and Tenerife2014_2 samples was below the detection limit at
242 K, and the size distribution measurements of the Tenerife2014_1 sample
were corrupted for the RH scan at 238 K.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="7">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <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:colspec colnum="7" colname="col7" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M86" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">238 K</oasis:entry>
         <oasis:entry colname="col3">240 K</oasis:entry>
         <oasis:entry colname="col4">242 K</oasis:entry>
         <oasis:entry colname="col5">238 K</oasis:entry>
         <oasis:entry colname="col6">240 K</oasis:entry>
         <oasis:entry colname="col7">242 K</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">RH<inline-formula><mml:math id="M87" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">97 %</oasis:entry>
         <oasis:entry colname="col3">97 %</oasis:entry>
         <oasis:entry colname="col4">97 %</oasis:entry>
         <oasis:entry colname="col5">102 %</oasis:entry>
         <oasis:entry colname="col6">102 %</oasis:entry>
         <oasis:entry colname="col7">102 %</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Number of samples</oasis:entry>
         <oasis:entry colname="col2">18</oasis:entry>
         <oasis:entry colname="col3">19</oasis:entry>
         <oasis:entry colname="col4">16</oasis:entry>
         <oasis:entry colname="col5">18</oasis:entry>
         <oasis:entry colname="col6">19</oasis:entry>
         <oasis:entry colname="col7">16</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">K-feldspar</oasis:entry>
         <oasis:entry colname="col2">0.02</oasis:entry>
         <oasis:entry colname="col3">0.03</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M88" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.06</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M89" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.08</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M90" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.07</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M91" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.13</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Feldspar</oasis:entry>
         <oasis:entry colname="col2">0.15</oasis:entry>
         <oasis:entry colname="col3">0.08</oasis:entry>
         <oasis:entry colname="col4">0.05</oasis:entry>
         <oasis:entry colname="col5">0.05</oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M92" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.09</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M93" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.17</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Quartz</oasis:entry>
         <oasis:entry colname="col2">0.63<inline-formula><mml:math id="M94" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">0.52<inline-formula><mml:math id="M95" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">0.47</oasis:entry>
         <oasis:entry colname="col5">0.71<inline-formula><mml:math id="M96" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">0.74<inline-formula><mml:math id="M97" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7">0.71<inline-formula><mml:math id="M98" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Illite</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M99" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.14</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M100" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.15</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">0.11</oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M101" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.01</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M102" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.04</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7">0.13</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Kaolinite</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M103" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:msup><mml:mn mathvariant="normal">0.66</mml:mn><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M104" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:msup><mml:mn mathvariant="normal">0.56</mml:mn><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M105" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.41</oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M106" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:msup><mml:mn mathvariant="normal">0.51</mml:mn><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M107" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.35</oasis:entry>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M108" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.19</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Feldspars <inline-formula><mml:math id="M109" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> quartz</oasis:entry>
         <oasis:entry colname="col2">0.64<inline-formula><mml:math id="M110" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">0.5<inline-formula><mml:math id="M111" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">0.44</oasis:entry>
         <oasis:entry colname="col5">0.63<inline-formula><mml:math id="M112" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">0.56<inline-formula><mml:math id="M113" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7">0.49</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Feldspars <inline-formula><mml:math id="M114" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> quartz <inline-formula><mml:math id="M115" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> illite</oasis:entry>
         <oasis:entry colname="col2">0.63<inline-formula><mml:math id="M116" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">0.49<inline-formula><mml:math id="M117" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">0.47</oasis:entry>
         <oasis:entry colname="col5">0.65<inline-formula><mml:math id="M118" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">0.58<inline-formula><mml:math id="M119" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7">0.53<inline-formula><mml:math id="M120" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Feldspars <inline-formula><mml:math id="M121" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> quartz <inline-formula><mml:math id="M122" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> kaolinite</oasis:entry>
         <oasis:entry colname="col2">0.51<inline-formula><mml:math id="M123" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">0.40</oasis:entry>
         <oasis:entry colname="col4">0.35</oasis:entry>
         <oasis:entry colname="col5">0.54<inline-formula><mml:math id="M124" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">0.51<inline-formula><mml:math id="M125" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7">0.48</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Feldspars <inline-formula><mml:math id="M126" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> quartz <inline-formula><mml:math id="M127" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> illite <inline-formula><mml:math id="M128" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> kaolinite</oasis:entry>
         <oasis:entry colname="col2">0.50<inline-formula><mml:math id="M129" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">0.38</oasis:entry>
         <oasis:entry colname="col4">0.37</oasis:entry>
         <oasis:entry colname="col5">0.55<inline-formula><mml:math id="M130" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">0.51<inline-formula><mml:math id="M131" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7">0.51</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Calcite</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M132" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.12</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">0.05</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M133" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.22</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M134" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.31</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M135" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.26</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M136" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.32</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3" specific-use="star"><caption><p id="d1e2838">Ice-active surface site density at <bold>(a)</bold> 240 K and
<bold>(b)</bold> 242 K of samples before (filled symbols) and after (open
symbols) heat treatment. Error bars include the Poisson error of the INP
measurements and the maximum variation of <inline-formula><mml:math id="M137" display="inline"><mml:mover accent="true"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi mathvariant="normal">ve</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">w</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:math></inline-formula>.
Square symbols indicate surface-collected samples, stars indicate milled samples, and
circles indicate airborne samples.</p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/1059/2019/acp-19-1059-2019-f03.png"/>

        </fig>

      <p id="d1e2873">To determine how well the dust mineralogy can overall predict the ice
nucleation activity, the correlation of <inline-formula><mml:math id="M138" display="inline"><mml:mrow><mml:mi>ln⁡</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> with the
fractions of the most common minerals in the dust samples was compared in the
partner paper <xref ref-type="bibr" rid="bib1.bibx15" id="paren.79"/>. This comparison showed that the immersion-mode ice nucleation activity correlates best with the K-feldspar fraction
alone at <inline-formula><mml:math id="M139" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">253</mml:mn></mml:mrow></mml:math></inline-formula> K, a temperature where only feldspar minerals are found to
have significant ice nucleation activity <xref ref-type="bibr" rid="bib1.bibx3" id="paren.80"/>. At <inline-formula><mml:math id="M140" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">245</mml:mn></mml:mrow></mml:math></inline-formula> K, the ice nucleation activity correlates best with the quartz and
quartz <inline-formula><mml:math id="M141" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> feldspar fractions of the dust samples <xref ref-type="bibr" rid="bib1.bibx15" id="paren.81"/>. At
these lower temperatures, quartz as well as, to a lower degree, clay minerals
were found to nucleate ice efficiently <xref ref-type="bibr" rid="bib1.bibx3" id="paren.82"/>. Before
investigating the role of other compounds, here we do a similar correlation
analysis of the <inline-formula><mml:math id="M142" display="inline"><mml:mrow><mml:mi>ln⁡</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> at <inline-formula><mml:math id="M143" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">238</mml:mn></mml:mrow></mml:math></inline-formula>, 240, and 242 K and
RH<inline-formula><mml:math id="M144" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">97</mml:mn></mml:mrow></mml:math></inline-formula> % and 102 % with the fraction of various minerals
contained in the dust samples. Figure <xref ref-type="fig" rid="Ch1.F2"/> exemplarily shows a
scatter plot of <inline-formula><mml:math id="M145" display="inline"><mml:mrow><mml:mi>ln⁡</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> at RH<inline-formula><mml:math id="M146" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">102</mml:mn></mml:mrow></mml:math></inline-formula> % against the
quartz plus feldspar content of the dust samples. The Etosha sample was
excluded from the correlation, as it does not contain any significant amount
of these minerals. The surface-collected samples with a high ratio of quartz
and feldspar tend to have a higher <inline-formula><mml:math id="M147" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> than the airborne samples.
This trend is similar at the three investigated temperatures. The resulting
correlation coefficients for the investigated mineral fractions are provided
in Table <xref ref-type="table" rid="Ch1.T2"/>. The findings by <xref ref-type="bibr" rid="bib1.bibx15" id="text.83"/> for the immersion
mode <inline-formula><mml:math id="M148" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are confirmed in the deposition and condensation mode: at
all three tested temperatures, the highest correlation of <inline-formula><mml:math id="M149" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is
found for the fraction of quartz, followed by the quartz <inline-formula><mml:math id="M150" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> feldspar
fraction. The correlation with quartz alone is dominated by the Australia
sample, which consists of 91 wt % quartz and is by far the most ice nucleation active dust sample. The remaining samples, which consist of, at
most, 64 wt % of quartz, correlate only weakly with quartz alone (e.g., <inline-formula><mml:math id="M151" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.29</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M152" display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.27</mml:mn></mml:mrow></mml:math></inline-formula>, at <inline-formula><mml:math id="M153" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">238</mml:mn></mml:mrow></mml:math></inline-formula> K and RH<inline-formula><mml:math id="M154" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">102</mml:mn></mml:mrow></mml:math></inline-formula> %) and
better with quartz plus feldspar (<inline-formula><mml:math id="M155" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.41</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M156" display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.08</mml:mn></mml:mrow></mml:math></inline-formula>). Adding illite to the
quartz <inline-formula><mml:math id="M157" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> feldspar fraction leads to insignificant changes of the
correlation coefficient while adding kaolinite reduces it. Calcite and
kaolinite alone are always negatively correlated with <inline-formula><mml:math id="M158" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in both
deposition and condensation mode. These observations are reasonable when
compared to the findings of <xref ref-type="bibr" rid="bib1.bibx3" id="text.84"/>, who found a higher
<inline-formula><mml:math id="M159" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> for quartz over clay minerals at <inline-formula><mml:math id="M160" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">236</mml:mn></mml:mrow></mml:math></inline-formula> K but lower
<inline-formula><mml:math id="M161" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> for quartz than for feldspars for <inline-formula><mml:math id="M162" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">242</mml:mn></mml:mrow></mml:math></inline-formula> K. Generally, the
correlations are lower in this study compared to the immersion-mode data from
<xref ref-type="bibr" rid="bib1.bibx15" id="text.85"/>. A possible reason for this is that the only<?pagebreak page1066?> partial
activation of INPs at these measurement conditions in the PINC due to an
inhomogeneous RH profile along the particle trajectories inside the chamber
<xref ref-type="bibr" rid="bib1.bibx32" id="paren.86"/> weakens the effect of differences in mineralogy.
Another reason could be that surface coatings play a more prominent role at
lower RH values, because they are less diluted than in immersion mode.
Correlating mineralogy, which is based on the bulk fraction, with the surface
property <inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, leads to additional uncertainty, as described above.
Effects by non-mineral substances such as coatings are discussed in the
following.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><caption><p id="d1e3223">Relative mass loss <bold>(a)</bold> and its derivative <bold>(b)</bold>
under heating of the different dust samples.</p></caption>
          <?xmltex \igopts{width=227.622047pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/1059/2019/acp-19-1059-2019-f04.png"/>

        </fig>

<?xmltex \hack{\newpage}?>
</sec>
<sec id="Ch1.S3.SS2">
  <title>Ice nucleation and heat labile material</title>
      <p id="d1e3246">In this section, the role of heat labile material on the surface of dust
particles is investigated. A representative subset of the samples was
selected to reduce the number of experiments necessary. The Australia and
Morocco sample were selected because of their exceptional high
<inline-formula><mml:math id="M164" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, the Etosha sample because its mineralogy did not explain the
observed <inline-formula><mml:math id="M165" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, the Atacama milled sample because we expected a
higher <inline-formula><mml:math id="M166" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> from the mineralogy, and finally the Tenerife2014_1
and Peloponnese samples as representatives for two airborne samples from
different locations. Figure <xref ref-type="fig" rid="Ch1.F3"/> shows the <inline-formula><mml:math id="M167" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> at 240
and 242 K of the unheated and the heated samples. In case of the
Tenerife2014_1 sample the heat treatment led to an increase of
<inline-formula><mml:math id="M168" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> at RH<inline-formula><mml:math id="M169" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> %, while it had no effect above
water saturation. In contrast, the maximum <inline-formula><mml:math id="M170" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of the Etosha
sample decreased by 1 order of magnitude at 240 K after heating. At 242 K
the <inline-formula><mml:math id="M171" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> was below the detection limit, as can be seen by a
scattered flat <inline-formula><mml:math id="M172" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> curve in Fig. <xref ref-type="fig" rid="Ch1.F3"/>b. The heating
had a small decreasing effect on the <inline-formula><mml:math id="M173" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of the Peloponnese sample
at all RH values and little to no significant effect on the <inline-formula><mml:math id="M174" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of
the remaining samples. A change in ice nucleation ability due to the heating
gives an indication of the nature of the active sites, i.e., if they are
inherent to the minerals themselves or a semi-volatile coating material or
are due to biological particles, which are impacted by the heating. An RH
dependency of the change in ice nucleation ability may suggest that the
material which contains or coats the active sites is susceptible to
dissolution.</p>
      <p id="d1e3379">We investigated these possible implications further by thermogravimetric
analysis, ATR-IR, and Raman spectroscopy of the samples. The relative mass
loss under increasing temperature is shown in Fig. <xref ref-type="fig" rid="Ch1.F4"/>a and its
first derivative in Fig. <xref ref-type="fig" rid="Ch1.F4"/>b. If pure samples of single minerals
or organic species were studied, the TGA would show discrete steps in mass
loss, indicated by spikes in the derivative plot. However, the complexity of
the dust samples in this study, which consist of<?pagebreak page1067?> several minerals and likely
also various other components, cause the spikes to widen, thus reducing the possibility to observe discrete steps. For example, <xref ref-type="bibr" rid="bib1.bibx95" id="text.87"/> showed that the mixture of
a montmorillonite with varying concentrations of organic surfactant shifts
the peak in the derivative mass between the higher temperature of the
montmorillonite and the lower temperature of the surfactant, depending on the
concentration of the surfactant. This makes it impossible to identify exactly
which species are evaporated at which temperature. However, taking into
account the temperature range, a qualitative analysis is possible.</p>
      <p id="d1e3389">The Morocco, Australia, and Atacama milled samples, which all showed no change
in <inline-formula><mml:math id="M175" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> after heating, exhibit a small, gradual decrease in mass
of,
at maximum, 0.5 % between 40 and 300 <inline-formula><mml:math id="M176" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. In the case of the three
samples whose <inline-formula><mml:math id="M177" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> changed after heating, i.e., the Etosha,
Peloponnese, and Tenerife2014_1 samples, a larger mass loss is found. A first
decrease in mass of about 1 % (Etosha) to 2 % (both airborne samples)
is observed between 40 and 110 <inline-formula><mml:math id="M178" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. The Etosha sample shows a second
graduate mass release from 220 <inline-formula><mml:math id="M179" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C onwards (1 %). The two
airborne samples, Peloponnese and Tenerife2014_1, show small steps in mass
release between 110 and 225 <inline-formula><mml:math id="M180" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C and 110 and 170 <inline-formula><mml:math id="M181" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C,
respectively, and a continuous reduction in mass above these temperatures,
reaching a total loss of 3 % and 8 % at 300 <inline-formula><mml:math id="M182" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C,
respectively.</p>
      <p id="d1e3469">The temperature ranges where the mass loss occurs can be related to different
materials which were evaporated and potentially altered the ice nucleation
behavior. The first decrease in mass at 40 to 110 <inline-formula><mml:math id="M183" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C is mostly due
to the evaporation of adsorbed water on the surface of the dust particles or
of volatile material such as volatile organics. At temperatures between 110
and 300 <inline-formula><mml:math id="M184" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C the mass loss is mainly related to decomposition of
organic matter, e.g., amides, carboxylic, and phenolic functional groups
<xref ref-type="bibr" rid="bib1.bibx67" id="paren.88"/> or the combustion of certain organic compounds such as
cellulose <xref ref-type="bibr" rid="bib1.bibx82 bib1.bibx62" id="paren.89"/>. <xref ref-type="bibr" rid="bib1.bibx54" id="text.90"/> studied
various biogenic organic materials, such as cellulose, glucose, bacteria
(Escherichia coli and bacillus subtilis), and humic and glutamic acid, which
showed either a bimodal or trimodal pattern in the TGA derivative. For all samples, they
observed a first peak at 160–180 <inline-formula><mml:math id="M185" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, which accounted
for 10 %–42 % of the mass loss and a second mass loss peak between
340 and 490 <inline-formula><mml:math id="M186" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C. Most minerals present in the dust samples are stable
at <inline-formula><mml:math id="M187" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">300</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M188" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, apart from smectite and gypsum
<xref ref-type="bibr" rid="bib1.bibx30" id="paren.91"/>, as further discussed below.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5"><caption><p id="d1e3545">Attenuated total reflectance infrared (ATR-IR) spectra for the
<bold>(a)</bold> Australia, <bold>(b)</bold> Etosha, and <bold>(c)</bold> Tenerife2014_1
samples before (blue) and after heating (red).</p></caption>
          <?xmltex \igopts{width=184.942913pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/1059/2019/acp-19-1059-2019-f05.png"/>

        </fig>

      <p id="d1e3563">We performed ATR-IR spectroscopy on the Etosha and Tenerife2014_1 to
investigate the nature of the material responsible for the respective
decrease and increase in <inline-formula><mml:math id="M189" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> with heating. Furthermore, we chose
the Australia sample as representative for most other cases where the
<inline-formula><mml:math id="M190" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> stayed the same. Figure <xref ref-type="fig" rid="Ch1.F5"/> shows the ATR-IR spectra
of the three samples before and after heating. The bands between wavenumber
700 to 1200 cm<inline-formula><mml:math id="M191" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> are related to the dominant minerals in the (bulk)
samples: quartz in case of the Australia sample; dolomite, calcite, and
ankerite in the case of Etosha; and kaolinite and smectite in case of the
Tenerife2014_1 sample. Kaolinite also has signals at 3619, 3650, and
3685 cm<inline-formula><mml:math id="M192" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx59" id="paren.92"/>. No significant differences are observed
between the unheated and the heated Australia and Etosha samples. The
intensity differences in the mineral bands are likely related to single
grains not representatively amplifying the signal during sampling. The
Tenerife2014_1 sample, in contrast, shows clear differences before and
after heating. A loss of intensity in the OH stretch region between 3500 and
3100 cm<inline-formula><mml:math id="M193" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> is observed, which is too pronounced to be<?pagebreak page1068?> from adsorbed
water only. Further intensity loss is observed in the C–H aliphatic region,
with decreasing bands between 3000 and 2850 cm<inline-formula><mml:math id="M194" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. This points to
volatile organics being present on the unheated sample which were released
during heating.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F6" specific-use="star"><caption><p id="d1e3644">Raman mapping results for the Australia <bold>(a, b)</bold> and the
Etosha sample <bold>(c, d)</bold>. In each panel, (1) and (2) show the location of
particles from clusters with spectra similar to those shown in (3) and (4).
In <bold>(d1)</bold> the particle is encircled for which the filter <bold>(d3)</bold>
found a spectrum.</p></caption>
          <?xmltex \igopts{width=497.923228pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/1059/2019/acp-19-1059-2019-f06.png"/>

        </fig>

      <p id="d1e3665">Raman mapping was performed on the Etosha, Tenerife2014_1, and Australia
samples. Due to strong fluorescence, however, the Tenerife2014_1 spectra did
not yield any information and are thus not presented here. The Raman maps for
the Etosha and Australia samples are shown in Fig. <xref ref-type="fig" rid="Ch1.F6"/>. They
reveal bands between 1200 and 1700 cm<inline-formula><mml:math id="M195" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> with a distinctive pattern
related to soot and carbonaceous material <xref ref-type="bibr" rid="bib1.bibx78" id="paren.93"/> being present
on many particles in the Australia sample (Fig. <xref ref-type="fig" rid="Ch1.F6"/>a2 and a4) and
on some in the Etosha sample (Fig. <xref ref-type="fig" rid="Ch1.F6"/>c2 and c4). The
carbonaceous material is not affected by the heating (Fig. <xref ref-type="fig" rid="Ch1.F6"/>b
and d). A cluster with a strong broad signal at 3180 cm<inline-formula><mml:math id="M196" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and a
secondary band at around 1080 cm<inline-formula><mml:math id="M197" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> is observed for the unheated Etosha
sample, which is present on most particles (Fig. <xref ref-type="fig" rid="Ch1.F6"/>c1 and c3).
After the heat treatment, no cluster is identified anymore containing the
broad 3180 cm<inline-formula><mml:math id="M198" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> band, yet the signal at 1080 cm<inline-formula><mml:math id="M199" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> remains. This
supports the interpretation that the band at 1080 cm<inline-formula><mml:math id="M200" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> can be
attributed to calcite. Furthermore, the band at 1080 cm<inline-formula><mml:math id="M201" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> does not
correlate with the 3180 cm<inline-formula><mml:math id="M202" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> band, therefore they belong to two
different compounds. The cluster analysis groups these signals for the
unheated sample due to the spatial proximity of the materials on the dust. It
is likely that on mineral dust grains with a high calcite content a compound
was absorbed. During the heat treatment this absorbed compound disappeared
and the calcite remained. Afterwards, the cluster analysis showed no group
containing the 3180 cm<inline-formula><mml:math id="M203" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> band. A filter (<inline-formula><mml:math id="M204" display="inline"><mml:mrow><mml:mn mathvariant="normal">3180</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">175</mml:mn></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M205" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) was
applied to search specifically for this signal. This revealed only very few
particles carrying the related material after heating (Fig. <xref ref-type="fig" rid="Ch1.F6"/>d1
and d3).</p>
      <p id="d1e3818">Identification of the material which was released or decomposed during the
heating was hampered by fluorescence inherent to the minerals in the samples
and also possibly due to biological material if present in the unheated
samples. The ratio of signal to noise (fluorescence) was optimized by impacting
small amounts of the samples on a pure aluminum surface and by adjusting the
laser power, but the fluorescence could not be entirely suppressed. This,
together with the complexity of the samples, inhibited an unambiguous
identification of the species which were altered by the heating and may
affect the ice nucleation ability. We suggest three possible candidates for
the cluster with a strong Raman signal at 3180 cm<inline-formula><mml:math id="M206" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> in the Etosha
sample. (a) Amides typically show a Raman signal between 3300 and
3100 cm<inline-formula><mml:math id="M207" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx81" id="paren.94"/>, as observed in the Etosha sample, but
distinct peaks are usually also observed for amides between 1700 and
1600 cm<inline-formula><mml:math id="M208" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, which are absent in the Etosha sample. (b) Pure ammonium
sulfate has a broad band above 3000 cm<inline-formula><mml:math id="M209" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and a sharp peak at around
990 cm<inline-formula><mml:math id="M210" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx9" id="paren.95"/>. While the broad band at 3180 cm<inline-formula><mml:math id="M211" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>
agrees well with the observed signal, a second band is found at
1080 cm<inline-formula><mml:math id="M212" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> in the Etosha sample. Ammonium sulfate has a band at
990 cm<inline-formula><mml:math id="M213" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, which is significantly different from 1080 cm<inline-formula><mml:math id="M214" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. Thus,
the signal can be attributed to the calcite which has a very prominent band
at this position. In addition, the XRD measurements confirmed calcite to be present in the sample. (c) Cellulose shows a broad band between 3575 and 3125 cm<inline-formula><mml:math id="M215" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and numerous bands between 1320 and 1030 cm<inline-formula><mml:math id="M216" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>
<xref ref-type="bibr" rid="bib1.bibx81" id="paren.96"/>. Additional bands at 1750 and 1725 cm<inline-formula><mml:math id="M217" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, 1635 and
1600 cm<inline-formula><mml:math id="M218" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, and 1480 and 1435 cm<inline-formula><mml:math id="M219" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> are not distinguishable in the
Etosha Raman spectrum.</p>
      <p id="d1e4001">For the Etosha sample an effect of organic or other heat labile material on
the ice nucleation behavior appears likely. The main minerals contained in
the Etosha sample (i.e., ankerite, calcite, dolomite, and muscovite) are not
known to be particularly ice nucleation active at the investigated
temperatures. In case of ankerite the ice nucleation ability is unknown.
Based on its similarity with dolomite, a carbonate known not to be ice
nucleation active, it is assumed that ankerite is also not active. Thus, one
of the suggested candidates with the strong Raman signal at 3180 cm<inline-formula><mml:math id="M220" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>
is likely responsible for the ice nucleation activity of the Etosha sample.
Being part of proteins, amides are ubiquitous in nature. Similarly, cellulose
is the most abundant organic compound on Earth <xref ref-type="bibr" rid="bib1.bibx43" id="paren.97"/> amongst
others as a structural component of algae. Both cellulose <xref ref-type="bibr" rid="bib1.bibx41" id="paren.98"/>
and some proteins <xref ref-type="bibr" rid="bib1.bibx63" id="paren.99"/> have been identified to cause ice
nucleation at the studied temperatures. Ammonium sulfate has been observed to
correlate with higher INP concentration in Saharan dust <xref ref-type="bibr" rid="bib1.bibx14" id="paren.100"/>
and to increase the freezing onset temperature of microcline
<xref ref-type="bibr" rid="bib1.bibx56" id="paren.101"/> and various other minerals <xref ref-type="bibr" rid="bib1.bibx94" id="paren.102"/> by up to 3 K.
According to a study on the Ntwetwe Pan in Botswana by <xref ref-type="bibr" rid="bib1.bibx84" id="text.103"/>,
the organic carbon concentration in a salt pan is about 1 wt % at the
surface and consists of cyanobacteria and algae. We assume that similar
values apply also for the Etosha pan. The Etosha sample was collected from
the edge of the salt pan, a few hundred meters away from a fertile soil area
containing the highest organic carbon content of the national park
<xref ref-type="bibr" rid="bib1.bibx10" id="paren.104"/>. As wind erosion was identified in these nearby
fertile soils, aeolian transport potentially led to higher organic matter
concentration at the edge of the pan compared to farther towards the center of the
pan. Overall, this suggests that the Etosha sample's ice nucleation ability
is almost entirely caused by organic matter, potentially cellulose or
proteins which were mixed with or adsorbed onto the mineral dust on the
ground, explaining the almost complete suppression of ice nucleation of the
heated samples.</p>
      <p id="d1e4041">In contrast to the Etosha sample, the Tenerife2014_1 sample consists of a
number of minerals ice nucleation active at the studied temperatures, e.g., orthoclase, plagioclase, and quartz (Table <xref ref-type="table" rid="Ch1.T1"/>). The sample shows
the largest mass loss in the TGA analysis. The rather steep step in the TGA
loss curve at about 120 <inline-formula><mml:math id="M221" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C suggests a certain species to be<?pagebreak page1069?> released
at this temperature, probably containing aliphatic compounds as suggested by
the ATR-IR measurements. The complexity of the airborne Saharan samples is
indicated by <xref ref-type="bibr" rid="bib1.bibx31" id="text.105"/>, who studied organic material in the Saharan Air Layer. They collected 42 PM<inline-formula><mml:math id="M222" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2.5</mml:mn></mml:msub></mml:math></inline-formula> and PM<inline-formula><mml:math id="M223" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">10</mml:mn></mml:msub></mml:math></inline-formula> filters at the Izaña
observatory in parallel to the Tenerife2013 sample collection and the
CALIMA 2013 campaign in August 2013. Organic matter accounted for about
1.5 wt % of the aerosol composition in the Saharan Air Layer and was
determined to mainly consist of saccharides, related to organic material in
soils, biogenic secondary organic aerosol particles resulting from isoprene
and <inline-formula><mml:math id="M224" display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>-pinene oxidation, and organic compounds from natural and
anthropogenic sources such as vegetation and engine emissions. During
daytime, the boundary layer reaches the altitude of the Izaña observatory
and organic matter can originate from local sources. During nighttime the
observatory is located in the free troposphere and aerosol sources are
distant. Anthropogenic and natural emissions can originate from the North
African coast or be advected from Europe <xref ref-type="bibr" rid="bib1.bibx77 bib1.bibx31" id="paren.106"/>. As
the dust collection took place over several days and nights, an influence of
organic matter from local sources cannot be excluded.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F7" specific-use="star"><caption><p id="d1e4089">XRD diffractogram of unheated and heated Tenerife2014_1 sample.
Vertical text indicates changes in peak height which were used to identify
the decrease in gypsum and increase in anhydrite with heating. Horizontal
text indicates peaks associated with other minerals in the sample.</p></caption>
          <?xmltex \igopts{width=455.244094pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/1059/2019/acp-19-1059-2019-f07.png"/>

        </fig>

      <p id="d1e4098">Another explanation for the reduction in mass at temperatures below
300 <inline-formula><mml:math id="M225" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C is the release of free water molecules from the crystal
lattice as indicated also in the ATR-IR spectra between 3600 and
3100 cm<inline-formula><mml:math id="M226" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. In some cases, this affects the crystal lattice: Smectite, a
swelling mineral, collapses under decreasing water vapor pressure as
experienced during the heating. This decreases the interlayer spacing (for an
overview of the effect of layer charge on smectite swelling see
<xref ref-type="bibr" rid="bib1.bibx60" id="altparen.107"/>). It is unknown if the change in crystal lattice has an
effect on the ice nucleation ability of the otherwise only weakly ice nucleation active smectite <xref ref-type="bibr" rid="bib1.bibx73 bib1.bibx50" id="paren.108"/>. An effect cannot
be excluded as the lattice match with ice is believed to be one of the factors
promoting ice nucleation <xref ref-type="bibr" rid="bib1.bibx75" id="paren.109"/>. In the<?pagebreak page1070?> studied samples,
smectite was present in the Tenerife2014_1 sample (23 wt %), and traces
were found in the Etosha sample (1 wt %). Thus, the collapse of the
smectite lattice should only influence the Tenerife2014_1 sample. In case it
has an influence, this would be related to an increase in ice nucleation
ability.</p>
      <p id="d1e4131">XRD analysis of the unheated and heated Tenerife2014_1 sample show the
conversion of gypsum to anhydrite (Fig. <xref ref-type="fig" rid="Ch1.F7"/>). Gypsum has a low ice
nucleation ability, similar to the clay minerals kaolinite and illite
<xref ref-type="bibr" rid="bib1.bibx97" id="paren.110"/>. <xref ref-type="bibr" rid="bib1.bibx35" id="text.111"/> found anhydrite to have a higher
ice nucleation activity than quartz in the immersion mode at temperatures
below 243 K when dry generated but a much lower <inline-formula><mml:math id="M227" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> when
particles were generated from an aqueous solution. Anhydrite transforms back
to gypsum when exposed to a relative humidity higher than 97 % at room
temperature <xref ref-type="bibr" rid="bib1.bibx18" id="paren.112"/>. However, this process occurs on the order
of hours to days, in line with the observed differences in <inline-formula><mml:math id="M228" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>
between wet and dry generated particles in <xref ref-type="bibr" rid="bib1.bibx35" id="text.113"/>. Potentially,
the transformation to anhydrite during heating explains the higher
<inline-formula><mml:math id="M229" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of the heated Tenerife2014_1 sample compared to the unheated
one at subsaturated conditions. In this case, a partial conversion of
anhydrite back to gypsum during RH conditions above water saturation might
explain the unchanged <inline-formula><mml:math id="M230" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of the unheated and heated
Tenerife2014_1 sample above water saturation. It should be kept in mind that
the bulk mineralogy as determined by XRD is not necessarily representative
of the particle surface where ice nucleation takes place. As needle
formation has been observed in the transformation of gypsum to anhydrite
<xref ref-type="bibr" rid="bib1.bibx6 bib1.bibx34" id="paren.114"/>, we use the occurrence of needles in our sample
as an indication that the gypsum–anhydrite transformation took place on the
surface of particles and thus might be responsible for the change in ice
nucleation behavior of the sample. In SEM images of the unheated
Tenerife2014_1 sample (Fig. <xref ref-type="fig" rid="Ch1.F8"/>a), hardly any needles are visible.
A small number of needles is observed at the center of the image of the
heated sample (Fig. <xref ref-type="fig" rid="Ch1.F8"/>b), while no needles are found in other SEM
images of the heated sample (see the Supplement). The apparently limited
needle formation and the fact that only about 1 wt % gypsum is contained
in the sample suggests that gypsum transformation under heat treatment
should only have a small effect on the ice nucleation behavior of the
Tenerife2014_1 sample. However, given that, at maximum, only about 10 % of
the particles act as INPs in case of the Tenerife2014_1 sample, the
gypsum–anhydrite transformation might be non-negligible. Additionally, we
suggest that the increase in the <inline-formula><mml:math id="M231" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> found under subsaturated
RH<inline-formula><mml:math id="M232" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:math></inline-formula> conditions for the Tenerife2014_1 sample is caused by the
volatilization of aliphatic compounds containing matter, as indicated by the
ATR-IR and TGA measurements, which inhibited the active sites of the mineral
dust itself.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F8" specific-use="star"><caption><p id="d1e4224">Scanning electron microscopy images of the <bold>(a)</bold> unheated and
<bold>(b)</bold> heated Tenerife2014_1 sample. Note the different scales in the
two images.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/1059/2019/acp-19-1059-2019-f08.jpg"/>

        </fig>

</sec>
</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <title>Conclusions</title>
      <p id="d1e4246">In this study we showed that the fractions of quartz and the sum of quartz
and feldspars in desert dust samples correlate better than all other mineral
fractions with the ice nucleation active surface site density of the dust in
deposition and the condensation mode at temperatures between 238 and 242 K. This
is in line with the observations for the immersion mode presented in Part 1
<xref ref-type="bibr" rid="bib1.bibx15" id="paren.115"/> of this study. The high abundance of quartz in soils
worldwide, its resistance to chemical weathering processes, and its presence
in particles of all sizes make it a potentially widely spread atmospheric INP
type. According to a recent study by <xref ref-type="bibr" rid="bib1.bibx57" id="text.116"/>, the variation in
quartz ice nucleation ability found in laboratory studies
<xref ref-type="bibr" rid="bib1.bibx3 bib1.bibx98 bib1.bibx50" id="paren.117"/> and the superior ice nucleation
ability of the quartz-rich samples from Australia and Morocco in this study
and its partner paper may be explained by the pre-processing of the samples.
Milling of quartz samples, as done in our study, increases the ice nucleation
ability of quartz by creating <inline-formula><mml:math id="M233" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Si</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="normal">O</mml:mi><mml:mo>⋅</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M234" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Si</mml:mi><mml:mo>⋅</mml:mo></mml:mrow></mml:math></inline-formula> radical sites, which
can then react with water vapor <xref ref-type="bibr" rid="bib1.bibx57" id="paren.118"/>. However, milling<?pagebreak page1072?> may not
be the only reason for formation of the silanol (<inline-formula><mml:math id="M235" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Si</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="normal">OH</mml:mi></mml:mrow></mml:math></inline-formula>) groups on the
surface of quartz, because exposure to water molecules in ambient humidity
could also result in passively converting surface siloxane groups
(<inline-formula><mml:math id="M236" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Si</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="normal">O</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="normal">Si</mml:mi></mml:mrow></mml:math></inline-formula>) to silanol groups <xref ref-type="bibr" rid="bib1.bibx12 bib1.bibx90" id="paren.119"/>. As such
quartz samples may still exhibit high ice nucleation activity in the absence
of milling due to the chemical history of the particles. Thus, how much quartz contributes to the ice nucleation ability of
(unmilled) atmospheric dust remains an open
question. Apart from mineralogy, the ice nucleation
activity of desert dust is found to be influenced by organic material mixed
with the dust. In a carbonaceous sample from the Etosha salt pan, where less
than 1 wt % quartz and no feldspar were present, the ice-active surface
site density is found to be almost entirely due to organic matter, likely
cellulose or proteins, which are mixed with the dust. In contrast, the
deposition-mode ice nucleation activity of an airborne Saharan dust sample
was found to increase after heating. Three potential explanations are found,
two of them related to changes in the mineralogy; while it cannot be excluded
that the increase in the <inline-formula><mml:math id="M237" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> was caused by a change in lattice spacing
due to interlayer water release, it seems more likely that gypsum
transforming into anhydrite made the sample more ice nucleation active. The
Tenerife2014_1 sample is the only gypsum-containing sample that was
investigated after heating, thus it remains an open question if and how much
anhydrite contributed to the increase in <inline-formula><mml:math id="M238" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. Another reason for
the increase could be that the ice nucleation active sites of the unheated
sample were blocked by volatile organic material. The volatilization of the
aliphatic compounds during the heating recovered these active sites. This is
further supported by the observation that no difference was found for the
same sample in the condensation-freezing mode, indicating that the water
condensing on the surface may also recover the active sites. As this change
in ice-active surface site density was not observed for a second airborne
Saharan dust sample, it suggests that different aging processes or the mixing of
Saharan dust with organic material during atmospheric transport can influence
the dust's ice nucleation ability in both directions.</p>
</sec>

      
      </body>
    <back><notes notes-type="dataavailability">

      <p id="d1e4344">Ice nucleation data from this study are available from
<xref ref-type="bibr" rid="bib1.bibx16" id="text.120"/>. Additional SEM images can be found in the Supplement.
Additional data are available upon request.</p>
  </notes><app-group>
        <supplementary-material position="anchor"><p id="d1e4350">The supplement related to this article is available online at: <inline-supplementary-material xlink:href="https://doi.org/10.5194/acp-19-1059-2019-supplement" xlink:title="pdf">https://doi.org/10.5194/acp-19-1059-2019-supplement</inline-supplementary-material>.</p></supplementary-material>
        </app-group><notes notes-type="authorcontribution">

      <p id="d1e4359">YB collected the Tenerife and Israel samples, conceived
and lead the measurement campaign, performed the ice nucleation measurements and
analysis, performed and analyzed the XRD measurements, analyzed the TGA
measurements,
and wrote the paper. PB performed and analyzed the SEM, ATR-IR, and Raman
measurements, and contributed to the paper. JO contributed to the Raman
measurements. HG supervised the ATR-IR and Raman measurements and analysis and
contributed to the paper. MP performed and analyzed the XRD measurements.
ZAK performed the TGA measurements. BS, ZAK, and UL supervised the project and
contributed to the paper. All authors contributed to the interpretation of data.</p>
  </notes><notes notes-type="competinginterests">

      <p id="d1e4365">The authors declare no competing interests.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e4371">We thank the two anonymous reviewers for their helpful comments. The various
dust samples in this paper have been collected by a number of people who the
authors are very thankful to Maria Kanakidou and her team (Peloponnese,
Crete); Felix Lüönd (Atacama); Paolo D'Odorico and Christopher Hoyle
(Etosha); Lukas Kaufmann, Konrad Kandler, and Lother Schütz (Taklamakan);
André Welti (Australia, Mojave); Monika Kohn (Dubai); Joel Corbin
(Morocco); Sergio Rodríguez (Tenerife); and Hamza Mohamed Hamza (Egypt).
The authors would like to thank Joanna Wong for her assistance with the TGA
measurements and the Laboratory of Composite Materials and Adaptive
Structures at ETH Zurich for the use of their thermal analysis equipment. We
thank Hannes Wydler for his technical support with the PINC. Philipp Baloh would
like to thank Karin Wieland and Rita Wiesinger for helpful discussions
concerning the interpretation of the Raman spectra. Hinrich Grothe and
Philipp Baloh would like to thank the Analytical Instrumentation Center and
the X-Ray Center at TU Wien for the use of the Raman and XRD equipment
and the University Service Centre for Transmission Electron Microscopy at
TU Wien for recording the SEM images in this work. Yvonne Boose and
Zamin A. Kanji gratefully acknowledge support by the Swiss National Science
Foundation (grant 200020 150169/1). The research leading to these results has
received funding from the European Union's Seventh Framework Programme
(FP7/2007-797 2013) under grant agreement no. 603445 (BACCHUS). Hinrich Grothe
and Philipp Baloh gratefully acknowledge support by the FFG (Austrian
Research Promotion Agency) for funding under project no.
850689.<?xmltex \hack{\newline}?><?xmltex \hack{\newline}?> Edited by: Eliza Harris<?xmltex \hack{\newline}?>
Reviewed by: two anonymous referees</p></ack><ref-list>
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    <!--<article-title-html>Heterogeneous ice nucleation on dust particles sourced from nine deserts worldwide – Part 2: Deposition nucleation and condensation freezing</article-title-html>
<abstract-html><p>Mineral dust particles from deserts are amongst the most common
ice nucleating particles in the atmosphere. The mineralogy of desert dust
differs depending on the source region and can further fractionate during the
dust emission processes. Mineralogy to a large extent explains the ice
nucleation behavior of desert aerosol, but not entirely. Apart from pure
mineral dust, desert aerosol particles often exhibit a coating or are mixed with small amounts of
biological material. Aging on the ground or
during atmospheric transport can deactivate nucleation sites, thus strong
ice nucleating minerals may not exhibit their full potential. In the partner
paper of this work, it was shown that mineralogy determines most but not
all of the ice nucleation behavior in the immersion mode found for desert dust.
In this study, the influence of semi-volatile organic compounds and the
presence of crystal water on the ice nucleation behavior of desert aerosol is
investigated. This work focuses on the deposition and condensation ice
nucleation modes at temperatures between 238 and 242&thinsp;K of 18 dust samples
sourced from nine deserts worldwide. Chemical imaging of the particles' surface
is used to determine the cause of the observed differences in ice nucleation.
It is found that, while the ice nucleation ability of the majority of the dust
samples is dominated by their quartz and feldspar content, in one
carbonaceous sample it is mostly caused by organic matter, potentially
cellulose and/or proteins. In contrast, the ice nucleation ability of
an airborne Saharan sample is found to be diminished, likely by semi-volatile
species covering ice nucleation active sites of the minerals. This study
shows that in addition to mineralogy, other factors such as organics and
crystal water content can alter the ice nucleation behavior of desert aerosol
during atmospheric transport in various ways.</p></abstract-html>
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