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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" xml:lang="en" dtd-version="3.0" article-type="research-article"><?xmltex \bartext{Research article}?>
  <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-23-6849-2023</article-id><title-group><article-title>Effects of denitrification on the distributions <?xmltex \hack{\break}?> of trace gas abundances in the polar regions: <?xmltex \hack{\break}?> a comparison of WACCM with observations</article-title><alt-title>Effects of denitrification on trace gases in WACCM</alt-title>
      </title-group><?xmltex \runningtitle{Effects of denitrification on trace gases in WACCM}?><?xmltex \runningauthor{M.~Weimer et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Weimer</surname><given-names>Michael</given-names></name>
          <email>mweimer@mit.edu</email>
        <ext-link>https://orcid.org/0000-0002-1004-4002</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Kinnison</surname><given-names>Douglas E.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-3418-0834</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Wilka</surname><given-names>Catherine</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-2917-1140</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Solomon</surname><given-names>Susan</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-2020-7581</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Department of Earth, Atmospheric, and Planetary Sciences, <?xmltex \hack{\break}?> Massachusetts Institute of Technology, <?xmltex \hack{\break}?> Cambridge, MA, USA</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Atmospheric Chemistry Observations &amp; Modeling Laboratory, <?xmltex \hack{\break}?> National Center for Atmospheric Research, Boulder, CO, USA</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>Department of Earth System Science, Stanford University, Stanford, CA, USA</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Michael Weimer (mweimer@mit.edu)</corresp></author-notes><pub-date><day>21</day><month>June</month><year>2023</year></pub-date>
      
      <volume>23</volume>
      <issue>12</issue>
      <fpage>6849</fpage><lpage>6861</lpage>
      <history>
        <date date-type="received"><day>7</day><month>December</month><year>2022</year></date>
           <date date-type="rev-request"><day>12</day><month>December</month><year>2022</year></date>
           <date date-type="rev-recd"><day>19</day><month>May</month><year>2023</year></date>
           <date date-type="accepted"><day>24</day><month>May</month><year>2023</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2023 </copyright-statement>
        <copyright-year>2023</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://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><title>Abstract</title>

      <p id="d1e133">Polar stratospheric clouds (PSCs) play a key role in the polar chemistry of the stratosphere. Nitric acid trihydrate (NAT) particles have been shown to lead to denitrification of the lower stratosphere. While the existence of large NAT particles (NAT “rocks”) has been verified by many measurements, especially in the Northern Hemisphere (NH), most current chemistry–climate models use simplified parameterizations, often based on evaluations in the Southern Hemisphere where the polar vortex is stable enough that accounting for NAT rocks is not as important as in the NH. Here, we evaluate the probability density functions of various gaseous species in the polar vortex using one such model, the Whole Atmosphere Community Climate Model (WACCM), and compare these with measurements by the Michelson Interferometer for Passive Atmospheric Sounding onboard the Environmental Satellite (MIPAS/Envisat) and two ozonesonde stations for a range of years and in both hemispheres. Using the maximum difference between the distributions of MIPAS and WACCM as a measure of coherence, we find better agreement for <inline-formula><mml:math id="M1" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> when reducing the NAT number density from the standard value of 10<inline-formula><mml:math id="M2" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> used in this model to <inline-formula><mml:math id="M3" display="inline"><mml:mrow><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M4" 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> for almost all spring seasons during the MIPAS period in both hemispheres. The distributions of <inline-formula><mml:math id="M5" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M6" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> are not greatly affected by the NAT density. The average difference between WACCM and ozonesondes supports the need to reduce the NAT number density in the model. Therefore, this study suggests using a NAT number density of <inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M8" 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> for future simulations with WACCM.</p>
  </abstract>
    
<funding-group>
<award-group id="gs1">
<funding-source>National Aeronautics and Space Administration</funding-source>
<award-id>80NSSC19K0</award-id>
</award-group>
<award-group id="gs2">
<funding-source>National Science Foundation</funding-source>
<award-id>AGS-190671</award-id>
</award-group>
</funding-group>
</article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e251">For decades, polar stratospheric clouds (PSCs) have been known to play a key role in explaining the stratospheric ozone hole <xref ref-type="bibr" rid="bib1.bibx43 bib1.bibx42 bib1.bibx49" id="paren.1"/>. Reactions on their surfaces lead to the activation of chlorine reservoirs, known as chlorine activation.
In addition, sedimentation of PSCs results in dehydration and denitrification of the lower stratosphere. Three types of PSCs with different composition and roles have been found to be important: (1) liquid supercooled ternary solution (STS) droplets <xref ref-type="bibr" rid="bib1.bibx2" id="paren.2"/> that are major contributors to chlorine activation <xref ref-type="bibr" rid="bib1.bibx31" id="paren.3"><named-content content-type="pre">e.g.,</named-content></xref>; (2) ice PSCs that lead to dehydration of the stratosphere <xref ref-type="bibr" rid="bib1.bibx22" id="paren.4"><named-content content-type="pre">e.g.,</named-content></xref>; and (3) nitric acid trihydrate (NAT) particles that dominate the irreversible removal of nitric acid (<inline-formula><mml:math id="M9" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>) from the lower stratosphere via sedimentation, known as denitrification, thereby potentially reducing the reformation of chlorine reservoir species which can affect ozone loss <xref ref-type="bibr" rid="bib1.bibx53" id="paren.5"><named-content content-type="pre">e.g.,</named-content></xref>.</p>
      <?pagebreak page6850?><p id="d1e287">The existence of NAT particles in the stratosphere has been verified by a variety of airborne measurements <xref ref-type="bibr" rid="bib1.bibx11 bib1.bibx50 bib1.bibx10 bib1.bibx29 bib1.bibx62" id="paren.6"/>.
As the polar vortex in the Southern Hemisphere (SH) is generally more stable than in the Northern Hemisphere (NH) <xref ref-type="bibr" rid="bib1.bibx38" id="paren.7"><named-content content-type="pre">e.g.,</named-content></xref>, the time period when denitrification can occur is much longer in the SH polar vortex than in the NH. On the other hand, denitrification in the NH has been found to occur locally, and the role of low-number-density large-size NAT particles, so-called NAT “rocks”, has been discussed and verified by measurements <xref ref-type="bibr" rid="bib1.bibx10 bib1.bibx13 bib1.bibx9 bib1.bibx1 bib1.bibx61 bib1.bibx62" id="paren.8"/>.
These large particles can lead to significant sedimentation, even on the shorter timescales needed to explain the occurrence of low <inline-formula><mml:math id="M10" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> volume mixing ratios (VMRs) in the NH spring.</p>
      <p id="d1e312">Satellite instruments are able to provide measurements of PSCs and gaseous <inline-formula><mml:math id="M11" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> with daily near-global coverage <xref ref-type="bibr" rid="bib1.bibx20 bib1.bibx46 bib1.bibx34 bib1.bibx37 bib1.bibx57" id="paren.9"/>.
<xref ref-type="bibr" rid="bib1.bibx18" id="text.10"/> found the first evidence of a NAT belt around the Antarctic continent using the Michelson Interferometer for Passive Atmospheric Sounding onboard the Environmental Satellite (MIPAS/Envisat). Therefore, satellite measurements provide a unique opportunity for comparisons of <inline-formula><mml:math id="M12" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and denitrification with current chemistry–climate models in both hemispheres. They also the allow study of the range of the probability distributions in the data for different years and conditions.</p>
      <p id="d1e343">Accounting for denitrification is an important process in chemistry–climate and in chemistry–transport models, which is why many parameterizations with different levels of detail have been developed to account for the microphysics and sedimentation of NAT particles in these models <xref ref-type="bibr" rid="bib1.bibx6 bib1.bibx4 bib1.bibx16 bib1.bibx60 bib1.bibx54 bib1.bibx65 bib1.bibx26 bib1.bibx55" id="paren.11"><named-content content-type="pre">e.g.,</named-content></xref>.
Some models account for the comprehensive microphysics of NAT particles <xref ref-type="bibr" rid="bib1.bibx65" id="paren.12"><named-content content-type="pre">e.g.,</named-content></xref> to determine radii and concentrations which then redistribute gaseous <inline-formula><mml:math id="M13" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>. Others use an intermediate approach, not considering the full microphysics but accounting for the amount of NAT with a measured NAT distribution <xref ref-type="bibr" rid="bib1.bibx26 bib1.bibx55" id="paren.13"><named-content content-type="pre">e.g.,</named-content></xref>.
In addition, there are models with diagnostic approaches, as suggested by studies such as <xref ref-type="bibr" rid="bib1.bibx6" id="text.14"/>, where NAT is formed based on the available gaseous <inline-formula><mml:math id="M14" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, sedimentation is computed and the <inline-formula><mml:math id="M15" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> contained in NAT particles is released back to the gaseous phase within the same model time step.</p>
      <p id="d1e399">The standard version of the Whole Atmosphere component of the Community Earth System Model includes a diagnostic parameterization of NAT with a NAT number density set to a global value of 10<inline-formula><mml:math id="M16" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> cm<inline-formula><mml:math id="M17" 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.bibx54" id="paren.15"/>.
However, <xref ref-type="bibr" rid="bib1.bibx58" id="text.16"/> found that this value leads to an overestimation of gaseous <inline-formula><mml:math id="M18" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> in the NH for the extraordinarily cold NH winter of 2019/2020 in comparison to measurements of the Microwave Limb Sounder.
They found a better agreement with the measurements using an adopted NAT number density of <inline-formula><mml:math id="M19" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M20" 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>. Here, we investigate this further by applying an adapted version of the method by <xref ref-type="bibr" rid="bib1.bibx64" id="text.17"/> to compare the distributions of various gaseous species within the polar vortex with MIPAS, which provided measurements during 2002–2012. MIPAS data are well suited to this task, as this instrument provides high signal-to-noise local measurements over multiple years in both hemispheres, with good dynamic range; other datasets may also be appropriate, but we use MIPAS here for this initial test. Further, using MIPAS and varying the NAT number density of the model, we can also investigate its associated impact on <inline-formula><mml:math id="M21" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M22" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M23" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> for many spring seasons in both hemispheres.</p>
      <p id="d1e513">Details about the model and the observation as well as the methods to compare them can be found in Sect. <xref ref-type="sec" rid="Ch1.S2"/>. Section <xref ref-type="sec" rid="Ch1.S3"/> shows the comparison between the datasets. Finally, some concluding remarks are given in Sect. <xref ref-type="sec" rid="Ch1.S4"/>.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Datasets</title>
<sec id="Ch1.S2.SS1">
  <label>2.1</label><title>The Whole Atmosphere Community Climate Model (WACCM)</title>
      <p id="d1e537">In this study, we use the Whole Atmosphere component (WACCM6) of the Community Earth System Model (CESM2.1) in Specified-Dynamics (SD) mode <xref ref-type="bibr" rid="bib1.bibx15 bib1.bibx7" id="paren.18"/> to compare distributions of the trace gases with the satellite measurements. The model is relaxed towards the Modern-Era Retrospective Analysis for Research and Applications, version 2 <xref ref-type="bibr" rid="bib1.bibx14" id="paren.19"><named-content content-type="pre">MERRA-2;</named-content></xref>. In this study, we use a horizontal resolution of 1.9<inline-formula><mml:math id="M24" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> latitude <inline-formula><mml:math id="M25" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 2.5<inline-formula><mml:math id="M26" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> longitude and 88 vertical levels up to about 140 km. In the component set “FWmaSD”, a comprehensive chemistry for the middle atmosphere is included, as also used by studies such as <xref ref-type="bibr" rid="bib1.bibx64" id="text.20"/>.</p>
      <p id="d1e577">Polar stratospheric clouds in WACCM are calculated using a diagnostic parameterization described by <xref ref-type="bibr" rid="bib1.bibx6" id="text.21"/>, <xref ref-type="bibr" rid="bib1.bibx25" id="text.22"/> and <xref ref-type="bibr" rid="bib1.bibx54" id="text.23"/>. NAT particles are formed in thermodynamical equilibrium with the gaseous <inline-formula><mml:math id="M27" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">H</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M28" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> below the NAT threshold temperature <xref ref-type="bibr" rid="bib1.bibx17" id="paren.24"/>. The coexistence of NAT and STS is accounted for by allowing 20 % of <inline-formula><mml:math id="M29" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> to form NAT whereas the rest is available for STS <xref ref-type="bibr" rid="bib1.bibx54 bib1.bibx44" id="paren.25"/>. Sedimentation of the NAT particles, i.e., the vertical redistribution of gaseous <inline-formula><mml:math id="M30" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, is calculated using a simple upwind scheme <xref ref-type="bibr" rid="bib1.bibx6" id="paren.26"/>. The radius of the particles is determined in this scheme by using the amount of condensed <inline-formula><mml:math id="M31" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and the NAT number density, which is a global parameter in this scheme. Larger NAT density leads to smaller particles and vice versa, assuming the mass of <inline-formula><mml:math id="M32" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> condensed in NAT is constant in the grid box. Therefore, the NAT density is a parameter in this scheme that can be used to tune<?pagebreak page6851?> the denitrification in the model. Examination of observations of NAT particle number densities <xref ref-type="bibr" rid="bib1.bibx32 bib1.bibx33" id="paren.27"/> and an emphasis on <inline-formula><mml:math id="M33" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> data for the SH in 2005 led <xref ref-type="bibr" rid="bib1.bibx54" id="text.28"/> to adopt a NAT value of 0.01 cm<inline-formula><mml:math id="M34" 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.bibx10" id="text.29"/> measured NAT number densities between <inline-formula><mml:math id="M35" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M36" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M37" 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.bibx32" id="text.30"/> and <xref ref-type="bibr" rid="bib1.bibx33" id="text.31"/> used a wide range of <inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> between 10<inline-formula><mml:math id="M39" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and 10<inline-formula><mml:math id="M40" 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> cm<inline-formula><mml:math id="M41" 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> based on in situ measurements. In mountain waves, high NAT densities larger than 10<inline-formula><mml:math id="M42" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> cm<inline-formula><mml:math id="M43" 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> have been measured <xref ref-type="bibr" rid="bib1.bibx3" id="paren.32"><named-content content-type="pre">e.g.,</named-content></xref>.
<xref ref-type="bibr" rid="bib1.bibx51" id="text.33"/> observed a NAT PSC with 10<inline-formula><mml:math id="M44" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> cm<inline-formula><mml:math id="M45" 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>. Here, we have had the benefit of the unusual NH year of 2020 and have placed more emphasis on both hemispheres to derive a parameterization that better represents the remaining gas-phase <inline-formula><mml:math id="M46" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> in the maximum number of years and for both hemispheres. However, it is important to emphasize that the model's NAT parameterization is subject to multiple simplifications of complex microphysics. For instance, NAT particles in a grid box with a horizontal extent of about <inline-formula><mml:math id="M47" display="inline"><mml:mrow><mml:mn mathvariant="normal">100</mml:mn><mml:mo>×</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> km<inline-formula><mml:math id="M48" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula> do not necessarily have the same radius but usually follow a multi-modal size distribution <xref ref-type="bibr" rid="bib1.bibx10" id="paren.34"><named-content content-type="pre">e.g.,</named-content></xref>. In addition, NAT particles are not allowed to change their size over time nor be transported while interacting with the atmosphere by nucleation and (re-)sublimation, and not all of the supersaturated amount of gaseous <inline-formula><mml:math id="M49" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> will become NAT. Therefore, observed NAT particle abundances may not be the best guide for this parameter choice.</p>
      <p id="d1e909">We performed sensitivity simulations varying the NAT number density within the observed range from 10<inline-formula><mml:math id="M50" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> to 10<inline-formula><mml:math id="M51" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> cm<inline-formula><mml:math id="M52" 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> in the current version 6 of WACCM. We also performed a simulation excluding stratospheric heterogeneous reactions, apart from the <inline-formula><mml:math id="M53" 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:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">5</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M54" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> <inline-formula><mml:math id="M55" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">H</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> reaction, to evaluate the impact of heterogeneous processes on the gas-phase species. The <inline-formula><mml:math id="M56" 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:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">5</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M57" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> <inline-formula><mml:math id="M58" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">H</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> reaction rate is nearly independent of temperature, also happens on the background aerosols, does not directly affect the halogen chemistry and is important for the partitioning of reactive nitrogen in the atmosphere; this is why we kept this reaction in that simulation. Without this reaction, the chemistry in the model would be completely unrealistic. All simulations are summarized in Table <xref ref-type="table" rid="Ch1.T1"/>. They cover the satellite period starting from 1979 to the present.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1"><?xmltex \currentcnt{1}?><label>Table 1</label><caption><p id="d1e1027">Simulations in this study. In the “noHetAll” simulation, the heterogeneous reactions are removed apart from the <inline-formula><mml:math id="M59" 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:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">5</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M60" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula><inline-formula><mml:math id="M61" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">H</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> reaction.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="3">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Simulation</oasis:entry>
         <oasis:entry colname="col2">Heterogeneous</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M62" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (cm<inline-formula><mml:math id="M63" 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>)</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">chemistry included</oasis:entry>
         <oasis:entry colname="col3"/>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">HetAll.1e-2</oasis:entry>
         <oasis:entry colname="col2">Yes</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M64" display="inline"><mml:mrow><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">noHetAll.5e-4</oasis:entry>
         <oasis:entry colname="col2">No</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M65" display="inline"><mml:mrow><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">HetAll.5e-4</oasis:entry>
         <oasis:entry colname="col2">Yes</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M66" display="inline"><mml:mrow><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">HetAll.1e-5</oasis:entry>
         <oasis:entry colname="col2">Yes</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M67" display="inline"><mml:mrow><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><?xmltex \gdef\@currentlabel{1}?></table-wrap>

</sec>
<sec id="Ch1.S2.SS2">
  <label>2.2</label><title>The Michelson Interferometer for Passive Atmospheric Sounding (MIPAS)</title>
      <p id="d1e1238">The Michelson Interferometer for Passive Atmospheric Sounding (MIPAS) operated in limb geometry aboard the Environmental Satellite (Envisat) between July 2002 and April 2012 <xref ref-type="bibr" rid="bib1.bibx12" id="paren.35"/>. Envisat was placed in a sun-synchronous polar orbit at an altitude of around 800 km with more than 14 orbits per day. MIPAS measured a variety of trace gases including <inline-formula><mml:math id="M68" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M69" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M70" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> using a Fourier transform spectrometer in the infrared spectral range between 4.15 and 14.6 <inline-formula><mml:math id="M71" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m at tangent altitudes from 7 to 72 km <xref ref-type="bibr" rid="bib1.bibx12" id="paren.36"/>.
The spatial resolution was approximately 3 km in the vertical and 30 km in the horizontal. The spectral resolution was 0.05 cm<inline-formula><mml:math id="M72" 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> between 2002 and March 2004. Due to technical issues with the satellite and a corresponding gap in the measurements, MIPAS started measuring again in January 2005 with a reduced spectral resolution of 0.12 cm<inline-formula><mml:math id="M73" 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>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1" specific-use="star"><?xmltex \currentcnt{1}?><?xmltex \def\figurename{Figure}?><label>Figure 1</label><caption><p id="d1e1315">Daily vortex-averaged <inline-formula><mml:math id="M74" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> VMR profiles in the analyzed pressure range between 30 and 150 hPa during local spring for MIPAS <bold>(a, f, k, p)</bold> and the WACCM simulations (<bold>b–e</bold>, <bold>g–j</bold>, <bold>l–o</bold>, <bold>q–t</bold>) in the NH <bold>(a–j)</bold> and SH <bold>(k–t)</bold> and for the years 2003 and 2011 (the first and second columns in the hemispheres). The number of profiles used to average each day depends on the availability of MIPAS data and the size of the polar vortex.</p></caption>
          <?xmltex \igopts{width=426.791339pt}?><graphic xlink:href="https://acp.copernicus.org/articles/23/6849/2023/acp-23-6849-2023-f01.png"/>

        </fig>

      <p id="d1e1357">For this study, we use the V8 Level-2 MIPAS retrievals from the IMK-IAA processor <xref ref-type="bibr" rid="bib1.bibx23 bib1.bibx24 bib1.bibx52" id="paren.37"/> of <inline-formula><mml:math id="M75" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M76" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M77" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> to compare their distributions with the WACCM simulations. The reported precision in the region between 30 and 150 hPa is 5 %–15 % (around 100 pptv) for <inline-formula><mml:math id="M78" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx39 bib1.bibx40" id="paren.38"/>, 10 % (around 150 ppbv) for <inline-formula><mml:math id="M79" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx40 bib1.bibx24" id="paren.39"/> and 7 %–32 % (24–89 pptv) for <inline-formula><mml:math id="M80" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx39 bib1.bibx19" id="paren.40"/>.</p>
      <p id="d1e1440">The method used to compare the MIPAS data with WACCM is based on the approach by <xref ref-type="bibr" rid="bib1.bibx64" id="text.41"/>. It takes advantage of WACCM's ability to provide output at the locations and times closest to the MIPAS profiles. In combination with interpolation of the MIPAS vertical levels to the WACCM altitudes, this enables a direct comparison of the two datasets. As a result, probability density functions (PDFs) can be evaluated in the spatiotemporal range of interest and compared to the observations.</p>
      <p id="d1e1446">As NAT formation and denitrification are strongly temperature dependent and most efficient at the lowest temperatures, we compute PDFs for profiles inside the polar vortex, determined by MERRA-2 using the Nash criterion <xref ref-type="bibr" rid="bib1.bibx30" id="paren.42"/>. As the sedimentation of the NAT particles takes several weeks <xref ref-type="bibr" rid="bib1.bibx47" id="paren.43"/>, the largest effects of denitrification can be expected to be most amplified after the local winter, which is why we restrict our analysis to the early local spring, i.e., 1 February to 15 March in the Northern Hemisphere and 1 September to 15 October in the Southern Hemisphere, and to the pressure range from 30 to 150 hPa. Sensitivity studies that involved changing these two ranges did not affect the main message of the results shown in the next section. In order to make the datasets comparable, we remove the profiles from both WACCM and MIPAS data where negative values occur in the measurements. This does not have a significant effect on the results. The number of profiles depends on the area of the polar vortex and<?pagebreak page6852?> differs from year to year. Generally, the number of profiles is larger in the SH due to the larger size of the SH polar vortex compared with the NH.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2" specific-use="star"><?xmltex \currentcnt{2}?><?xmltex \def\figurename{Figure}?><label>Figure 2</label><caption><p id="d1e1457">Scatterplots of MIPAS and WACCM <inline-formula><mml:math id="M81" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> in <bold>(a)</bold> the NH and <bold>(b)</bold> the SH for the HetAll simulation using the three NAT number densities described in the text. The dots include all measurement and model data between 30 and 150 hPa. The dashed line corresponds to the one-to-one line.</p></caption>
          <?xmltex \igopts{width=426.791339pt}?><graphic xlink:href="https://acp.copernicus.org/articles/23/6849/2023/acp-23-6849-2023-f02.png"/>

        </fig>

      <p id="d1e1483"><xref ref-type="bibr" rid="bib1.bibx64" id="text.44"/> used the Kolmogorov–Smirnov test to evaluate the difference in the PDFs between the model and observations, which uses the number of data points and the maximum difference between the cumulative density functions (CDFs) to check whether the distributions are distinguishable in a statistical sense related to a significance level <inline-formula><mml:math id="M82" display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>. Here, we use the maximum difference between the CDFs <inline-formula><mml:math id="M83" display="inline"><mml:mi>F</mml:mi></mml:math></inline-formula> of MIPAS and WACCM “max(d)” to directly evaluate the difference in the distributions <xref ref-type="bibr" rid="bib1.bibx64" id="paren.45"/>:
            <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M84" display="block"><mml:mrow><mml:mi mathvariant="normal">max</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="normal">max</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mfenced open="|" close="|"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mi mathvariant="normal">MIPAS</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>)</mml:mo><mml:mo>-</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mi mathvariant="normal">WACCM</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M85" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> is the binned trace gas VMR. A more detailed discussion can be found in <xref ref-type="bibr" rid="bib1.bibx64" id="text.46"/>.</p>
</sec>
<sec id="Ch1.S2.SS3">
  <label>2.3</label><title>Ozonesondes</title>
      <p id="d1e1573">We also compare the WACCM simulations to balloon-borne in situ measurements of ozonesondes, made available by the World Ozone and Ultraviolet Data Centre. They use an electrochemical concentration cell to measure ozone profiles with a precision of 3 % to 5 % and an uncertainty of about
<inline-formula><mml:math id="M86" display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:math></inline-formula> % in the pressure range of interest here <xref ref-type="bibr" rid="bib1.bibx41" id="paren.47"/>. We use ozonesondes of two stations: Eureka in the NH (80.04<inline-formula><mml:math id="M87" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N, 86.1<inline-formula><mml:math id="M88" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W) and Syowa in the SH (69.00<inline-formula><mml:math id="M89" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S, 39.58<inline-formula><mml:math id="M90" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E).</p>
      <p id="d1e1626">The method to compare the WACCM simulations with the ozonesonde measurements is similar to <xref ref-type="bibr" rid="bib1.bibx58" id="text.48"/>: the data are compared to the daily averaged WACCM ozone concentration at the grid point closest to the respective station for profiles within the polar vortex. Averages and spread of the differences between WACCM and the observations are evaluated.</p>
</sec>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Impact on the distribution of gas-phase species</title>
      <p id="d1e1641">In this section, we will analyze the influence of changing denitrification in WACCM on the trace gases <inline-formula><mml:math id="M91" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M92" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M93" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> during early spring in both hemispheres. Generally, these species are expected to be influenced by a changed NAT number density because it leads to a redistribution of <inline-formula><mml:math id="M94" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> (lower <inline-formula><mml:math id="M95" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> at high altitudes and higher <inline-formula><mml:math id="M96" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> at lower altitudes). During early spring, <inline-formula><mml:math id="M97" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is photolyzed and forms <inline-formula><mml:math id="M98" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> which combines with <inline-formula><mml:math id="M99" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">ClO</mml:mi></mml:mrow></mml:math></inline-formula> to form <inline-formula><mml:math id="M100" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>. <inline-formula><mml:math id="M101" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">ClO</mml:mi></mml:mrow></mml:math></inline-formula> is responsible for part of the catalytic ozone depletion and deactivated by the reaction into <inline-formula><mml:math id="M102" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>.</p>
      <p id="d1e1772">As a starting point, Fig. <xref ref-type="fig" rid="Ch1.F1"/> shows vortex-mean profiles of the <inline-formula><mml:math id="M103" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> VMR during the local spring months for both hemispheres and the years 2003 and 2011 for MIPAS and all WACCM simulations of this study.
Analysis of the other<?pagebreak page6853?> years of the MIPAS period showed similar results, which is why we focus on the two example years 2003 and 2011 here. The signature of denitrification is indicated in the MIPAS measurements (first row of Fig. <xref ref-type="fig" rid="Ch1.F1"/>, panels a, f, k and p) by the <inline-formula><mml:math id="M104" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> VMR decreasing over time at around 30 to 60 hPa, with corresponding increases due to renitrification at the end of the shown time series at lower levels, like in 2011 in the NH (Fig. <xref ref-type="fig" rid="Ch1.F1"/>f). In the simulation with the current operational NAT number density of 10<inline-formula><mml:math id="M105" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> cm<inline-formula><mml:math id="M106" 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>, HetAll.1e-2 in the second row of Fig. <xref ref-type="fig" rid="Ch1.F1"/>  (panels b, g, l and q), the NAT particles do not get large enough for the simulated <inline-formula><mml:math id="M107" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> to compare well with the measured denitrification of the shown years. This means that larger <inline-formula><mml:math id="M108" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> VMRs than observed remain at higher altitudes at the end of the time series, whereas the VMR is underestimated at lower altitudes. In contrast to this, with the smallest tested number density of 10<inline-formula><mml:math id="M109" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> cm<inline-formula><mml:math id="M110" 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>, HetAll.1e-5 in the last row of Fig. <xref ref-type="fig" rid="Ch1.F1"/> (panels e, j, o and t), the <inline-formula><mml:math id="M111" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> VMRs become too low, which indicates that the NAT particles become too large. By using a number density of <inline-formula><mml:math id="M112" display="inline"><mml:mrow><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M113" 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> (HetAll.5e-4 in the third row of Fig. <xref ref-type="fig" rid="Ch1.F1"/>, panels d, i, n and s), the differences compared to MIPAS <inline-formula><mml:math id="M114" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> are smallest and the altitude regions of denitrification and renitrification are comparable to the measurements.</p>
      <p id="d1e1934">In order to generalize this comparison, Fig. <xref ref-type="fig" rid="Ch1.F2"/> shows correlation plots of the HetAll simulations using different NAT number densities compared with the MIPAS measurements for the whole pressure range (30–150 hPa) and all MIPAS years in the NH and SH. The HetAll.5e-4 simulation (green) has a relatively compact correlation with MIPAS in both hemispheres, whereas the other simulations show a larger scatter. The HetAll.1e-2 simulation shows <inline-formula><mml:math id="M115" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> VMRs that are too large compared with the observations because of NAT particles that are too small. As already suggested by Fig. <xref ref-type="fig" rid="Ch1.F1"/>, the <inline-formula><mml:math id="M116" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> VMRs in HetAll.1e-5 are too small compared with MIPAS as a result of overly large NAT particles which lead to sedimentation below the shown pressure range. As this figure includes the data of all MIPAS years and the whole pressure range, we will investigate the PDFs of this pressure range in the following, using the approach based on <xref ref-type="bibr" rid="bib1.bibx64" id="text.49"/>.</p>
      <p id="d1e1966">PDFs of <inline-formula><mml:math id="M117" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> for the whole MIPAS period from 2002 to 2012 and for the years 2003 and 2011 are shown in Fig. <xref ref-type="fig" rid="Ch1.F3"/> within the polar vortex in both hemispheres.
All individual years can be found in the Supplement (Fig. S1).
The blue line corresponds to the simulation with the largest NAT density, the red line shows the simulation with smallest NAT density, and the green and yellow lines show the simulations using <inline-formula><mml:math id="M118" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M119" 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>, with the latter probing turning off all heterogeneous chemistry apart from <inline-formula><mml:math id="M120" 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:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">5</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M121" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> <inline-formula><mml:math id="M122" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">H</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula>. The black line corresponds to the MIPAS <inline-formula><mml:math id="M123" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> PDF.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3" specific-use="star"><?xmltex \currentcnt{3}?><?xmltex \def\figurename{Figure}?><label>Figure 3</label><caption><p id="d1e2070"><inline-formula><mml:math id="M124" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> PDFs within the polar vortex for MIPAS and the sensitivity simulations of WACCM for the NH <bold>(a–c)</bold> and SH <bold>(d–f)</bold> spring months in <bold>(a, d)</bold> the MIPAS period from 2002 to 2012, <bold>(b, e)</bold> 2003 and <bold>(c, f)</bold> 2011. Vertical dashed lines show the average VMR of the respective simulations. The number of profiles used to derive the PDFs in each panel is denoted by “nprof”. The maximum differences between the CDFs of MIPAS and the respective WACCM simulation are denoted by “max(d)” in the panels.</p></caption>
        <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://acp.copernicus.org/articles/23/6849/2023/acp-23-6849-2023-f03.png"/>

      </fig>

      <p id="d1e2104">Figure <xref ref-type="fig" rid="Ch1.F3"/> demonstrates that the NAT density has a large impact on the PDFs in the model between 30 and 150 hPa. In HetAll.1e-2, larger <inline-formula><mml:math id="M125" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> values are more frequent compared with the other simulations in all of the panels. In contrast to this, HetAll.1e-5 underestimates <inline-formula><mml:math id="M126" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, as manifested by a higher frequency at smaller values. The simulation with peak values closest to the MIPAS observations in all panels of Fig. <xref ref-type="fig" rid="Ch1.F3"/> is HetAll.5e-4, indicating that heterogeneous chemistry is relevant and that <inline-formula><mml:math id="M127" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M128" 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> leads to<?pagebreak page6854?> PDFs comparable to MIPAS for all years (see also Fig. S1). However, the NAT parameterization in WACCM is not able to capture the minimum and maximum values; this is especially notable in the SH where VMRs as high as 12.5 ppbv have been measured by MIPAS, whereas the largest values in HetAll.5e-4 are around 10 ppbv (e.g., in Fig. <xref ref-type="fig" rid="Ch1.F3"/>d).</p>
      <p id="d1e2173">The overall agreement is also shown by the mean values illustrated by the dashed vertical lines in the figure. Moreover, the mean <inline-formula><mml:math id="M129" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> value for HetAll.5e-4 is closest to the MIPAS mean value in all of the panels.
In addition, the maximum difference, max(d), of the HetAll.5e-4 simulations is smallest in the shown years compared with the other simulations.</p>
      <p id="d1e2187">In almost all years, heterogeneous chemistry leads to about 0.5 ppbv smaller <inline-formula><mml:math id="M130" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> mixing ratios in the NH (see also Fig. S1). In the SH, this effect is not as large as in the NH. In total, the effect of halogen heterogeneous chemistry on <inline-formula><mml:math id="M131" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is small. The mean and shape of the distributions are similar for noHetAll.5e-4 and HetAll.5e-4.</p>
      <p id="d1e2212">As the number of profiles differs from year to year depending on the development of the polar vortex, more weight in the distributions of the whole period from 2002 to 2012 (Fig. <xref ref-type="fig" rid="Ch1.F3"/>a and d) is given to years with a larger polar vortex. This is why the distributions of all individual years are shown in the Supplement (Figs. S1, S2, S3). As a summary, the max(d) values of the individual years are shown in Tables <xref ref-type="table" rid="Ch1.T2"/> and <xref ref-type="table" rid="Ch1.T3"/> for the NH and SH, respectively.
The simulation with the minimum difference is highlighted in bold for each year.
Apart from some exceptions in the NH, the minimum difference occurs for the simulations using <inline-formula><mml:math id="M132" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M133" 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>. This is another indication that this value improves denitrification and the distribution of <inline-formula><mml:math id="M134" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> in the polar vortex in both hemispheres.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2"><?xmltex \currentcnt{2}?><label>Table 2</label><caption><p id="d1e2274">Maximum differences between WACCM and MIPAS <inline-formula><mml:math id="M135" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> CDFs (“max(d)” in the figures) for all years (1 February to 15 March in the NH). Bold font is used to highlight the minimum values in each row.</p></caption><oasis:table frame="topbot"><?xmltex \begin{scaleboxenv}{.85}[.85]?><oasis:tgroup cols="5">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="center"/>
     <oasis:colspec colnum="3" colname="col3" align="center"/>
     <oasis:colspec colnum="4" colname="col4" align="center"/>
     <oasis:colspec colnum="5" colname="col5" align="center"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Years</oasis:entry>
         <oasis:entry colname="col2">HetAll.1e-2</oasis:entry>
         <oasis:entry colname="col3">HetAll.5e-4</oasis:entry>
         <oasis:entry colname="col4">noHetAll.5e-4</oasis:entry>
         <oasis:entry colname="col5">HetAll.1e-5</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">2002–2012</oasis:entry>
         <oasis:entry colname="col2">0.278</oasis:entry>
         <oasis:entry colname="col3"><bold>0.086</bold></oasis:entry>
         <oasis:entry colname="col4">0.153</oasis:entry>
         <oasis:entry colname="col5">0.172</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2003</oasis:entry>
         <oasis:entry colname="col2">0.379</oasis:entry>
         <oasis:entry colname="col3"><bold>0.105</bold></oasis:entry>
         <oasis:entry colname="col4">0.306</oasis:entry>
         <oasis:entry colname="col5">0.246</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2004</oasis:entry>
         <oasis:entry colname="col2">0.187</oasis:entry>
         <oasis:entry colname="col3">0.167</oasis:entry>
         <oasis:entry colname="col4">0.214</oasis:entry>
         <oasis:entry colname="col5"><bold>0.136</bold></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2005</oasis:entry>
         <oasis:entry colname="col2">0.283</oasis:entry>
         <oasis:entry colname="col3"><bold>0.119</bold></oasis:entry>
         <oasis:entry colname="col4">0.190</oasis:entry>
         <oasis:entry colname="col5">0.296</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2006</oasis:entry>
         <oasis:entry colname="col2">0.155</oasis:entry>
         <oasis:entry colname="col3"><bold>0.045</bold></oasis:entry>
         <oasis:entry colname="col4">0.166</oasis:entry>
         <oasis:entry colname="col5">0.325</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2007</oasis:entry>
         <oasis:entry colname="col2">0.297</oasis:entry>
         <oasis:entry colname="col3"><bold>0.194</bold></oasis:entry>
         <oasis:entry colname="col4">0.302</oasis:entry>
         <oasis:entry colname="col5">0.220</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2008</oasis:entry>
         <oasis:entry colname="col2">0.443</oasis:entry>
         <oasis:entry colname="col3"><bold>0.177</bold></oasis:entry>
         <oasis:entry colname="col4">0.309</oasis:entry>
         <oasis:entry colname="col5">0.242</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2009</oasis:entry>
         <oasis:entry colname="col2">0.148</oasis:entry>
         <oasis:entry colname="col3"><bold>0.095</bold></oasis:entry>
         <oasis:entry colname="col4">0.193</oasis:entry>
         <oasis:entry colname="col5">0.141</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2010</oasis:entry>
         <oasis:entry colname="col2">0.319</oasis:entry>
         <oasis:entry colname="col3"><bold>0.080</bold></oasis:entry>
         <oasis:entry colname="col4">0.169</oasis:entry>
         <oasis:entry colname="col5">0.195</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2011</oasis:entry>
         <oasis:entry colname="col2">0.385</oasis:entry>
         <oasis:entry colname="col3"><bold>0.087</bold></oasis:entry>
         <oasis:entry colname="col4">0.128</oasis:entry>
         <oasis:entry colname="col5">0.225</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2012</oasis:entry>
         <oasis:entry colname="col2">0.226</oasis:entry>
         <oasis:entry colname="col3">0.150</oasis:entry>
         <oasis:entry colname="col4">0.205</oasis:entry>
         <oasis:entry colname="col5"><bold>0.139</bold></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup><?xmltex \end{scaleboxenv}?></oasis:table><?xmltex \gdef\@currentlabel{2}?></table-wrap>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T3"><?xmltex \currentcnt{3}?><label>Table 3</label><caption><p id="d1e2541">The same as Table <xref ref-type="table" rid="Ch1.T2"/> but for the SH spring (1 September to 15 October). </p></caption><oasis:table frame="topbot"><?xmltex \begin{scaleboxenv}{.85}[.85]?><oasis:tgroup cols="5">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="center"/>
     <oasis:colspec colnum="3" colname="col3" align="center"/>
     <oasis:colspec colnum="4" colname="col4" align="center"/>
     <oasis:colspec colnum="5" colname="col5" align="center"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Years</oasis:entry>
         <oasis:entry colname="col2">HetAll.1e-2</oasis:entry>
         <oasis:entry colname="col3">HetAll.5e-4</oasis:entry>
         <oasis:entry colname="col4">noHetAll.5e-4</oasis:entry>
         <oasis:entry colname="col5">HetAll.1e-5</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">2002–2012</oasis:entry>
         <oasis:entry colname="col2">0.453</oasis:entry>
         <oasis:entry colname="col3">0.099</oasis:entry>
         <oasis:entry colname="col4"><bold>0.078</bold></oasis:entry>
         <oasis:entry colname="col5">0.410</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2002</oasis:entry>
         <oasis:entry colname="col2">0.558</oasis:entry>
         <oasis:entry colname="col3">0.173</oasis:entry>
         <oasis:entry colname="col4"><bold>0.141</bold></oasis:entry>
         <oasis:entry colname="col5">0.642</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2003</oasis:entry>
         <oasis:entry colname="col2">0.477</oasis:entry>
         <oasis:entry colname="col3"><bold>0.099</bold></oasis:entry>
         <oasis:entry colname="col4">0.105</oasis:entry>
         <oasis:entry colname="col5">0.452</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2005</oasis:entry>
         <oasis:entry colname="col2">0.598</oasis:entry>
         <oasis:entry colname="col3"><bold>0.095</bold></oasis:entry>
         <oasis:entry colname="col4">0.124</oasis:entry>
         <oasis:entry colname="col5">0.559</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2006</oasis:entry>
         <oasis:entry colname="col2">0.553</oasis:entry>
         <oasis:entry colname="col3"><bold>0.141</bold></oasis:entry>
         <oasis:entry colname="col4">0.210</oasis:entry>
         <oasis:entry colname="col5">0.366</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2007</oasis:entry>
         <oasis:entry colname="col2">0.467</oasis:entry>
         <oasis:entry colname="col3">0.124</oasis:entry>
         <oasis:entry colname="col4"><bold>0.110</bold></oasis:entry>
         <oasis:entry colname="col5">0.404</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2008</oasis:entry>
         <oasis:entry colname="col2">0.495</oasis:entry>
         <oasis:entry colname="col3">0.112</oasis:entry>
         <oasis:entry colname="col4"><bold>0.089</bold></oasis:entry>
         <oasis:entry colname="col5">0.432</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2009</oasis:entry>
         <oasis:entry colname="col2">0.409</oasis:entry>
         <oasis:entry colname="col3">0.078</oasis:entry>
         <oasis:entry colname="col4"><bold>0.072</bold></oasis:entry>
         <oasis:entry colname="col5">0.290</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2010</oasis:entry>
         <oasis:entry colname="col2">0.419</oasis:entry>
         <oasis:entry colname="col3">0.156</oasis:entry>
         <oasis:entry colname="col4"><bold>0.129</bold></oasis:entry>
         <oasis:entry colname="col5">0.425</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2011</oasis:entry>
         <oasis:entry colname="col2">0.429</oasis:entry>
         <oasis:entry colname="col3">0.107</oasis:entry>
         <oasis:entry colname="col4"><bold>0.082</bold></oasis:entry>
         <oasis:entry colname="col5">0.360</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup><?xmltex \end{scaleboxenv}?></oasis:table><?xmltex \gdef\@currentlabel{3}?></table-wrap>

      <?pagebreak page6855?><p id="d1e2777">Exceptions are the years 2004 and 2012 in the NH, where the simulation with the smallest NAT density (HetAll.1e-5) shows the minimum differences compared with the MIPAS distribution (see Table <xref ref-type="table" rid="Ch1.T2"/>). In 2004, relatively warm temperatures in the NH stratosphere lead to low denitrification <xref ref-type="bibr" rid="bib1.bibx27" id="paren.50"/>. As shown in Fig. <xref ref-type="fig" rid="Ch1.F4"/>a, this is reflected by the WACCM <inline-formula><mml:math id="M136" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> distributions which do not show large differences when changing the NAT density during that year. However, there seems to be a systematic difference between WACCM and MIPAS in this year, maybe due to a lower accuracy of the instrument or, for instance, a mismatch in the location of the polar vortex in the reanalysis data used for the model and the temperature history during that winter. The 2011/2012 Arctic winter was characterized by an early breakdown of the polar vortex at the end of December <xref ref-type="bibr" rid="bib1.bibx36" id="paren.51"/>, but there is some evidence of large NAT particles during the cold period during December 2011 <xref ref-type="bibr" rid="bib1.bibx63" id="paren.52"/>.
This is why the <inline-formula><mml:math id="M137" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> distributions change in WACCM and large NAT particles probably play a larger role in determining the distributions for that year (see Fig. <xref ref-type="fig" rid="Ch1.F4"/>b).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><?xmltex \currentcnt{4}?><?xmltex \def\figurename{Figure}?><label>Figure 4</label><caption><p id="d1e2820">The same as Fig. <xref ref-type="fig" rid="Ch1.F3"/> but for the years <bold>(a)</bold> 2004 and <bold>(b)</bold> 2012 in the NH.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://acp.copernicus.org/articles/23/6849/2023/acp-23-6849-2023-f04.png"/>

      </fig>

      <p id="d1e2837">Moderate changes due to the different NAT densities can also be found in other species. Figure <xref ref-type="fig" rid="Ch1.F5"/> shows the distributions of chlorine nitrate (<inline-formula><mml:math id="M138" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>) for the same years and simulations as in Fig. <xref ref-type="fig" rid="Ch1.F3"/>. Both HetAll.1e-2 and HetAll.5e-4 have similar distributions and max(d) values. Depending on the year, minimum max(d) values occur in both simulations. HetAll.1e-5 seems to slightly underestimate the <inline-formula><mml:math id="M139" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> mixing ratios in both hemispheres, illustrated by higher frequencies of low mixing ratios.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5" specific-use="star"><?xmltex \currentcnt{5}?><?xmltex \def\figurename{Figure}?><label>Figure 5</label><caption><p id="d1e2869">The same as Fig. <xref ref-type="fig" rid="Ch1.F3"/> but for <inline-formula><mml:math id="M140" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>.</p></caption>
        <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://acp.copernicus.org/articles/23/6849/2023/acp-23-6849-2023-f05.png"/>

      </fig>

      <p id="d1e2891">As a result of increased denitrification, impacts on the maximum values in the <inline-formula><mml:math id="M141" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> distributions can be seen in both hemispheres. While the maximum <inline-formula><mml:math id="M142" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> mixing ratios in the NH are closer to the MIPAS distributions using <inline-formula><mml:math id="M143" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M144" 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>, the HetAll.5e-4 simulation captures the maximum values in the SH distributions.</p>
      <p id="d1e2949">There is also a clear signature of heterogeneous chemistry in the <inline-formula><mml:math id="M145" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> distributions. The deactivation reaction forming <inline-formula><mml:math id="M146" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>,

          <disp-formula id="Ch1.R2" content-type="numbered reaction"><label>R1</label><mml:math id="M147" display="block"><mml:mrow><mml:mrow class="chem"><mml:mi mathvariant="normal">ClO</mml:mi></mml:mrow><mml:mo>+</mml:mo><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow><mml:mo>+</mml:mo><mml:mi mathvariant="normal">M</mml:mi><mml:mo>→</mml:mo><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow><mml:mo>+</mml:mo><mml:mi mathvariant="normal">M</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
        is usually faster than the deactivation reaction forming <inline-formula><mml:math id="M148" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">HCl</mml:mi></mml:mrow></mml:math></inline-formula>,
          <disp-formula id="Ch1.R3" content-type="numbered reaction"><label>R2</label><mml:math id="M149" display="block"><mml:mrow><mml:mrow class="chem"><mml:mi mathvariant="normal">Cl</mml:mi></mml:mrow><mml:mo>+</mml:mo><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CH</mml:mi><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:mrow><mml:mo>→</mml:mo><mml:mrow class="chem"><mml:mi mathvariant="normal">HCl</mml:mi></mml:mrow><mml:mo>+</mml:mo><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
        as long as <inline-formula><mml:math id="M150" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is available and the ozone VMRs are large enough <xref ref-type="bibr" rid="bib1.bibx21 bib1.bibx35" id="paren.53"><named-content content-type="pre">e.g.,</named-content></xref>. At the edge regions of the polar vortex, some of the chlorine originally in <inline-formula><mml:math id="M151" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">HCl</mml:mi></mml:mrow></mml:math></inline-formula> at the start of the winter shows up in <inline-formula><mml:math id="M152" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> at the end of the winter, known as the <inline-formula><mml:math id="M153" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> “collar” <xref ref-type="bibr" rid="bib1.bibx48 bib1.bibx8 bib1.bibx45" id="paren.54"><named-content content-type="pre">e.g.,</named-content></xref>. Therefore, while the simulation without heterogeneous chemistry, noHetAll.5e-4, generally shows <inline-formula><mml:math id="M154" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> VMRs that are too low compared with MIPAS, it is notable that the maximum values are increased by about 1 ppbv and are then comparable to MIPAS in all simulations with heterogeneous chemistry.</p>
      <p id="d1e3115">Similar impacts can be seen in the distributions of ozone (<inline-formula><mml:math id="M155" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>), shown in Fig. <xref ref-type="fig" rid="Ch1.F6"/>. Ozone VMRs are about 1 ppmv too large in the SH for noHetAll.5e-4 compared with MIPAS. In the NH, the difference is smaller, but ozone is still overestimated in the simulation without heterogeneous chemistry.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F6" specific-use="star"><?xmltex \currentcnt{6}?><?xmltex \def\figurename{Figure}?><label>Figure 6</label><caption><p id="d1e3133">The same as Fig. <xref ref-type="fig" rid="Ch1.F3"/> but for <inline-formula><mml:math id="M156" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>.</p></caption>
        <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://acp.copernicus.org/articles/23/6849/2023/acp-23-6849-2023-f06.png"/>

      </fig>

      <p id="d1e3156"><xref ref-type="bibr" rid="bib1.bibx58" id="text.55"/> showed that the agreement of WACCM model calculations of Arctic spring ozone losses in 2020 with ozonesonde data was heavily dependent on the denitrification parameterization used in the model, providing an important check. Figure <xref ref-type="fig" rid="Ch1.F7"/> displays comparisons between WACCM and ozonesonde data at Syowa and Eureka for their respective spring seasons for all years between 2002 and 2012. A figure showing the comparison to Syowa without noHetAll.5e-4 can be found in the Supplement (Fig. S4). Similar comparisons are provided for the South Pole in Fig. S5. Because local Antarctic ozone abundances can drop to values lower than 1 ppmv between about 15 and 20 km in years with large ozone losses (see, e.g., Fig. <xref ref-type="fig" rid="Ch1.F7"/>a), care must be taken in interpreting percentage differences; we also provide absolute<?pagebreak page6856?> differences for that reason.
The Syowa sondes agree considerably better with the model when the NAT number density of <inline-formula><mml:math id="M157" display="inline"><mml:mrow><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M158" 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> or less is used, compared with larger values of this parameter. At Eureka, results are far less sensitive due to smaller ozone losses, except in very cold years <xref ref-type="bibr" rid="bib1.bibx58" id="paren.56"><named-content content-type="pre">like the year 2020, as shown in</named-content></xref>.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F7" specific-use="star"><?xmltex \currentcnt{7}?><?xmltex \def\figurename{Figure}?><label>Figure 7</label><caption><p id="d1e3202">Mean and interquartile (0.25 and 0.75) range of <bold>(a, d)</bold> the volume mixing ratio as well as <bold>(b, e)</bold> relative differences and <bold>(c, f)</bold> absolute differences between the respective WACCM simulations and two ozonesonde stations for profiles within the polar vortex using the same definition as in the previous analysis. Panels <bold>(a)</bold>–<bold>(c)</bold> show Syowa Station in the Antarctic, and panels  <bold>(d)</bold>–<bold>(f)</bold> show Eureka Station in the Arctic. For WACCM, the grid point closest to the station is chosen. The average and distributions are taken for all profiles within the MIPAS period and the same months as for the satellite comparison. The first column <bold>(a, d)</bold> shows the <inline-formula><mml:math id="M159" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> VMR, the second column <bold>(b, e)</bold> shows the relative difference between WACCM and the ozonesonde measurements, and the third column <bold>(c, f)</bold> shows the absolute difference between WACCM and the ozonesonde measurements.</p></caption>
        <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://acp.copernicus.org/articles/23/6849/2023/acp-23-6849-2023-f07.png"/>

      </fig>

      <p id="d1e3253">In summary, the results in this section showed that the diagnostic parameterization of NAT particles in WACCM is able to reflect the main features in the three key gas-phase species, <inline-formula><mml:math id="M160" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M161" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and ozone. When using a reduced NAT particle number density of
<inline-formula><mml:math id="M162" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M163" 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> compared with the standard WACCM setup, the difference in the CDFs is minimized for almost all spring months of the<?pagebreak page6857?> MIPAS period from 2002 to 2012, and the bias between 30 and 150 hPa in comparison to the ozonesondes is reduced.
This indicates that <inline-formula><mml:math id="M164" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M165" 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> improves the distribution of these species in the polar regions and that it should be used in future WACCM simulations.</p>
</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <label>4</label><title>Discussion and conclusions</title>
      <p id="d1e3361">In this study, we investigated the impact of the NAT number density (<inline-formula><mml:math id="M166" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) on the distributions of key gaseous species in the WACCM model. We compared PDFs within the polar vortex  with the MIPAS satellite instrument which operated between 2002 and 2012.
As a measure of the difference between the distributions of WACCM and MIPAS, we used the maximum difference, max(d), between the CDFs. To identify the impact of NAT on the distributions of the species, we performed sensitivity simulations varying <inline-formula><mml:math id="M167" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> between 10<inline-formula><mml:math id="M168" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and 10<inline-formula><mml:math id="M169" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> cm<inline-formula><mml:math id="M170" 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>. In the method applied here to compare the satellite measurements with the model, negative values in the satellite retrievals are cut off, which is why the method cannot be used for noisy data (such as <inline-formula><mml:math id="M171" 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:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">5</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M172" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">ClO</mml:mi></mml:mrow></mml:math></inline-formula> in MIPAS) and we restricted the analysis to the gaseous species <inline-formula><mml:math id="M173" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M174" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M175" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>.</p>
      <p id="d1e3480">The diagnostic parameterization of NAT in the WACCM model was shown to be able to reproduce the general shape of the MIPAS distributions for almost all years of the MIPAS period in the polar vortices of both hemispheres. However, there was a general overestimation of gaseous <inline-formula><mml:math id="M176" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> when using the standard <inline-formula><mml:math id="M177" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of 10<inline-formula><mml:math id="M178" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> cm<inline-formula><mml:math id="M179" 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>. Reducing this number concentration to <inline-formula><mml:math id="M180" display="inline"><mml:mrow><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M181" 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> was shown to also reduce the differences in the <inline-formula><mml:math id="M182" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">HNO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> distributions between MIPAS and WACCM for almost all spring seasons in both hemispheres during the MIPAS period.
Changes in the distributions of <inline-formula><mml:math id="M183" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">ClONO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M184" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> due to the new value of <inline-formula><mml:math id="M185" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> were either negligible or the differences were reduced. Mean differences between the ozonesonde profiles and the<?pagebreak page6858?> WACCM simulations at the grid point closest to the Syowa and Eureka sonde stations were also shown to be decreased when reducing <inline-formula><mml:math id="M186" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>.
Therefore, this study suggests the use of <inline-formula><mml:math id="M187" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M188" 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> for future simulations. This new value is within the range of measured NAT number densities.</p>
      <p id="d1e3653">A simplified parameterization as applied in WACCM cannot capture all features of the distributions of all years. This was demonstrated by the years 2004 and 2012 where differences between the MIPAS and WACCM distributions were increased. Further, there are many uncertainties in the detailed chemistry from one year to another that may also be important for denitrification and ozone loss, including, for example, volcanic particle inputs, gravity and planetary wave amplitudes, and changes in circulation, to name only a few.
It can also be seen that the smallest number density of 10<inline-formula><mml:math id="M189" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> cm<inline-formula><mml:math id="M190" 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> is comparable to measurements during the exceptionally cold northern winter of 2019/2020 <xref ref-type="bibr" rid="bib1.bibx58" id="paren.57"/>. In addition, although overall differences in the PDFs are reduced with <inline-formula><mml:math id="M191" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M192" 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>, the Kolmogorov–Smirnov test, used by studies such as <xref ref-type="bibr" rid="bib1.bibx64" id="text.58"/> with a similar approach to that used in this study, will fail if it does not employ a significance level <inline-formula><mml:math id="M193" display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula> that is set to a very small value (<inline-formula><mml:math id="M194" display="inline"><mml:mrow><mml:mi>O</mml:mi><mml:mo>(</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">70</mml:mn></mml:mrow></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>). Therefore, although the differences are decreased, the distributions of MIPAS and WACCM are still different in a statistical sense, probably due to the simplifications in the NAT parameterization of WACCM.</p>
      <p id="d1e3751">Future studies could apply this methodology to other long-term satellite measurements to evaluate the usage of this new NAT number density for further years, although their precision has to be low enough to allow for comparisons with individual profiles. Nevertheless, as a follow-up of the publication by <xref ref-type="bibr" rid="bib1.bibx58" id="text.59"/>, we recommend using <inline-formula><mml:math id="M195" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">NAT</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<inline-formula><mml:math id="M196" 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> for future simulations with WACCM, indicating that NAT rocks play an important role, especially in the NH where we saw the largest impact on changing the NAT number density.</p>
</sec>

      
      </body>
    <back><notes notes-type="codedataavailability"><title>Code and data availability</title>

      <p id="d1e3799">Instructions on how to access MIPAS data can be found at <uri>https://www.imk-asf.kit.edu/english/308.php</uri> <xref ref-type="bibr" rid="bib1.bibx28" id="paren.60"/>.
Instructions on how to download CESM version 2 can be found in <xref ref-type="bibr" rid="bib1.bibx7" id="text.61"/>. Ozonesonde station data are publicly available through the World Ozone and Ultraviolet Data Center <xref ref-type="bibr" rid="bib1.bibx59" id="paren.62"><named-content content-type="pre">WOUDC; <ext-link xlink:href="https://doi.org/10.14287/10000001" ext-link-type="DOI">10.14287/10000001</ext-link>;</named-content></xref>. The scripts and data needed to create the figures of this paper can be found at <uri>https://g-27eb33.7a577b.6fbd.data.globus.org/ACP_Weimer_2022/ACP_Weimer_2022.tar.gz</uri> <xref ref-type="bibr" rid="bib1.bibx56" id="paren.63"/>.</p>
  </notes><app-group>
        <supplementary-material position="anchor"><p id="d1e3826">The supplement related to this article is available online at: <inline-supplementary-material xlink:href="https://doi.org/10.5194/acp-23-6849-2023-supplement" xlink:title="pdf">https://doi.org/10.5194/acp-23-6849-2023-supplement</inline-supplementary-material>.</p></supplementary-material>
        </app-group><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e3835">MW added the comparison with MIPAS and wrote the first draft of the manuscript. DEK performed the simulations with WACCM used for the comparisons. CW added the comparison to ozonesondes. All authors contributed to the manuscript preparation.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e3841">The contact author has declared that none of the authors has any competing interests.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d1e3847">Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e3853">Michael Weimer and Douglas E. Kinnison were funded in part by NASA (grant no. 80NSSC19K0952). Susan Solomon was funded in part by the US National Science Foundation (NSF; grant no. 1906719). We would like to thank Brian Zambri for initiating this work and helping with the comparison to MIPAS. This material is based upon work supported by the National Center for Atmospheric Research (NCAR), which is a major facility sponsored by the NSF under Cooperative Agreement No. 1852977. The CESM project is supported primarily by the NSF. We would like to acknowledge support from the Svante cluster at Massachusetts Institute of Technology used for the comparison of the model and the data (see <uri>https://svante.mit.edu/intro.html</uri>, last access: 18 November 2022, for more information). We would like to acknowledge high-performance computing support from Cheyenne and Casper provided by NCAR's <xref ref-type="bibr" rid="bib1.bibx5" id="text.64"/>, sponsored by the NSF.</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d1e3864">This research has been supported by the National Aeronautics and Space Administration (grant no. 80NSSC19K0952) and the National Science Foundation (grant no. AGS-1906719).</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e3870">This paper was edited by Farahnaz Khosrawi and reviewed by Ingo Wohltmann and one anonymous referee.</p>
  </notes><ref-list>
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