<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing with OASIS Tables v3.0 20080202//EN" "https://jats.nlm.nih.gov/nlm-dtd/publishing/3.0/journalpub-oasis3.dtd">
<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">
  <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-26-13531-2026</article-id><title-group><article-title>The dynamics and atmospheric impact of fire-induced circulations in idealised large-eddy simulations inspired by the Santa Coloma de Queralt fire</article-title><alt-title>The dynamics and atmospheric impact of fire-induced circulations</alt-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Roelofs</surname><given-names>Tristan</given-names></name>
          <email>Tristan.roelofs@wur.nl</email>
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1 aff2">
          <name><surname>Castellnou</surname><given-names>Marc</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-7893-6744</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Vilà-Guerau de Arellano</surname><given-names>Jordi</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-0342-9171</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Janssens</surname><given-names>Martin</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-2905-6692</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>van Heerwaarden</surname><given-names>Chiel</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-7202-3525</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Meteorology and Air Quality Group, Wageningen University &amp; Research, Wageningen, the Netherlands</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Catalan Fire &amp; Rescue Service, Bombers GRAF, Barcelona, Spain</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Tristan Roelofs (Tristan.roelofs@wur.nl)</corresp></author-notes><pub-date><day>25</day><month>September</month><year>2026</year></pub-date>
      
      <volume>26</volume>
      <issue>18</issue>
      <fpage>13531</fpage><lpage>13555</lpage>
      <history>
        <date date-type="received"><day>19</day><month>September</month><year>2025</year></date>
           <date date-type="rev-request"><day>4</day><month>November</month><year>2025</year></date>
           <date date-type="rev-recd"><day>15</day><month>July</month><year>2026</year></date>
           <date date-type="accepted"><day>22</day><month>July</month><year>2026</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2026 Tristan Roelofs et al.</copyright-statement>
        <copyright-year>2026</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026.html">This article is available from https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026.html</self-uri><self-uri xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026.pdf">The full text article is available as a PDF file from https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d2e124">We studied the factors governing the existence of fire-induced circulations ahead of the flaming zone and the impact of these circulations on the thermodynamic structure of the atmospheric boundary layer. To study the circulation, we used MicroHH to create a high-resolution (25 <inline-formula><mml:math id="M1" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>) turbulence-resolving 3D large-eddy simulations (<inline-formula><mml:math id="M2" display="inline"><mml:mrow><mml:mn mathvariant="normal">25.6</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow><mml:mo>×</mml:mo><mml:mn mathvariant="normal">38.4</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>) of a stationary fire under realistic atmospheric conditions. The setup was inspired by field observations of fire characteristics and a radiosonde from the Santa Coloma de Queralt fire (Catalonia, Spain, 24 July 2021). The stationary fire enabled us to isolate the persistent impacts of the fire on the atmosphere.</p>

      <p id="d2e155">Our results indicate that the existence of a fire-induced circulation is governed by the wind speed component aligned with the circulation. In our simulations, the circulation consisted of updrafts above the fire, downdrafts 2 <inline-formula><mml:math id="M3" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> ahead, and reversed surface winds between the updrafts and downdrafts. With higher wind speeds in the direction of the circulation, the reversal of the surface winds decreases. Consequently, the circulation dissipates, since the reversed winds connect the updrafts and downdrafts into a circulation. Hence, explaining why fire-induced circulations are not always present.</p>

      <p id="d2e166">The thermodynamic impact of the circulation is driven by the updrafts and downdrafts, causing 2 <inline-formula><mml:math id="M4" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> of deepening,  followed by 2 <inline-formula><mml:math id="M5" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> of thinning of the atmospheric boundary layer ahead of the fire. Future research with non-stationary fires is required to quantify the impact of the modified thermodynamics and wind patterns on fire behaviour.</p>
  </abstract>
    
<funding-group>
<award-group id="gs1">
<funding-source>EU Civil Protection Mechanism</funding-source>
<award-id>101140363</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="d2e194">Extreme wildfire events are defined by fire behaviour that surpasses the extinguishing capacity of fire services, indicated by factors such as high rates of spread, erratic spotting, or fireline intensities exceeding 10 <inline-formula><mml:math id="M6" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">MW</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx36" id="paren.1"/>. During events with such intensity, the high fireline intensity can trigger significant upward convective motions (i.e. pyro-convection), which affect the wind speed and direction in the direct surroundings of the wildfire. The altered winds will change the fire behaviour <xref ref-type="bibr" rid="bib1.bibx34" id="paren.2"/>, impacting the fireline intensity and, subsequently, feed back on the pyro-convection. Recent extreme wildfire events in Spain (2021) and Portugal (2017) that triggered pyro-convection spread significantly faster than predicted <xref ref-type="bibr" rid="bib1.bibx12 bib1.bibx7" id="paren.3"/>, with some unexpectedly continuing to burn throughout the night despite worsening burning conditions.</p>
      <p id="d2e223">Part of this unexpected fire behaviour can be explained by the modification of the surface winds by convective fires. Specifically, the acceleration of the rear inflow by convective fires <xref ref-type="bibr" rid="bib1.bibx27" id="paren.4"/> offers an explanation for the faster-than-predicted fire spread <xref ref-type="bibr" rid="bib1.bibx7" id="paren.5"/>, as current operational fire spread models do not account for the effects of fire-modified winds <xref ref-type="bibr" rid="bib1.bibx18" id="paren.6"/>. The other part, the continued nighttime burning, has recently been attributed to the global increase in nighttime temperatures due to climate change <xref ref-type="bibr" rid="bib1.bibx3" id="paren.7"/>. However, we hypothesise that, in addition to the global climate trend in nighttime temperature, extreme wildfire events can locally modify atmospheric surface temperature and humidity downwind, thereby enhancing the local atmospheric conditions for nighttime fire activity.</p>
      <p id="d2e238">Recent work by <xref ref-type="bibr" rid="bib1.bibx37" id="text.8"/> shows that fires can trigger the formation of rotor-like circulations ahead of the flaming zone, here further referred to as fire-induced circulations. These circulations are also visible in the Doppler measurements of <xref ref-type="bibr" rid="bib1.bibx4" id="text.9"/>, consisting of the convection inside the plume, downwind downdrafts and reversed surface winds. At night, the downdrafts of this circulation will transport relatively warm, dry air towards the surface, thereby counteracting nighttime cooling and moistening. Hence, through downdrafts in the circulation, extreme wildfire events could enhance atmospheric surface conditions for nighttime fire activity. Simultaneously, we recognise that not all previous simulations <xref ref-type="bibr" rid="bib1.bibx14" id="paren.10"><named-content content-type="pre">e.g.</named-content></xref> show reversed surface winds, suggesting that the development of a fire-induced circulation depends on specific atmospheric conditions.</p>
      <p id="d2e252">Both <xref ref-type="bibr" rid="bib1.bibx37" id="text.11"/> and <xref ref-type="bibr" rid="bib1.bibx4" id="text.12"/> only show the kinematic structure of the fire-induced circulation. Hence, the impact of the circulations on the thermodynamic structure of the atmosphere remains unexplored. However, the simulations by <xref ref-type="bibr" rid="bib1.bibx37" id="text.13"/> provide a first clue into the drivers behind the fire-induced circulation. A comparison between their simulations suggests that increasing background wind shear strengthens the circulation. Therefore, we hypothesise that directional wind shear is essential for the development of fire-induced circulations. Simultaneously, we acknowledge that for situations with pyrocloud formation, pyrocloud-induced precipitation can also cause fire-induced circulations <xref ref-type="bibr" rid="bib1.bibx43" id="paren.14"/>. However, as we elaborate below, we will focus on fire-induced circulations during dry pyro-convection. Hence, precipitation is not considered in this study.</p>
      <p id="d2e268">To investigate the factors governing the fire-induced circulations and their impact on the atmosphere, we will use a LES setup with a stationary fire similar to <xref ref-type="bibr" rid="bib1.bibx1 bib1.bibx2" id="text.15"/>. Keeping the fire stationary eliminates the complex coupled fire-atmosphere feedbacks, allowing us to isolate and quantify how the fire alters its surrounding atmosphere. However, contrary to <xref ref-type="bibr" rid="bib1.bibx1 bib1.bibx2" id="text.16"/>, who used a fully synthetic setup, we based our simulations on observations from a real extreme wildfire event, ensuring realistic meteorological conditions and a realistic size and intensity of the stationary fire.</p>
      <p id="d2e277">Similar to <xref ref-type="bibr" rid="bib1.bibx37" id="text.17"/>, we used observations and measurements from the first day of the Santa Coloma de Queralt (SCQ) fire, which took place on 24 July 2021, in Catalonia, Spain <xref ref-type="bibr" rid="bib1.bibx9 bib1.bibx7" id="paren.18"/>. The SCQ fire is a relatively well-documented extreme wildfire event with measurements of both the fire characteristics and the atmosphere, which is rare given the dangerous measurement conditions during such events <xref ref-type="bibr" rid="bib1.bibx44 bib1.bibx23" id="paren.19"/>. Moreover, the SCQ fire also offers a scientifically interesting scenario. In short, it is one of the extreme wildfire events observed to continue burning throughout the night, maintaining a dry convective plume until midnight <xref ref-type="bibr" rid="bib1.bibx29" id="paren.20"/>. Furthermore, firefighter observations report the presence of reversed surface winds ahead of the fire, indicating a fire-induced circulation. In line with these observations, simulations by <xref ref-type="bibr" rid="bib1.bibx37" id="text.21"/> showed a fire-induced circulation for the first day of the SCQ fire. Hence, the SCQ provides the right conditions for our simulations to investigate which factors govern the fire-induced circulation and their impact on the thermodynamic structure of the atmosphere.</p>
      <p id="d2e295">For the LES, we used MicroHH <xref ref-type="bibr" rid="bib1.bibx39" id="paren.22"/>, a proven turbulence-resolving LES tool for simulating convective and pollution plumes <xref ref-type="bibr" rid="bib1.bibx38 bib1.bibx28" id="paren.23"/>. Furthermore, MicroHH allows for a landscape-scale domain (order of 10 <inline-formula><mml:math id="M7" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>) while supporting a high resolution (order of 10 <inline-formula><mml:math id="M8" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>). Hence, with MicroHH, we can simulate the large-scale ambient turbulent structures that define the atmospheric boundary layer while resolving the small-scale turbulent structures within the fire-induced plume and the downwind circulation.</p>
      <p id="d2e320">Using the MicroHH LES setup inspired by the SCQ fire, we focus on two objectives in this study. The first objective is to quantify the impact of a fire-induced circulation on the thermodynamic structure of the atmosphere. Subsequently, our second objective is to determine what atmospheric factors govern the development of a fire-induced circulation.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Methods</title>
      <p id="d2e331">To achieve our objectives, we designed four LES experiments using MicroHH inspired on the SCQ fire. Section <xref ref-type="sec" rid="Ch1.S2.SS1"/> describes the available observations of the SCQ fire that we use to set up our LESs and to evaluate how well the simulation captures the observed meteorological conditions. Next, we present the core simulation setup of MicroHH in Sect. <xref ref-type="sec" rid="Ch1.S2.SS2"/> informed by the observations of the SCQ fire, which subsequently serves as the foundation for all four LES experiments described in Sect. <xref ref-type="sec" rid="Ch1.S2.SS3"/>.</p>
<sec id="Ch1.S2.SS1">
  <label>2.1</label><title>Santa Coloma de Queralt fire</title>
      <p id="d2e347">The SCQ fire started on 24 July 2021 at 14:00 UTC (<inline-formula><mml:math id="M9" display="inline"><mml:mrow><mml:mtext>LT</mml:mtext><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula>) in Catalonia, Spain, with the ignition point located at 41.52329° N, 1.369071° E. It spread eastward under a predominantly westerly wind and directly developed a convective plume (Fig. <xref ref-type="fig" rid="F1"/>a). Occasional overshooting created short-lived pyrocumulus clouds between 17:00–19:00 UTC, termed overshooting pyrocumulus (oPyroCu) by <xref ref-type="bibr" rid="bib1.bibx7" id="text.24"/>. After 19:00 UTC, no further pyrocloud formation was observed <xref ref-type="bibr" rid="bib1.bibx9" id="paren.25"/>. The change from moist convection (i.e. pyrocloud formation) to dry convection (i.e. no pyrocloud formation) coincided with the arrival of the sea breeze at 19:00 UTC and sunset (19:41 UTC). The sea breeze caused the advection of moisture combined with backing of the wind from 300 to 240–270° (Fig. <xref ref-type="fig" rid="F1"/>d). The moisture advected by the sea breeze, combined with the cooling around sunset, caused an increase in relative humidity (Fig. <xref ref-type="fig" rid="F1"/>c). Nevertheless, observations indicate that the moistening did not result in renewed pyrocloud formation (Fig. <xref ref-type="fig" rid="F1"/>a). Simultaneously, despite the cooling and moistening of the atmosphere around sunset (Fig. <xref ref-type="fig" rid="F1"/>c), the SCQ fire maintained a dry convective plume until midnight (22:00 UTC).</p>

      <fig id="F1" specific-use="star"><label>Figure 1</label><caption><p id="d2e381"><bold>(a)</bold> The fire spread during the first day of the SCQ fire in UTC (<inline-formula><mml:math id="M10" display="inline"><mml:mrow><mml:mtext>LT</mml:mtext><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula>), including the locations of the sounding (star) and the synoptic weather station (hexagon). Additionally, the grey and red circles show the horizontal displacement of the radiosonde during its ascent. The red circles highlight the part of the ascent with rising speeds above 2 <inline-formula><mml:math id="M11" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, which indicates that at these locations the radiosonde was measuring within the convective core of the plume, since in ambient conditions, the maximum rising speed of a radiosonde is 2 <inline-formula><mml:math id="M12" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx7" id="paren.26"/>. <bold>(b)</bold> The rising speed of the radiosonde during its ascent vs. the altitude a.g.l., with the grey and red shade indicating whether the radiosonde was out- or inside the convective plume based on the 2 <inline-formula><mml:math id="M13" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> threshold. <bold>(c)</bold> The evolution of the temperature (<inline-formula><mml:math id="M14" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula>) and relative humidity (RH) during the SCQ fire measured by the synoptic weather station. <bold>(d)</bold> The same as <bold>(c)</bold> but for the 10 <inline-formula><mml:math id="M15" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> wind speed (<inline-formula><mml:math id="M16" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>) and direction (<inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mtext>dir</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>).  The sounding and synoptic observations are part of a larger observational dataset described by <xref ref-type="bibr" rid="bib1.bibx7" id="text.27"/>. The fire perimeter map is an updated version of the map provided by <xref ref-type="bibr" rid="bib1.bibx7" id="text.28"/>, incorporating recent insights into the fire spread behaviour of the SCQ fire.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f01.png"/>

        </fig>

      <p id="d2e511">At 19:51 UTC, a radiosonde was released at the right flank of the fire (yellow star; Fig. <xref ref-type="fig" rid="F1"/>a) into the convective plume of the SCQ fire that measured vertical profiles of temperature, specific humidity, wind speed and rising speed. A description of the equipment and measurement techniques is provided by <xref ref-type="bibr" rid="bib1.bibx7" id="text.29"/>. The radiosonde drifted predominantly eastward during its ascent (grey and red circles; Fig. <xref ref-type="fig" rid="F1"/>a), with measurements starting at 80 m a.g.l. (above ground level; Fig. <xref ref-type="fig" rid="F1"/>b). In ambient conditions, the maximum rising speed of a radiosonde is <inline-formula><mml:math id="M18" display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M19" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. Rising speeds above 2 <inline-formula><mml:math id="M20" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> indicate a vertical acceleration of the radiosonde by the convective motions of the wildfire plume <xref ref-type="bibr" rid="bib1.bibx7" id="paren.30"/>. Hence, from the rising speed during the ascent of the radiosonde (Fig. <xref ref-type="fig" rid="F1"/>b), we conclude that the radiosonde measured inside the convective plume of the SCQ fire between 0.3–1.5 <inline-formula><mml:math id="M21" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude a.g.l. In addition to measurements within the convective plume, the radiosonde recorded a partial profile of the ambient temperature and relative humidity during its descent.</p>
      <p id="d2e582">Consequently, we will use the radiosonde measurements to evaluate how well the simulated pyro-convection and the ambient conditions compare to reality. For the evaluation, we will focus on comparing the observed and simulated temperature profiles. Furthermore, we will also compare the measured wind speed in the convective plume with the simulated wind speed. The measured wind speed during the descent of the radiosonde in the surroundings of the plume and the measured specific humidity are not used for the comparison. We consider the wind speed measurements during descent unreliable due to the high descent speed of the radiosonde (8–9 <inline-formula><mml:math id="M22" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>). The specific humidity measurements, on the other hand, are reliable but redundant for evaluating our simulation, as both observations and the simulation indicate a dry convective plume (i.e. no pyro-clouds). Hence, the simulation was sufficiently dry.</p>
      <p id="d2e602">The radiosonde measurements were taken using the Windsonde S1H2 system, which has a sensor accuracy for temperature and pressure of 0.3 <inline-formula><mml:math id="M23" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> and 1.0 <inline-formula><mml:math id="M24" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">hPa</mml:mi></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx33" id="paren.31"/>. Comparison of the S1H2 sondes to regular meteorological Vaisala RS41-SG sondes has shown two challenges with their measurements. Firstly, the S1H2 sonde shows a slow humidity response at cloud tops <xref ref-type="bibr" rid="bib1.bibx8" id="paren.32"/>. Secondly, the S1H2 sondes measure relatively noisy wind profiles in turbulent conditions <xref ref-type="bibr" rid="bib1.bibx5" id="paren.33"/>.  The first concern is irrelevant to our study as we focus on a dry convective plume. The second challenge results indeed in a relatively noisy wind pattern inside the atmospheric boundary layer (see Fig. <xref ref-type="fig" rid="F6"/>c, Sect. <xref ref-type="sec" rid="Ch1.S3.SS1"/>). Nonetheless, it is sufficient to provide a range of realistic wind speeds observed inside the atmospheric boundary layer. Furthermore, despite the noisy signal, it provides a clearly distinguishable signal of the capping inversion.  Moreover, an exact match of the radiosonde measurements with an LES simulation is always impossible inside an atmospheric boundary layer, as radiosondes provide instantaneous measurements of the turbulence, whereas LES focuses on producing similar turbulence on average. Hence, the goal of the comparison is not a point-by-point match, but rather an evaluation of how well our LES setup reproduces the overall characteristic of the observed plume and atmospheric boundary layer structure in terms of mixed layer potential temperature, wind speed and boundary layer height.</p>
</sec>
<sec id="Ch1.S2.SS2">
  <label>2.2</label><title>Core simulation setup</title>
      <p id="d2e645">As discussed in the introduction, we aim to isolate the effect of the fires on the atmosphere, specifically focusing on the fire-induced circulation during dry pyro-convection. Hence, in our MicroHH simulation setup <xref ref-type="bibr" rid="bib1.bibx39" id="paren.34"/>, we prioritise atmospheric realism while significantly simplifying the simulated fire behaviour to isolate the fire's impact on the atmosphere.</p>
      <p id="d2e651">MicroHH is configured with a domain of <inline-formula><mml:math id="M25" display="inline"><mml:mrow><mml:mn mathvariant="normal">38.4</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow><mml:mo>×</mml:mo><mml:mn mathvariant="normal">25.64</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow><mml:mo>×</mml:mo><mml:mn mathvariant="normal">12</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math id="M26" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>×</mml:mo><mml:mi>y</mml:mi><mml:mo>×</mml:mo><mml:mi>z</mml:mi></mml:mrow></mml:math></inline-formula>). The domain is elongated eastward (i.e. in the positive <inline-formula><mml:math id="M27" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> direction) as the observed plume from the SCQ fire developed eastward, and MicroHH uses periodic boundaries. To prevent the unwanted recirculation of the simulated plume over the eastern border, we found that a domain of 38.4 <inline-formula><mml:math id="M28" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> in the eastward direction was sufficiently large (see Appendix <xref ref-type="sec" rid="App1.Ch1.S1"/>). The simulations use an equidistant horizontal resolution of 25 <inline-formula><mml:math id="M29" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> and a stretched vertical grid starting at 10 <inline-formula><mml:math id="M30" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> above the surface (Table <xref ref-type="table" rid="T1"/>).</p>

<table-wrap id="T1" specific-use="star"><label>Table 1</label><caption><p id="d2e737">An overview of the main simulation parameters of MicroHH <xref ref-type="bibr" rid="bib1.bibx39" id="paren.35"/>. The full simulation setup to reproduce this study is provided in the associated data repository <xref ref-type="bibr" rid="bib1.bibx32" id="paren.36"/>.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="2">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Parameter</oasis:entry>
         <oasis:entry colname="col2"/>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Domain size</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:mn mathvariant="normal">38</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mn mathvariant="normal">400</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow><mml:mo>×</mml:mo><mml:mn mathvariant="normal">25</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mn mathvariant="normal">600</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow><mml:mo>×</mml:mo><mml:mn mathvariant="normal">12</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mn mathvariant="normal">082</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Horizontal resolution</oasis:entry>
         <oasis:entry colname="col2">25 <inline-formula><mml:math id="M32" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Lowest vertical level</oasis:entry>
         <oasis:entry colname="col2">10 <inline-formula><mml:math id="M33" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Vertical stretching levels</oasis:entry>
         <oasis:entry colname="col2">3000 <inline-formula><mml:math id="M34" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, 12 082 <inline-formula><mml:math id="M35" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Vertical stretching factor</oasis:entry>
         <oasis:entry colname="col2">1.002, 1.015</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Initial and boundary conditions</oasis:entry>
         <oasis:entry colname="col2">ERA5 reanalysis (41.51775° N, 1.494428° E)</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Simulation period</oasis:entry>
         <oasis:entry colname="col2">16:00–20:00 UTC, 24 July 2021</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Advection scheme</oasis:entry>
         <oasis:entry colname="col2">2i5 (2nd-order with 5th-order interpolation)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Surface scheme</oasis:entry>
         <oasis:entry colname="col2">surface (Monin–Obukhov based surface model)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Roughness length momentum</oasis:entry>
         <oasis:entry colname="col2">0.075 <inline-formula><mml:math id="M36" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Roughness length heat</oasis:entry>
         <oasis:entry colname="col2">0.003 <inline-formula><mml:math id="M37" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <p id="d2e949">Each simulation covers a 4-h period (16:00–20:00 UTC) on 24 July 2021. For the analysis (Sect. <xref ref-type="sec" rid="Ch1.S3"/>), we used the last hour of the simulations (19:00–20:00 UTC) as it matches the timing of the sounding (19:51 UTC) and the period during which local firefighters reported the reversal of the surface winds. Hence, this is the period in which we expect a fire-induced circulation to develop. The first two hours serve as spin-up time, after which the fire is initialised. This provides an additional hour of spin-up time (18:00–19:00 UTC) to allow the convective plume to develop, ensuring a dry convective plume between 19:00–20:00 UTC.</p>
      <p id="d2e954">Detailed implementations of the fire and meteorological boundary conditions are described in Sects. <xref ref-type="sec" rid="Ch1.S2.SS2.SSS1"/> and <xref ref-type="sec" rid="Ch1.S2.SS2.SSS2"/>, respectively.</p>
<sec id="Ch1.S2.SS2.SSS1">
  <label>2.2.1</label><title>Fire implementation</title>
      <p id="d2e969">To implement a fire in MicroHH, we added a stationary moon-shaped area with a constant heat flux of 145 <inline-formula><mml:math id="M38" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kW</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F2"/>) between 18:00–20:00 UTC on top of the ambient surface fluxes from ERA5 (see Sect. <xref ref-type="sec" rid="Ch1.S2.SS2.SSS2"/>). To prevent numerical errors, we applied Gaussian smoothing (<inline-formula><mml:math id="M39" display="inline"><mml:mrow><mml:mi mathvariant="italic">σ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">25</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M40" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>) to smooth the transition from the ambient surface fluxes (<inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula>–<inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M43" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">W</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) to the fire fluxes (<inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">5</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M45" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">W</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>). The stationarity is justified by the significantly smaller rate of spread of the fire compared to the wind speed, which makes the movement of the fire negligible from an atmospheric perspective, the main focus of our study. The significant advantage of stationarity is that it enables temporal averaging of the plume to detect persistent patterns in the impact of the fire on the atmosphere.  Additionally, stationarity eliminates the need for fuel and topographic maps. Hence, the surface of the simulated domain is flat and homogeneous. Although the local topography is simplified to a flat plain, the average elevation is accounted for through the ERA5 pressure field (see Sect. <xref ref-type="sec" rid="Ch1.S2.SS2.SSS2"/>).</p>

      <fig id="F2" specific-use="star"><label>Figure 2</label><caption><p id="d2e1086">The surface heat flux in the simulation, including Gaussian smoothing (<inline-formula><mml:math id="M46" display="inline"><mml:mrow><mml:mi mathvariant="italic">σ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">25</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M47" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>), with a zoom-in on the moon-shaped implementation of the fire. The arrows indicate the dimensions of the implemented wildfire, which are 1100 <inline-formula><mml:math id="M48" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (1), 350 <inline-formula><mml:math id="M49" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (2), and 150 <inline-formula><mml:math id="M50" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (3).</p></caption>
            <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f02.png"/>

          </fig>

      <p id="d2e1139">The moon-shaped area is based on observations of the SCQ fire by the Catalan Fire Service, including the fire perimeters shown in Fig. <xref ref-type="fig" rid="F1"/>a, which indicate a fire 1100 <inline-formula><mml:math id="M51" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> wide and 350 <inline-formula><mml:math id="M52" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> deep, with a 150 <inline-formula><mml:math id="M53" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> deep flaming zone at the head of the fire (arrows 1, 2, and 3 in Fig. <xref ref-type="fig" rid="F2"/>). To implement it, we define the shape based on two quadratic equations, Eqs. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) and (<xref ref-type="disp-formula" rid="Ch1.E2"/>), which represent the east and west borders of the flaming zone, respectively:

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M54" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E1"><mml:mtd><mml:mtext>1</mml:mtext></mml:mtd><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi>x</mml:mi><mml:mtext>east</mml:mtext></mml:msub><mml:mo>(</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mtext>east</mml:mtext></mml:msub><mml:mfenced open="[" close="]"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msup><mml:mfenced close=")" open="("><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>(</mml:mo><mml:mi>y</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>y</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mi>W</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle></mml:mfrac></mml:mstyle></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E2"><mml:mtd><mml:mtext>2</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi>x</mml:mi><mml:mtext>west</mml:mtext></mml:msub><mml:mo>(</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mtext>west</mml:mtext></mml:msub><mml:mfenced close="]" open="["><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msup><mml:mfenced open="(" close=")"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>(</mml:mo><mml:mi>y</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>y</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mi>W</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle></mml:mfrac></mml:mstyle></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

            with <inline-formula><mml:math id="M55" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> representing the distance of the fire to the west border of the domain (2000 <inline-formula><mml:math id="M56" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>), <inline-formula><mml:math id="M57" display="inline"><mml:mrow><mml:msub><mml:mi>y</mml:mi><mml:mi>c</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> representing the centre of the fire on the <inline-formula><mml:math id="M58" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula> axis (12 812.5 <inline-formula><mml:math id="M59" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>) and <inline-formula><mml:math id="M60" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> the width of the fire (arrow 1 in Fig. <xref ref-type="fig" rid="F2"/>; 1100 <inline-formula><mml:math id="M61" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>). Lastly, <inline-formula><mml:math id="M62" display="inline"><mml:mi>L</mml:mi></mml:math></inline-formula> represents the distance between <inline-formula><mml:math id="M63" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and the peak of the parabole at <inline-formula><mml:math id="M64" display="inline"><mml:mrow><mml:msub><mml:mi>y</mml:mi><mml:mi>c</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, so for the west border (<inline-formula><mml:math id="M65" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mtext>west</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>) of the flaming zone (Eq. <xref ref-type="disp-formula" rid="Ch1.E2"/>) it represents arrow 2 in Fig. <xref ref-type="fig" rid="F2"/> (350 <inline-formula><mml:math id="M66" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>), while for the east border (<inline-formula><mml:math id="M67" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mtext>east</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>) it represents arrows 2 + 3 (500 <inline-formula><mml:math id="M68" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>).</p>
      <p id="d2e1450">The flaming zone is defined as the area between Eqs. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) and (<xref ref-type="disp-formula" rid="Ch1.E2"/>) where <inline-formula><mml:math id="M69" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mtext>west</mml:mtext></mml:msub><mml:mo>≤</mml:mo><mml:mi>x</mml:mi><mml:mo>≤</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mtext>east</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>. At the flanks of the fire where <inline-formula><mml:math id="M70" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>y</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>±</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mi>w</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula>, the dimensionless ratio <inline-formula><mml:math id="M71" display="inline"><mml:mrow><mml:msup><mml:mfenced close=")" open="("><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mo>(</mml:mo><mml:mi>y</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>y</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mfrac><mml:mi>W</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mfrac></mml:mstyle></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula>. Hence, <inline-formula><mml:math id="M72" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mtext>west</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mtext>east</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> at the flanks, therefore resulting in the end of the flaming zone. When moving from the flanks to the centre of the fire (<inline-formula><mml:math id="M73" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>y</mml:mi><mml:mi>c</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>), the dimensionless ratio goes to 0, resulting in the maximum difference between Eqs. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) and (<xref ref-type="disp-formula" rid="Ch1.E2"/>), which equals <inline-formula><mml:math id="M74" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mtext>east</mml:mtext></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mtext>west</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">150</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M75" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, the maximum flaming zone depth (arrow 3 in Fig. <xref ref-type="fig" rid="F2"/>).</p>
      <p id="d2e1610">Furthermore, the constant heat flux means that we do not explicitly simulate the combustion. Instead, we derived the fire line intensity (FLI in <inline-formula><mml:math id="M76" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kW</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) based on Byram's definition of the fire line intensity <xref ref-type="bibr" rid="bib1.bibx6" id="paren.37"/>:

                  <disp-formula id="Ch1.E3" content-type="numbered"><label>3</label><mml:math id="M77" display="block"><mml:mstyle displaystyle="true" class="stylechange"/><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mtext>FLI</mml:mtext><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.5</mml:mn><mml:mi>H</mml:mi><mml:mfenced open="[" close="]"><mml:mrow><mml:mi>w</mml:mi><mml:mfenced close=")" open="("><mml:mrow><mml:mn mathvariant="normal">1.0308</mml:mn><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.048</mml:mn><mml:mtext>FFMC</mml:mtext></mml:mrow></mml:mfenced></mml:mrow></mml:mfenced><mml:mtext>ROS</mml:mtext></mml:mrow></mml:math></disp-formula>

            where ROS represents the observed rate of spread <inline-formula><mml:math id="M78" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> determined from the observed fire perimeter (Fig. <xref ref-type="fig" rid="F1"/>a) using the methodology described by <xref ref-type="bibr" rid="bib1.bibx13" id="text.38"/>, <inline-formula><mml:math id="M79" display="inline"><mml:mi>H</mml:mi></mml:math></inline-formula> the heat content of the fuel in <inline-formula><mml:math id="M80" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">J</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">kg</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M81" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula> the amount of available fuel in <inline-formula><mml:math id="M82" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. For <inline-formula><mml:math id="M83" display="inline"><mml:mi>H</mml:mi></mml:math></inline-formula>, we used an effective heat content of 14 700 <inline-formula><mml:math id="M84" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kJ</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">kg</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, which is within the average reported <inline-formula><mml:math id="M85" display="inline"><mml:mi>H</mml:mi></mml:math></inline-formula> for experiments <xref ref-type="bibr" rid="bib1.bibx15" id="paren.39"/>. Furthermore, we added two correction factors. Firstly, following <xref ref-type="bibr" rid="bib1.bibx30" id="text.40"/>, we applied a correction factor of 0.5 based on the assumption that 50 <inline-formula><mml:math id="M86" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> of the radiative heat is lost to the surrounding atmosphere, meaning that only 50 <inline-formula><mml:math id="M87" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> of the FLI contributes to the buoyant plume formation. Secondly, similarly to <xref ref-type="bibr" rid="bib1.bibx19" id="text.41"/>, we correct the available fuel based on the fine fuel moisture content, FFMC <xref ref-type="bibr" rid="bib1.bibx24" id="paren.42"/>, albeit with a different approach. The FFMC correction factor in Eq. (<xref ref-type="disp-formula" rid="Ch1.E3"/>), <inline-formula><mml:math id="M88" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.0308</mml:mn><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.048</mml:mn><mml:mtext>FFMC</mml:mtext></mml:mrow></mml:math></inline-formula>, is designed under the assumption that all fuel is available for burning at a relative humidity of 3 <inline-formula><mml:math id="M89" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula>, and that the amount of available fuel decreases linearly with increasing relative humidity until the extinction relative humidity of 21 <inline-formula><mml:math id="M90" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> is reached.</p>
      <p id="d2e1829">For the SCQ fire (between 19:00–20:00 UTC), the ROS is determined at 1 <inline-formula><mml:math id="M91" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M92" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula> was approximated at 3.3 <inline-formula><mml:math id="M93" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> based on the dominant fuel type, the pinus halepensis. Furthermore, we estimated the FFMC to be between 0 <inline-formula><mml:math id="M94" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula>–6 <inline-formula><mml:math id="M95" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> based on the weather station data (Fig. <xref ref-type="fig" rid="F1"/>). Using Eq. (<xref ref-type="disp-formula" rid="Ch1.E3"/>), this results in an FLI ranging from <inline-formula><mml:math id="M96" display="inline"><mml:mrow><mml:mn mathvariant="normal">18</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M97" display="inline"><mml:mrow><mml:mn mathvariant="normal">25</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M98" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kW</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. To convert the FLI into a surface flux, we divided the FLI by the flaming zone depth (150 <inline-formula><mml:math id="M99" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, arrow 3 in Fig. <xref ref-type="fig" rid="F2"/>), which resulted in a fire heat flux ranging between 120–170 <inline-formula><mml:math id="M100" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kW</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. Within this range, we selected the mean heat flux of 145 <inline-formula><mml:math id="M101" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kW</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> for the fire in our simulations (see Sect. <xref ref-type="sec" rid="Ch1.S2.SS3"/>).</p>
      <p id="d2e1988">Lastly, we do not simulate the chemical composition of the fire-induced plume. Instead, we use an inert tracer to represent the plume shape. Consequently, we do not simulate the interaction of the smoke plume with radiation, so shadowing effects are not included. The lack of shadowing effects is expected to have a negligible impact on the outcomes of this study as we focus on the period between 19:00–20:00 UTC, which is around sunset (19:41 UTC). At sunset, the incoming radiation makes a minimal contribution to the energy balance, rendering the shadowing effect negligible.</p>
</sec>
<sec id="Ch1.S2.SS2.SSS2">
  <label>2.2.2</label><title>Meteorological boundary conditions</title>
      <p id="d2e1999">To create as realistic meteorological conditions as possible in MicroHH, we used the ERA5 reanalysis data <xref ref-type="bibr" rid="bib1.bibx17" id="paren.43"/> as boundary conditions. ERA5 is considered one of the best currently available reanalysis datasets for studying convective environments <xref ref-type="bibr" rid="bib1.bibx35" id="paren.44"/>. Additionally, the high vertical resolution (28 layers within the lower 2 <inline-formula><mml:math id="M102" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> of the atmosphere) of ERA5 at hourly intervals captures the pre-fire atmospheric boundary layer, which is the layer where pyro-convection occurs. We retrieved the ERA5 boundary conditions at a single point, the centre of the SCQ fire (latitude: 41.51775°, longitude: 1.494428°), since MicroHH uses periodic boundaries.</p>
      <p id="d2e2016">Figure <xref ref-type="fig" rid="F3"/> shows the ERA5 boundary conditions of the virtual potential temperature (<inline-formula><mml:math id="M103" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>), specific humidity (<inline-formula><mml:math id="M104" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula>), wind speed (<inline-formula><mml:math id="M105" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>) and wind direction (<inline-formula><mml:math id="M106" display="inline"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mtext>dir</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>) at 16, 18, and 20:00 UTC. The <inline-formula><mml:math id="M107" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M108" display="inline"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mtext>dir</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> show moistening of the CBL combined with backing winds, indicating a sea breeze in ERA5 after 16:00 UTC (Fig. <xref ref-type="fig" rid="F3"/>b and d). Besides moistening, the sea breeze also causes cooling of the boundary layer, which combined with the shift from a positive to a negative surface heat flux between 19:00–20:00 UTC explains the transformation of the convective boundary layer at 16:00 UTC (blue line; Fig. <xref ref-type="fig" rid="F3"/>a) into a neutral boundary layer (<inline-formula><mml:math id="M109" display="inline"><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>z</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M110" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>) capped by a residual layer (<inline-formula><mml:math id="M111" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.5</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>z</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M112" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>) between 19:00–20:00 UTC (purple dotted line; Fig. <xref ref-type="fig" rid="F3"/>a), the period of interest for this case study of the SCQ fire. The reduction in turbulence is also visible in the vertical profile of <inline-formula><mml:math id="M113" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>, which shows the development of a low-level jet at 20:00 UTC (purple dotted line; Fig. <xref ref-type="fig" rid="F3"/>c).</p>

      <fig id="F3" specific-use="star"><label>Figure 3</label><caption><p id="d2e2142">The boundary conditions for MicroHH of <inline-formula><mml:math id="M114" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> <bold>(a)</bold>, <inline-formula><mml:math id="M115" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula> <bold>(b)</bold>, <inline-formula><mml:math id="M116" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> <bold>(c)</bold>, and <inline-formula><mml:math id="M117" display="inline"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mtext>dir</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> <bold>(d)</bold> obtained from the ERA5 reanalysis dataset <xref ref-type="bibr" rid="bib1.bibx17" id="paren.45"/> using the (LS)<sup>2</sup>D python package <xref ref-type="bibr" rid="bib1.bibx40" id="paren.46"/> at 16:00, 18:00, and 20:00 UTC.</p></caption>
            <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f03.png"/>

          </fig>

      <p id="d2e2216">The arrival of the sea breeze in ERA5 (after 16:00 UTC) occurs three hours earlier than the observations (see Sect. <xref ref-type="sec" rid="Ch1.S2.SS1"/>). Furthermore, the sea breeze in ERA5 is accompanied by significant backing of the wind (<inline-formula><mml:math id="M119" display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn mathvariant="normal">90</mml:mn></mml:mrow></mml:math></inline-formula>°), resulting in southerly winds (Fig. <xref ref-type="fig" rid="F3"/>d), while the observations indicate only slight backing of the wind by 30–60° (Fig. <xref ref-type="fig" rid="F1"/>d), which kept the winds predominantly westerly. Previous validation studies of ERA5 in complex terrain show that a horizontal resolution of 31 <inline-formula><mml:math id="M120" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> is often insufficient to resolve small-scale orographic features, leading to significant discrepancies in local winds <xref ref-type="bibr" rid="bib1.bibx16 bib1.bibx45" id="paren.47"/>. For the SCQ fire, this suggests that the ERA5 grid is too coarse to resolve the coastal mountain range in Catalonia, which acted as a barrier to the sea breeze, delaying its arrival until 19:00 UTC <xref ref-type="bibr" rid="bib1.bibx9" id="paren.48"/>. Despite the temporal and directional mismatch between the sea breeze in ERA5 and the observations, it does not significantly affect the objectives of our study, since we simulate a stationary fire, meaning the location of the fire inside our simulation is decoupled from the ambient wind direction. This decoupling allows us to focus on understanding the impact of pyro-convection on the atmosphere rather than accurately replicating the observed fire spread under imperfect boundary conditions.</p>
</sec>
</sec>
<sec id="Ch1.S2.SS3">
  <label>2.3</label><title>Experiments</title>
      <p id="d2e2259">Table <xref ref-type="table" rid="T2"/> lists the four LES simulations using in this study. The first two simulations, <italic>ref-run</italic> and <italic>fire-run</italic>, follow exactly the simulation setup described in Sect. <xref ref-type="sec" rid="Ch1.S2.SS2"/>. The only difference is that for the fire-run, a fire is initialised at 18:00 UTC, whereas for the <italic>ref-run</italic>, no fire is initiated. Consequently, the difference between the <italic>fire-run</italic> and the <italic>ref-run</italic> shows the impact of the fire on the atmosphere. Hence, using these two simulations, we can determine the impact of the fire-induced circulation on the thermodynamic structure of the atmosphere, our first objective.</p>

<table-wrap id="T2" specific-use="star"><label>Table 2</label><caption><p id="d2e2285">Overview of the LES simulations used in this study.</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="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Name</oasis:entry>
         <oasis:entry colname="col2">Fire Initialized (18:00 UTC)</oasis:entry>
         <oasis:entry colname="col3">Modifications (Relative to Sect. 2.2)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1"><italic>ref-run</italic></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M124" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>fire-run</italic></oasis:entry>
         <oasis:entry colname="col2">✓</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>fire-run:no-u-advec</italic></oasis:entry>
         <oasis:entry colname="col2">✓</oasis:entry>
         <oasis:entry colname="col3">No large scale zonal momentum advection</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><italic>fire-run:pg</italic></oasis:entry>
         <oasis:entry colname="col2">✓</oasis:entry>
         <oasis:entry colname="col3">Only the large scale pressure gradient forcing active<sup>*</sup></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d2e2288"><sup>*</sup> Domain extended 25 <inline-formula><mml:math id="M122" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> eastward (48 <inline-formula><mml:math id="M123" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>) to avoid recirculation due to the increased zonal wind speed in this sensitivity experiment (Fig. <xref ref-type="fig" rid="F15"/>).</p></table-wrap-foot></table-wrap>

      <p id="d2e2411">The last two simulations, <italic>fire-run:no-u-advec</italic> and <italic>fire-run:pg</italic>, are modified versions of the <italic>fire-run</italic> designed to investigate whether the directional wind shear, as hypothesised, governs the development of a fire-induced circulation. In these two simulations, we modified the large-scale forcings of the zonal and meridional wind in two different ways to create increasingly less directional wind shear compared to the <italic>fire-run</italic>.</p>
      <p id="d2e2427">In MicroHH, three large-scale forcings are applied to the zonal and meridional wind components (Eqs. <xref ref-type="disp-formula" rid="Ch1.E4"/> and <xref ref-type="disp-formula" rid="Ch1.E5"/>, respectivelly): (1) large-scale advection prescribed directly from ERA5 (<inline-formula><mml:math id="M126" display="inline"><mml:mrow><mml:msub><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mo>∂</mml:mo><mml:mi>u</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mtext>lsa</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M127" display="inline"><mml:mrow><mml:msub><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mo>∂</mml:mo><mml:mi>v</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mtext>lsa</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>), (2) the pressure gradient implemented through the geostrophic wind (<inline-formula><mml:math id="M128" display="inline"><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi>g</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M129" display="inline"><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi>g</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>), and (3) nudging defined by the nudging velocities (<inline-formula><mml:math id="M130" display="inline"><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M131" display="inline"><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) and a nudging timescale (<inline-formula><mml:math id="M132" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">τ</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) set at 10 800 <inline-formula><mml:math id="M133" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">s</mml:mi></mml:mrow></mml:math></inline-formula>.

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M134" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E4"><mml:mtd><mml:mtext>4</mml:mtext></mml:mtd><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:msub><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi>u</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mtext>ls</mml:mtext></mml:msub><mml:mo>∼</mml:mo><mml:munder><mml:munder class="underbrace"><mml:mrow><mml:msub><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi>u</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mtext>lsa</mml:mtext></mml:msub></mml:mrow><mml:mo mathvariant="normal">︸</mml:mo></mml:munder><mml:mstyle scriptlevel="+1"><mml:mtable class="substack"><mml:mtr><mml:mtd><mml:mtext>Large scale</mml:mtext></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mtext>advection</mml:mtext></mml:mtd></mml:mtr></mml:mtable></mml:mstyle></mml:munder><mml:mo>+</mml:mo><mml:munder><mml:munder class="underbrace"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:mi>v</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mi>g</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo mathvariant="normal">︸</mml:mo></mml:munder><mml:mtext>Pressure gradient</mml:mtext></mml:munder><mml:mo>-</mml:mo><mml:munder><mml:munder class="underbrace"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi>u</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi mathvariant="italic">τ</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo mathvariant="normal">︸</mml:mo></mml:munder><mml:mtext>nudging</mml:mtext></mml:munder></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E5"><mml:mtd><mml:mtext>5</mml:mtext></mml:mtd><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:msub><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi>v</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mtext>ls</mml:mtext></mml:msub><mml:mo>∼</mml:mo><mml:munder><mml:munder class="underbrace"><mml:mrow><mml:msub><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi>v</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mtext>lsa</mml:mtext></mml:msub></mml:mrow><mml:mo mathvariant="normal">︸</mml:mo></mml:munder><mml:mstyle scriptlevel="+1"><mml:mtable class="substack"><mml:mtr><mml:mtd><mml:mtext>Large scale</mml:mtext></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mtext>advection</mml:mtext></mml:mtd></mml:mtr></mml:mtable></mml:mstyle></mml:munder><mml:mo>-</mml:mo><mml:munder><mml:munder class="underbrace"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:mi>u</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi>g</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo mathvariant="normal">︸</mml:mo></mml:munder><mml:mtext>Pressure gradient</mml:mtext></mml:munder><mml:mo>-</mml:mo><mml:munder><mml:munder class="underbrace"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi>v</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi mathvariant="italic">τ</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo mathvariant="normal">︸</mml:mo></mml:munder><mml:mtext>nudging</mml:mtext></mml:munder><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

          where <inline-formula><mml:math id="M135" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> represents the Coriolis parameter of <inline-formula><mml:math id="M136" display="inline"><mml:mrow><mml:mn mathvariant="normal">9.67</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">5</mml:mn></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mrow></mml:math></inline-formula> based on the center of the SCQ fire (latitude: 41.51775°, longitude: 1.494428°).</p>
      <p id="d2e2804">Figure <xref ref-type="fig" rid="F4"/> shows the large-scale forcing terms for the zonal and meridional wind components based on the <italic>fire-sim</italic>. Near the surface (<inline-formula><mml:math id="M137" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">500</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M138" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>), the large-scale advection term (a) is dominant for the zonal wind component (solid lines), whereas for the meridional wind component (dashed lines), the pressure gradient term (b) is the largest. Hence, to reduce the directional wind shear, we modified the <italic>fire-run</italic> in two ways: (1) turning off the large-scale advection of zonal momentum after 18:00 UTC (<italic>fire-run:no-u-advec</italic>) and (2) turning off both large-scale momentum advection and nudging after 18:00 UTC, resulting in a simulation with only a pressure gradient forcing (<italic>fire-run:pg</italic>). The subsequent changes in vertical wind profiles are discussed in Sect. <xref ref-type="sec" rid="Ch1.S3.SS3"/>.</p>

      <fig id="F4" specific-use="star"><label>Figure 4</label><caption><p id="d2e2844">The advection <bold>(a)</bold>, pressure gradient <bold>(b)</bold>, and nudging <bold>(c)</bold> terms and total change <bold>(d)</bold> for the zonal (solid lines) and meridional (dashed lines) wind speed over time as presented in Eqs. (<xref ref-type="disp-formula" rid="Ch1.E4"/>) and (<xref ref-type="disp-formula" rid="Ch1.E5"/>) in the lowest three km a.g.l. for the <italic>fire-run</italic>. The vertical profiles represent a line average along the <inline-formula><mml:math id="M139" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> direction at <inline-formula><mml:math id="M140" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">12.8125</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M141" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f04.png"/>

        </fig>

</sec>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Results</title>
      <p id="d2e2909">The analysis is split into three stages. First, we evaluate the extent to which our core simulation setup (Sect. <xref ref-type="sec" rid="Ch1.S2.SS2"/>) compares to the visual observations and sounding measurements (Sect. <xref ref-type="sec" rid="Ch1.S3.SS1"/>). Second, we analyse the atmospheric response to the dry pyro-convection in the <italic>fire-run</italic>, focusing on the development and subsequent impact of the fire-induced circulation (Sect. <xref ref-type="sec" rid="Ch1.S3.SS2"/>). Lastly, we use the sensitivity experiments (Sect. <xref ref-type="sec" rid="Ch1.S2.SS3"/>) to investigate the impact of the reduced directional wind shear on the development of the fire-induced circulation (Sect. <xref ref-type="sec" rid="Ch1.S3.SS3"/>).</p>
<sec id="Ch1.S3.SS1">
  <label>3.1</label><title>Comparison with observations</title>
      <p id="d2e2933">To evaluate the simulated pyro-convection between 19:00–20:00 UTC, we compare the simulated plume shape and vertical profile of the virtual potential temperature (<inline-formula><mml:math id="M142" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) and wind speed (<inline-formula><mml:math id="M143" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>) with visual observations (Fig. <xref ref-type="fig" rid="F5"/>) and the in-plume radiosonde measurements (Fig. <xref ref-type="fig" rid="F6"/>). The observed plume of the SCQ fire between 19:00–20:00 UTC is presented in Fig. <xref ref-type="fig" rid="F5"/>a–c for 19:13, 19:34, and 19:59 UTC. Throughout the hour, a well-developed convection column was observed (1) with occasional overshooting (2) and a horizontally dispersed smoke layer, also called the dispersion layer (3). Here, the distinction between the convection column and the dispersion layer is made visually based on the dominant axis of development: vertical (i.e. convection column) or horizontal (i.e. dispersion layer). The average simulated plume shape between 19:00–20:00 UTC based on the inert tracer is shown in Fig. <xref ref-type="fig" rid="F5"/>d (grey outline). Similar to the observed plume, the average simulated plume also shows a convection column and a dispersion layer. Occasional overshooting also occurs in the simulation (not shown), but not consistently enough to affect the average plume shape. Additionally, the simulation shows, on average, downward transport of smoke below the dispersion layer, which suggests subsiding motions ahead of the fire front. Although the downward transport of smoke does not become apparent in Fig. <xref ref-type="fig" rid="F5"/>a–c, it does match descriptions of the plume behaviour provided by local fire fighters.</p>

      <fig id="F5" specific-use="star"><label>Figure 5</label><caption><p id="d2e2967">A qualitative comparison between the observed and simulated plume shape between 19:00–20:00 UTC. The observed plume is presented before sunset (19:41 UTC) at 19:13 <bold>(a)</bold> and 19:34 <bold>(b)</bold> and after sunset at 19:59 <bold>(c)</bold> UTC (<inline-formula><mml:math id="M144" display="inline"><mml:mrow><mml:mtext>LT</mml:mtext><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula>) with the convection column, occasional overshooting and dispersion layer indicated by the numbers 1–3, respectively (Pictures taken from <xref ref-type="bibr" rid="bib1.bibx29" id="altparen.49"/>). The average simulated plume shape between 19:00–20:00 UTC <bold>(d)</bold> is visualised using the inert tracer (<inline-formula><mml:math id="M145" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0.0025</mml:mn></mml:mrow></mml:math></inline-formula>) with green and red shading indicating the convection column and dispersion layer, respectivelly. Additionally, the displacement of the radiosonde in the east-west direction is shown (black triangles).</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f05.jpg"/>

        </fig>

      <p id="d2e3014">For the remainder of this comparison, we will compare the radiosonde measurements to the simulation, which has two challenges. Firstly, the location of the radiosonde relative to the plume during the measurements is unknown, as we do not have observations on the exact location of the plume during the sounding. Secondly, we cannot replicate the exact shape of the turbulent plume at the time of the sounding, since turbulence is a chaotic process. Instead, we can replicate the average shape of the plume between 19:00–20:00 UTC, the period in which the sounding was released. Despite these challenges, we know that the radiosonde moved predominantly eastward (Fig. <xref ref-type="fig" rid="F1"/>a) and that it measured inside the convective core of the plume between 0.3–1.5 <inline-formula><mml:math id="M146" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude (Fig. <xref ref-type="fig" rid="F1"/>b). To capture the convective core of the plume in the simulation, we extract a <inline-formula><mml:math id="M147" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:math></inline-formula> cross-section at <inline-formula><mml:math id="M148" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">12.8125</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M149" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>. This <inline-formula><mml:math id="M150" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:math></inline-formula> cross-section represents an east-west plane through the centre of the fire, matching the predominant eastward movement of the radiosonde. Hence, we will compare the radiosonde measurements with the averaged <inline-formula><mml:math id="M151" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:math></inline-formula> cross-section of the plume in the <italic>fire-run</italic> between 19:00–20:00 UTC through the centre of the fire.</p>
      <p id="d2e3084">The measured rising speed and horizontal displacement of the in-plume radiosonde (black triangles; Fig. <xref ref-type="fig" rid="F5"/>d) provide a quantification of the observed plume shape. The horizontal displacement of the radiosonde within the convective core of the plume (0.3–1.5 <inline-formula><mml:math id="M152" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude) shows that the averaged simulated plume shape is less tilted than the observed one. Above 1.5 <inline-formula><mml:math id="M153" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>, the rising of the radiosonde effectively halts, resulting in approximately 3 <inline-formula><mml:math id="M154" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> of primarily horizontal displacement between 1.5–1.7 <inline-formula><mml:math id="M155" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude before continuing its ascent (Fig. <xref ref-type="fig" rid="F5"/>d). This suggests that the radiosonde exited the convection column between 1.5–1.7 <inline-formula><mml:math id="M156" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>, but whether the exit occurred at the top of the plume cannot be derived from the rising speed and horizontal displacement of the radiosonde.</p>
      <p id="d2e3132">To further evaluate the simulated pyro-convection, we compare the simulated in-plume <inline-formula><mml:math id="M157" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M158" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>, with the radiosonde measurements during its ascent (black triangles; Fig. <xref ref-type="fig" rid="F6"/>a and c). Additionally, we evaluate the simulated ambient conditions by comparing the observed <inline-formula><mml:math id="M159" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> during the descent of the radiosonde. The measurements near the surface (<inline-formula><mml:math id="M160" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.3</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M161" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>) during the ascent show an increase in <inline-formula><mml:math id="M162" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F6"/>a). This increase coincides with the near-surface acceleration of the rising speed (Fig. <xref ref-type="fig" rid="F1"/>b), which indicates that the increase in <inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> reflects the transition from the ambient atmosphere into the convective plume. Between 0.4–1.4 <inline-formula><mml:math id="M164" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>, a relatively constant <inline-formula><mml:math id="M165" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of 308 <inline-formula><mml:math id="M166" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">K</mml:mi></mml:mrow></mml:math></inline-formula> is observed, which coincides with the observed convection column (i.e. where rising speed <inline-formula><mml:math id="M167" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M168" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>). Above the well-mixed layer, an inversion is found (1.7–1.9 <inline-formula><mml:math id="M169" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>) with a stable layer on top (<inline-formula><mml:math id="M170" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">1.9</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M171" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>), which explains the predominantly horizontal displacement of the radiosonde for 3 <inline-formula><mml:math id="M172" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> between 1.5–1.7 <inline-formula><mml:math id="M173" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude (Fig. <xref ref-type="fig" rid="F5"/>d). The inversion is also visible in the measured <inline-formula><mml:math id="M174" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> profile inside the plume (Fig. <xref ref-type="fig" rid="F6"/>c). The <inline-formula><mml:math id="M175" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> is relatively constant (5–10 <inline-formula><mml:math id="M176" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) up to 1.7 <inline-formula><mml:math id="M177" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> above which it increases, indicating the transition from the atmospheric boundary layer into the free troposphere. The same inversion and stable layer are captured in the surroundings of the plume during the descent of the radiosonde (Fig. <xref ref-type="fig" rid="F6"/>a).</p>

      <fig id="F6" specific-use="star"><label>Figure 6</label><caption><p id="d2e3357">The vertical profiles <inline-formula><mml:math id="M178" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> measured during the descent (ambient conditions) and ascent (in-plume) of the radiosonde compared to the median simulated <inline-formula><mml:math id="M179" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in the surrounding <bold>(a)</bold> and inside the average convection column <bold>(b)</bold> between 19:00–20:00 UTC. <bold>(c)</bold> The same as in <bold>(b)</bold> but for the measured and simulated wind speed, <inline-formula><mml:math id="M180" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>. The first and third quantiles (blue dashed lines) indicate the simulated variability.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f06.png"/>

        </fig>

      <p id="d2e3408">We compared the observations with the median <inline-formula><mml:math id="M181" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M182" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> profile (blue line) inside the average simulated convection column (Fig. <xref ref-type="fig" rid="F6"/>). The medians of <inline-formula><mml:math id="M183" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M184" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> are determined per height inside the green-shaded area based on the averaged <inline-formula><mml:math id="M185" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:math></inline-formula> cross-section at <inline-formula><mml:math id="M186" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">12.8125</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M187" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>. The spread in <inline-formula><mml:math id="M188" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M189" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> is indicated with the first and third quantiles (blue dotted lines). For consistency, the same approach is used to compare the measured and simulated ambient conditions surrounding the fire-induced plume, except for using the <italic>ref-run</italic> instead of the <italic>fire-run</italic> and the median based on the entire <inline-formula><mml:math id="M190" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:math></inline-formula> cross-section instead of the green-shaded area.</p>
      <p id="d2e3515">Figure <xref ref-type="fig" rid="F6"/>b shows the median profile of <inline-formula><mml:math id="M191" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> inside the average convection column up to 2.3 <inline-formula><mml:math id="M192" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>, which is the average height of the convection column between 19:00–20:00 UTC (Fig. <xref ref-type="fig" rid="F5"/>d). At the surface (<inline-formula><mml:math id="M193" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M194" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>), the median <inline-formula><mml:math id="M195" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> reaches 384 <inline-formula><mml:math id="M196" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">K</mml:mi></mml:mrow></mml:math></inline-formula> (not shown), which quickly decreases due to mixing with the colder ambient air (304 <inline-formula><mml:math id="M197" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">K</mml:mi></mml:mrow></mml:math></inline-formula>). This pattern is opposite to the sounding (black triangles), which shows a decrease in <inline-formula><mml:math id="M198" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> near the surface, because the simulated profile starts inside the flaming zone, whereas the radiosonde was launched outside the flaming zone.</p>
      <p id="d2e3601">Above the rapid decrease in <inline-formula><mml:math id="M199" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, we find a well-mixed layer with a <inline-formula><mml:math id="M200" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> varying between 307–310 <inline-formula><mml:math id="M201" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">K</mml:mi></mml:mrow></mml:math></inline-formula> in the simulation, which matches the observed mixed layer <inline-formula><mml:math id="M202" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of 308 <inline-formula><mml:math id="M203" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">K</mml:mi></mml:mrow></mml:math></inline-formula> (black triangles). However, the inversion capping the well-mixed layer is simulated <inline-formula><mml:math id="M204" display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.3</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M205" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> higher than observed (1.7 <inline-formula><mml:math id="M206" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>). A similar overestimation is visible for the <inline-formula><mml:math id="M207" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> profile. The simulated <inline-formula><mml:math id="M208" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> is relatively constant up to 2 <inline-formula><mml:math id="M209" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude before increasing, indicating the presence of an inversion in the simulation at 2 <inline-formula><mml:math id="M210" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>, while the observed <inline-formula><mml:math id="M211" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> indicates an inversion at 1.7 <inline-formula><mml:math id="M212" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude.</p>
      <p id="d2e3726">The same difference in inversion height is present in the surroundings of the plume (Fig. <xref ref-type="fig" rid="F6"/>a). The ambient conditions in the simulation are based on the ERA5 boundary conditions (Fig. <xref ref-type="fig" rid="F3"/>), which also overestimate the inversion height by 0.3–0.4 <inline-formula><mml:math id="M213" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>. Hence, the inversion height mismatch between the observations and the simulation (Fig. <xref ref-type="fig" rid="F6"/>a) is created by ERA5 and does not reflect the performance of MicroHH. The overestimation by ERA5 is consistent with measurements in the same region and period of the SCQ fire presented by <xref ref-type="bibr" rid="bib1.bibx22" id="text.50"/>. They showed a consistent overestimation of the convective boundary layer by ERA5 due to its inability to capture local surface heterogeneity. At night, this would result in an overestimation of the height of the residual layer, which we find in Fig. <xref ref-type="fig" rid="F6"/>a.</p>
      <p id="d2e3749">Due to the overestimated inversion height, we conjecture that the simulation also overestimates the plume height. A higher plume could amplify the impacts of wildfire-induced pyro-convection on the surrounding kinematic and thermodynamic structure of the atmosphere. Nonetheless, it is not expected to significantly alter the outcomes of this study. The simulation setup was inspired by the SCQ fire to ensure atmospheric realism and to capture the fire-induced circulation. As we demonstrate below, the simulation successfully replicates a fire-induced circulation (Sect. <xref ref-type="sec" rid="Ch1.S3.SS2.SSS1"/>) as expected based on the observed surface wind reversal by the local fire fighters. Furthermore, the factors that govern the presence of a fire-induced circulation are located in the lowest 1 <inline-formula><mml:math id="M214" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> above the surface (Sect. <xref ref-type="sec" rid="Ch1.S3.SS2.SSS2"/>), far below the observed and simulated injection height of 1.7 and 2 <inline-formula><mml:math id="M215" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>, respectively. Therefore, while the simulation does not perfectly replicate the meteorological conditions observed during the SCQ fire, it suffices for the objectives of this study: (1) quantifying the impact of a fire-induced circulation on the thermodynamic structure of the atmosphere and (2) identifying the factors governing the development of a fire-induced circulation.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <label>3.2</label><title>Atmospheric response to dry pyro-convection</title>
      <p id="d2e3780">To explore the spatial impact of the simulated dry pyro-convection on the thermodynamic structure of the atmospheric boundary layer in the surroundings of the flaming zone, we calculated the boundary layer height (<inline-formula><mml:math id="M216" display="inline"><mml:mi>h</mml:mi></mml:math></inline-formula>) for the full 3D domain (Fig. <xref ref-type="fig" rid="F7"/>). We know the ambient atmospheric boundary layer between 19:00–20:00 UTC consists of a neutral boundary layer (<inline-formula><mml:math id="M217" display="inline"><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>z</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M218" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>) topped by a warmer and drier residual layer (<inline-formula><mml:math id="M219" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.5</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>z</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M220" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>), which in turn is topped by an even warmer and drier free troposphere (Fig. <xref ref-type="fig" rid="F3"/>a and b). Hence, we calculated <inline-formula><mml:math id="M221" display="inline"><mml:mi>h</mml:mi></mml:math></inline-formula> using the minimum <inline-formula><mml:math id="M222" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>q</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula> between 0.1–1.6 <inline-formula><mml:math id="M223" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude (Fig. <xref ref-type="fig" rid="F7"/>). The gradient in <inline-formula><mml:math id="M224" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula> identifies the interface between the relatively moist neutral layer and the drier residual layer (Fig. <xref ref-type="fig" rid="F3"/>b), consistent with the mixed-layer framework described by <xref ref-type="bibr" rid="bib1.bibx42" id="text.51"/>. The altitude range is chosen to exclude the surface layer (<inline-formula><mml:math id="M225" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.1</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M226" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>) and the capping inversion on top of the residual layer (<inline-formula><mml:math id="M227" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>z</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M228" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>).</p>

      <fig id="F7" specific-use="star"><label>Figure 7</label><caption><p id="d2e3937">The average boundary layer height, <inline-formula><mml:math id="M229" display="inline"><mml:mi>h</mml:mi></mml:math></inline-formula> <bold>(a)</bold> between 19:00–20:00 UTC based on the minimum <inline-formula><mml:math id="M230" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>q</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula> between 0.1–1.6 <inline-formula><mml:math id="M231" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude. The red hexagons from left to right represent the locations of the vertical profiles <bold>(a)</bold> to <bold>(e)</bold> in Fig. <xref ref-type="fig" rid="F8"/>. To highlight the impact of the fire on <inline-formula><mml:math id="M232" display="inline"><mml:mi>h</mml:mi></mml:math></inline-formula>, we calculated the difference in <inline-formula><mml:math id="M233" display="inline"><mml:mi>h</mml:mi></mml:math></inline-formula> between the <italic>fire-run</italic> and <italic>ref-run</italic> <bold>(b)</bold>. The black streamlines represent the average airflow in the residual layer based on the simulated airflow at 950 <inline-formula><mml:math id="M234" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> altitude.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f07.png"/>

        </fig>

      <p id="d2e4022">Figure <xref ref-type="fig" rid="F7"/> shows a decrease in <inline-formula><mml:math id="M235" display="inline"><mml:mi>h</mml:mi></mml:math></inline-formula> at the rear and the northern and southern flanks of the flaming zone (black dotted contour), whereas ahead (i.e. east) of the flaming zone, <inline-formula><mml:math id="M236" display="inline"><mml:mi>h</mml:mi></mml:math></inline-formula> increases within the first 2–3 <inline-formula><mml:math id="M237" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> before it decreases. To investigate how these changes in <inline-formula><mml:math id="M238" display="inline"><mml:mi>h</mml:mi></mml:math></inline-formula> are reflected in the vertical structure of the atmosphere, we visualised the average vertical profile of <inline-formula><mml:math id="M239" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> between 19:00–20:00 UTC as a function of the eastward distance (<inline-formula><mml:math id="M240" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mtext>ed</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>; red hexagons in Fig. <xref ref-type="fig" rid="F7"/>) from the fire (Fig. <xref ref-type="fig" rid="F8"/>) for both the <italic>fire-run</italic> (orange line) and <italic>ref-run</italic> (blue dashed line). Here, the <italic>ref-run</italic> profiles represent the ambient conditions without a fire.</p>

      <fig id="F8" specific-use="star"><label>Figure 8</label><caption><p id="d2e4096">The average vertical profile of <inline-formula><mml:math id="M241" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> between 19:00–20:00 UTC for five eastward distances (<inline-formula><mml:math id="M242" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mtext>ed</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>) with respect to the head of the fire (<inline-formula><mml:math id="M243" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M244" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M245" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">12.8125</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M246" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>): <inline-formula><mml:math id="M247" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.8 <inline-formula><mml:math id="M248" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> <bold>(a)</bold>, 0 <inline-formula><mml:math id="M249" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> <bold>(b)</bold>, 1.5 <inline-formula><mml:math id="M250" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> <bold>(c)</bold>, 3.5 <inline-formula><mml:math id="M251" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> <bold>(d)</bold>, and 7.5 <inline-formula><mml:math id="M252" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> <bold>(e)</bold>. These five locations are visualised in Fig. <xref ref-type="fig" rid="F7"/>a with red hexagons. To show the impact of the fire on the thermodynamic structure of the atmospheric boundary layer, the vertical profiles of <inline-formula><mml:math id="M253" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> for both the <italic>fire-run</italic> and <italic>ref-run</italic> are shown.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f08.png"/>

        </fig>

      <p id="d2e4251">Directly above the fire (<inline-formula><mml:math id="M254" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mtext>ed</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>), the heating by the fire deepens the boundary layer from 0.5–2 <inline-formula><mml:math id="M255" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F8"/>b). West of the fire (<inline-formula><mml:math id="M256" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mtext>ed</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.8</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M257" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>), we find a slight decrease of the neutral boundary layer height (Fig. <xref ref-type="fig" rid="F8"/>a). East of the fire, two opposite effects become apparent before the impact of the fire on the atmospheric boundary layer structure becomes negligible at <inline-formula><mml:math id="M258" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mtext>ed</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">7.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M259" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F8"/>e). Near the fire (<inline-formula><mml:math id="M260" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mtext>ed</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M261" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>), the neutral boundary layer deepens (Fig. <xref ref-type="fig" rid="F8"/>c), while further eastward (<inline-formula><mml:math id="M262" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mtext>ed</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">3.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M263" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>) the neutral boundary layer height is lowered from 0.5 to 0.25 <inline-formula><mml:math id="M264" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F8"/>d).</p>
      <p id="d2e4392">To understand the mechanisms behind these thermodynamic changes of the atmospheric boundary layer (Figs. <xref ref-type="fig" rid="F7"/> and <xref ref-type="fig" rid="F8"/>), we analyse the modifications of the wind patterns by the fire in Sect. <xref ref-type="sec" rid="Ch1.S3.SS2.SSS1"/> and subsequently their connection to the thermodynamic changes in Sect. <xref ref-type="sec" rid="Ch1.S3.SS2.SSS2"/>.</p>
<sec id="Ch1.S3.SS2.SSS1">
  <label>3.2.1</label><title>Fire-modified wind patterns</title>
      <p id="d2e4410">To investigate how the fire impacts its surrounding wind patterns, we compare the <italic>fire-run</italic> with the <italic>ref-run</italic>. The direct impact of any wildfire on the atmosphere is the creation of buoyancy by heating the air. With the fire, we find average vertical velocities up to 3 <inline-formula><mml:math id="M265" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> at the surface (Fig. <xref ref-type="fig" rid="F9"/>b), an order of magnitude larger than the ambient vertical velocities (Fig. <xref ref-type="fig" rid="F9"/>a). To sustain the increased vertical airflow above the flaming zone (black dotted line), additional inflow into the flaming zone is needed. Figure <xref ref-type="fig" rid="F9"/>b suggests two mechanisms that could provide the additional inflow: (1) downdrafts at the southern and western borders of the flaming zone and (2) horizontal inflow from the western, eastern and northern borders (grey streamlines).</p>

      <fig id="F9" specific-use="star"><label>Figure 9</label><caption><p id="d2e4445">The average vertical wind speed in the <italic>ref-run</italic> <bold>(a)</bold> and <italic>fire-run</italic> <bold>(b)</bold> between 19:00–20:00 UTC at the lowest vertical level of the simulation (<inline-formula><mml:math id="M266" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M267" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>). The grey streamlines show the hourly-averaged horizontal airflow patterns, the magnitude of which is presented in Fig. <xref ref-type="fig" rid="F11"/>a and c. Furthermore, the red rectangle is the area for which we calculated the mass balance to quantify the influence of the fire on the surface winds (Fig. <xref ref-type="fig" rid="F10"/>), and the black dotted line <bold>(b)</bold> indicates the simulated flaming zone (Fig. <xref ref-type="fig" rid="F2"/>).</p></caption>
            <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f09.png"/>

          </fig>

      <p id="d2e4496">To quantify the change in airflow, we calculate the mass balance of the red box surrounding the flaming zone (Fig. <xref ref-type="fig" rid="F9"/>) between 0–60 <inline-formula><mml:math id="M268" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> altitude (Fig. <xref ref-type="fig" rid="F10"/>). For the mass balance, we follow the mass conservation definition within MicroHH as defined in Eq. (2) in <xref ref-type="bibr" rid="bib1.bibx39" id="text.52"/>, which uses a reference density that is a function of height only. The limited altitude (<inline-formula><mml:math id="M269" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">60</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M270" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>) focuses the analyses on the near-surface layer below the plume neck.</p>

      <fig id="F10" specific-use="star"><label>Figure 10</label><caption><p id="d2e4536">The mass flux balance for the <italic>ref-run</italic> and <italic>fire-run</italic> calculated over the boundaries of the red box in Fig. <xref ref-type="fig" rid="F9"/> in the lowest three layers of the simulation (<inline-formula><mml:math id="M271" display="inline"><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>z</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">60</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M272" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>) between 19:00–20:00 UTC. The inflow (outflow) into the red box is defined as positive (negative). To investigate the impact of the fire on the mass transport, the difference between the two simulations (i.e. <inline-formula><mml:math id="M273" display="inline"><mml:mrow><mml:mtext mathvariant="italic">fire-run</mml:mtext><mml:mo>-</mml:mo><mml:mtext mathvariant="italic">ref-run</mml:mtext></mml:mrow></mml:math></inline-formula>) is shown.</p></caption>
            <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f10.png"/>

          </fig>

      <p id="d2e4590">Without a fire (<italic>ref-run</italic>), we find that the vertical in- and outflow are balanced (<inline-formula><mml:math id="M274" display="inline"><mml:mrow><mml:mn mathvariant="normal">149</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M275" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">145</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M276" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, respectively). Additionally, as expected, the horizontal part of the mass flux balance of the <italic>ref-run</italic> is dominated by the southerly sea breeze, with predominantly inflow from the south (<inline-formula><mml:math id="M277" display="inline"><mml:mrow><mml:mn mathvariant="normal">131</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula><inline-formula><mml:math id="M278" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) and a nearly equal outflow in the north (<inline-formula><mml:math id="M279" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">132</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M280" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>).</p>
      <p id="d2e4714">Comparing the <italic>ref-run</italic> with the <italic>fire-run</italic> in Fig. <xref ref-type="fig" rid="F10"/>, we find a <inline-formula><mml:math id="M281" display="inline"><mml:mrow><mml:mn mathvariant="normal">620</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M282" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> increase in vertical outflow, which is partially compensated by a <inline-formula><mml:math id="M283" display="inline"><mml:mrow><mml:mn mathvariant="normal">273</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M284" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> increase in vertical inflow. The gap between the changes in vertical in- and outflow (<inline-formula><mml:math id="M285" display="inline"><mml:mrow><mml:mn mathvariant="normal">347</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M286" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) is covered predominantly by changes in the airflow over the northern and western borders (<inline-formula><mml:math id="M287" display="inline"><mml:mrow><mml:mo>+</mml:mo><mml:mn mathvariant="normal">129</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M288" display="inline"><mml:mrow><mml:mo>+</mml:mo><mml:mn mathvariant="normal">176</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M289" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, respectively). At the northern border, the fire increases the inflow while decreasing the outflow, changing it from a net outflow border (<inline-formula><mml:math id="M290" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">132</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M291" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) to an almost net zero border. At the western border, the fire predominantly increases the inflow (<inline-formula><mml:math id="M292" display="inline"><mml:mrow><mml:mo>+</mml:mo><mml:mn mathvariant="normal">145</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M293" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>). Consequently, the net vertical outflow induced by the fire (<inline-formula><mml:math id="M294" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">343</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M295" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) is mostly compensated by southern (<inline-formula><mml:math id="M296" display="inline"><mml:mrow><mml:mn mathvariant="normal">172</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M297" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) and western (<inline-formula><mml:math id="M298" display="inline"><mml:mrow><mml:mn mathvariant="normal">168</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M299" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) inflow.</p>
      <p id="d2e5041">The total mass flux balance for the <italic>fire-run</italic> does not indicate a significant contribution from the eastern border, the front of the fire, despite the streamlines suggesting significant changes in airflow at the eastern border due to the fire (Fig. <xref ref-type="fig" rid="F9"/>). This contradiction arises because both the in- and outflow at the eastern border increase equally, cancelling each other out in the total mass flux balance. To further analyse the airflow at the eastern border, we show the average zonal and meridional wind in Fig. <xref ref-type="fig" rid="F11"/> for the <italic>fire-run</italic> (a and c). Additionally, we show the difference between the <italic>fire-run</italic> and the <italic>ref-run</italic> (b and d) to highlight the acceleration and deceleration of the horizontal winds due to the fire. Figure <xref ref-type="fig" rid="F11"/>b reveals two opposite changes at the eastern border: deceleration and acceleration of the zonal wind north and south of the centre of the fire (<inline-formula><mml:math id="M300" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">12.8125</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M301" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>; purple dash-dot line), respectively. The combination of deceleration and acceleration explains the simultaneous increase in in- and outflow at the east border.</p>

      <fig id="F11" specific-use="star"><label>Figure 11</label><caption><p id="d2e5085">The average zonal <bold>(a)</bold> and meridional <bold>(c)</bold> wind between 19:00–20:00 UTC at the lowest vertical level of the simulation (<inline-formula><mml:math id="M302" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M303" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>). To visualise the acceleration and deceleration due to the fire, the average difference between the <italic>fire-run</italic> and the <italic>ref-run</italic> is shown for both the zonal <bold>(b)</bold> and meridional <bold>(d)</bold> wind. The black dotted line and the purple dash-dot line indicate the simulated flaming zone (Fig. <xref ref-type="fig" rid="F2"/>) and the centre of the fire (i.e. <inline-formula><mml:math id="M304" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">12.8125</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M305" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>). The red rectangle shows the boundaries over which the mass flux balance in Fig. <xref ref-type="fig" rid="F10"/> is calculated.</p></caption>
            <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f11.png"/>

          </fig>

      <p id="d2e5159">Figure <xref ref-type="fig" rid="F12"/> shows the evolution of the surface wind patterns with altitude (Figs. <xref ref-type="fig" rid="F9"/>–<xref ref-type="fig" rid="F11"/>). We limit ourselves to average east-west cross-sections since the simulated plume also developed to the east. The southerly winds at the surface (Fig. <xref ref-type="fig" rid="F3"/>d) would suggest otherwise, but the westerly winds above 500 <inline-formula><mml:math id="M306" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> altitude (Fig. <xref ref-type="fig" rid="F3"/>d) result in the plume developing towards the east, similar to the observations described in Sect. <xref ref-type="sec" rid="Ch1.S2.SS1"/>. Hence, the east-west cross-sections are the most relevant for further analysis.</p>

      <fig id="F12" specific-use="star"><label>Figure 12</label><caption><p id="d2e5185">The vertical cross-sections of the average zonal <bold>(a)</bold> and vertical <bold>(c)</bold> wind between 19:00–20:00 UTC through the centre of the simulated fire (purple dash-dot line; Fig. <xref ref-type="fig" rid="F11"/>). The grey outline and grey streamlines represent the average plume shape based on the inert tracer and the airflow through the cross-section. To visualise the acceleration and deceleration of the wind due to the fire, the average difference between the <italic>fire-run</italic> and the <italic>ref-run</italic> is shown for the zonal <bold>(b)</bold> and vertical <bold>(d)</bold> wind.</p></caption>
            <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f12.png"/>

          </fig>

      <p id="d2e5215">While both the acceleration and deceleration areas of the zonal wind extend up to 1.5 <inline-formula><mml:math id="M307" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude, their patterns differ (Fig. <xref ref-type="fig" rid="F12"/>b). The acceleration occurs primarily inside the plume (grey outline), with the maximum acceleration at the surface. In contrast, the deceleration mainly occurs to the east of the fire (from <inline-formula><mml:math id="M308" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2.6</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M309" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> onward), with the maximum deceleration between 0.5–1 <inline-formula><mml:math id="M310" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude.</p>
      <p id="d2e5256">The largest impact on the vertical wind is the acceleration inside the plume (Fig. <xref ref-type="fig" rid="F12"/>d), resulting in average vertical velocities up to 6 <inline-formula><mml:math id="M311" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F12"/>c). We cannot directly compare the average simulated vertical velocities with instantaneous observations, which typically indicate vertical velocities of 10–30 <inline-formula><mml:math id="M312" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx4 bib1.bibx20 bib1.bibx10" id="paren.53"/>. The temporal averaging in Fig. <xref ref-type="fig" rid="F12"/> smooths away the instantaneous peaks in the simulated vertical velocities, resulting in relatively low average vertical velocities compared to instantaneous vertical velocities. In Fig. <xref ref-type="fig" rid="F13"/> we show the probability density function of the instantaneous vertical velocities inside the simulated plume (grey outline in Fig. <xref ref-type="fig" rid="F12"/>) between 19:00–20:00 UTC for both the <italic>ref-run</italic> (blue) and <italic>fire-run</italic> (orange). When considering the instantaneous vertical velocities, we find updrafts up to 32 <inline-formula><mml:math id="M313" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, which matches the typical observed range of vertical velocities <xref ref-type="bibr" rid="bib1.bibx20 bib1.bibx10" id="paren.54"/>. The same difference is visible between the average and instantaneous downdrafts. Averaged over time, the downdrafts peak at <inline-formula><mml:math id="M314" display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M315" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F12"/>c), while  Fig. <xref ref-type="fig" rid="F13"/> shows that instantaneous downdrafts have velocities up to 10 <inline-formula><mml:math id="M316" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>.</p>

      <fig id="F13" specific-use="star"><label>Figure 13</label><caption><p id="d2e5384">The probability density function of the instantaneous vertical wind inside the plume (grey outline in Fig. <xref ref-type="fig" rid="F12"/>) between 19:00–20:00 UTC for both the <italic>ref-run</italic> (blue) and <italic>fire-run</italic> (orange).</p></caption>
            <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f13.png"/>

          </fig>

      <p id="d2e5402">The combined effect of these changes in the average zonal and vertical wind by the SCQ is visualised by the grey streamlines (Fig. <xref ref-type="fig" rid="F12"/>a and c), which show the average airflow between 19:00–20:00 UTC. They reveal the formation of downdrafts 2 <inline-formula><mml:math id="M317" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> east of the fire, in addition to the rising motions inside the plume. Between the up- and downdrafts, a fire-induced circulation is visible, consisting of negative zonal wind near the surface (<inline-formula><mml:math id="M318" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M319" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>) and positive zonal wind aloft. Furthermore, the streamlines show descending inflow west of the fire (<inline-formula><mml:math id="M320" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M321" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>) despite the relatively small negative average vertical velocities upwind compared to the downdrafts ahead of the fire (Fig. <xref ref-type="fig" rid="F12"/>c).</p>
</sec>
<sec id="Ch1.S3.SS2.SSS2">
  <label>3.2.2</label><title>Fire-modified boundary layer</title>
      <p id="d2e5466">To connect the fire-modified winds (Sect. <xref ref-type="sec" rid="Ch1.S3.SS2.SSS1"/>) to the changes in the thermodynamic structure of the atmospheric boundary layer (Figs. <xref ref-type="fig" rid="F7"/> and <xref ref-type="fig" rid="F8"/>), we show the average vertical cross-sections of the virtual potential temperature (<inline-formula><mml:math id="M322" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) and specific humidity (<inline-formula><mml:math id="M323" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula>) during the <italic>fire-run</italic> in Fig. <xref ref-type="fig" rid="F14"/>a and c combined with streamlines that represent the average airflow. Furthermore, to highlight the impact of the fire on the thermodynamic structure, Fig. <xref ref-type="fig" rid="F14"/>b and d shows the difference in <inline-formula><mml:math id="M324" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M325" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula> between the <italic>fire-run</italic> and the <italic>ref-run</italic>.</p>

      <fig id="F14" specific-use="star"><label>Figure 14</label><caption><p id="d2e5528">The vertical cross-sections of the average virtual potential temperature, <inline-formula><mml:math id="M326" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> <bold>(a)</bold>, and specific humidity, <inline-formula><mml:math id="M327" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula> <bold>(c)</bold>, between 19:00–20:00 UTC through the centre of the simulated fire (purple dash-dot line; Fig. <xref ref-type="fig" rid="F11"/>). To highlight the impact of the fire, the average difference between the <italic>fire-run</italic> and the <italic>ref-run</italic> between 19:00–20:00 UTC is shown for <inline-formula><mml:math id="M328" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> <bold>(b)</bold> and <inline-formula><mml:math id="M329" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula> <bold>(d)</bold>. The grey outline and the grey streamlines show the average shape of the simulated plume and the average airflow.</p></caption>
            <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f14.png"/>

          </fig>

      <p id="d2e5594">Inside the plume (grey outline), we observe heating near the surface (<inline-formula><mml:math id="M330" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M331" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>; Fig. <xref ref-type="fig" rid="F14"/>b), while moistening only begins above 0.5 <inline-formula><mml:math id="M332" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F14"/>d). This indicates that the fire directly affects <inline-formula><mml:math id="M333" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> through the sensible heat flux, while <inline-formula><mml:math id="M334" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula> is primarily affected indirectly through the upward transport of ambient moisture by the fire-induced convection.</p>
      <p id="d2e5649">East of the plume (<inline-formula><mml:math id="M335" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">2.6</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M336" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>), two opposite patterns developed, matching the patterns of the boundary layer height in Figs. <xref ref-type="fig" rid="F7"/> and <xref ref-type="fig" rid="F8"/>. Closest to the plume (<inline-formula><mml:math id="M337" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.6</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>x</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">4.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M338" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>), Fig. <xref ref-type="fig" rid="F14"/>b and d shows cooling and moistening in the lower part of the residual layer (<inline-formula><mml:math id="M339" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.5</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>z</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M340" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>). Further eastward (<inline-formula><mml:math id="M341" display="inline"><mml:mrow><mml:mn mathvariant="normal">4.5</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>x</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">8</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M342" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>), the transition zone between the neutral boundary layer and the residual layer (<inline-formula><mml:math id="M343" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.25</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>z</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.75</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M344" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>) is warmed and dried. These two opposite patterns reflect the interaction of the fire-modified winds (grey streamlines) with the ambient boundary layer structure surrounding the fire (blue dashed line in Fig. <xref ref-type="fig" rid="F8"/>). Closest to the plume (<inline-formula><mml:math id="M345" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.6</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>x</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">4.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M346" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>), the fire-induced circulation transports relatively cool and moist air from the neutral boundary layer into the residual layer above. Further eastward (<inline-formula><mml:math id="M347" display="inline"><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>x</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M348" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>), the downdrafts transport relatively warm and dry air downward from the residual layer to the neutral boundary layer. A similar pattern of warming and drying, albeit less strong, is present west of the plume due to the descending rear inflow.</p>
</sec>
</sec>
<sec id="Ch1.S3.SS3">
  <label>3.3</label><title>Sensitivity of the fire-induced circulation to wind shear</title>
      <p id="d2e5836">Figure <xref ref-type="fig" rid="F15"/> shows the vertical profiles of the zonal wind (<inline-formula><mml:math id="M349" display="inline"><mml:mi>u</mml:mi></mml:math></inline-formula>), meridional wind (<inline-formula><mml:math id="M350" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula>), wind speed (<inline-formula><mml:math id="M351" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>) and wind direction (<inline-formula><mml:math id="M352" display="inline"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mtext>dir</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>) for the <italic>fire-run</italic> (a-d) and the two sensitivity experiments: <italic>fire-run:no-u-advec</italic> (e-h) and <italic>fire-run:pg</italic> (i-l). As intended (see Sect. <xref ref-type="sec" rid="Ch1.S2.SS3"/>), the profiles show a decrease in directional wind shear due to reduced backing of the wind in the lowest <inline-formula><mml:math id="M353" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">500</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M354" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. In both sensitivity experiments, the reduced backing is caused by an increase in <inline-formula><mml:math id="M355" display="inline"><mml:mi>u</mml:mi></mml:math></inline-formula> near the surface. The largest increase in <inline-formula><mml:math id="M356" display="inline"><mml:mi>u</mml:mi></mml:math></inline-formula>, and consequently the largest decrease in directional wind shear, occurs in <italic>fire-run:pg</italic>. The profiles of <inline-formula><mml:math id="M357" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M358" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> in the sensitivity experiments remained relatively similar to the <italic>fire-run</italic>.</p>

      <fig id="F15" specific-use="star"><label>Figure 15</label><caption><p id="d2e5940">The vertical profiles of the zonal wind (<inline-formula><mml:math id="M359" display="inline"><mml:mi>u</mml:mi></mml:math></inline-formula>), meridional wind (<inline-formula><mml:math id="M360" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula>), wind speed (<inline-formula><mml:math id="M361" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>) and wind direction (<inline-formula><mml:math id="M362" display="inline"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mtext>dir</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>) between 18:00–20:00 UTC for the <italic>fire-run</italic> <bold>(a–d)</bold> and the two sensitivity runs: <italic>fire-run:no-u-advec</italic> <bold>(e–h)</bold> and <italic>fire-run:pg</italic> <bold>(i–l)</bold>. The vertical profiles represent a line average along the <inline-formula><mml:math id="M363" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> direction at <inline-formula><mml:math id="M364" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">12.8125</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M365" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f15.png"/>

        </fig>

      <p id="d2e6028">In the following sections, we investigate how these changes in wind profiles modify the fire-induced circulation (Sect. <xref ref-type="sec" rid="Ch1.S3.SS3.SSS1"/>)  and subsequently whether these modifications alter the impact of the circulation on the thermodynamic structure of the atmospheric boundary layer (Sect. <xref ref-type="sec" rid="Ch1.S3.SS3.SSS2"/>).</p>
<sec id="Ch1.S3.SS3.SSS1">
  <label>3.3.1</label><title>Fire-modified wind patterns</title>
      <p id="d2e6043">To analyse the impact of the changes in the vertical wind profiles (Fig. <xref ref-type="fig" rid="F16"/>), we show the average zonal wind speed and streamlines in the horizontal cross-section directly above the surface at <inline-formula><mml:math id="M366" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.01</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M367" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F16"/>a–c) and the east-west cross-section through the flaming zone at <inline-formula><mml:math id="M368" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">12.8125</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M369" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F16"/>d–f). The experiments are ordered from left to right (a–c and d–f) by decreasing directional shear and increasing zonal wind speed (Fig. <xref ref-type="fig" rid="F15"/>).</p>

      <fig id="F16" specific-use="star"><label>Figure 16</label><caption><p id="d2e6097">The average zonal wind speed (<inline-formula><mml:math id="M370" display="inline"><mml:mi>u</mml:mi></mml:math></inline-formula>) and streamlines in the horizontal cross-section directly above the surface (<inline-formula><mml:math id="M371" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.01</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M372" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>) and the east-west cross-section through the flaming zone (black dotted contour) at <inline-formula><mml:math id="M373" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">12.8125</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M374" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> (blue dashed line in panels <bold>a–c</bold>) between 19:00–20:00 UTC for the <italic>fire-run</italic> <bold>(a, d)</bold>, <italic>fire-run:no-u-advec</italic> <bold>(b, e)</bold>, and <italic>fire-run:pg</italic> <bold>(c, f)</bold>. The experiments are ordered from left to right by decreasing directional shear and increasing zonal wind speed (Fig. <xref ref-type="fig" rid="F15"/>). The blue dashed line in panels <bold>d–f</bold> shows the location of the north-south cross-sections in Fig. <xref ref-type="fig" rid="F17"/>.</p></caption>
            <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f16.png"/>

          </fig>

      <p id="d2e6183">The horizontal cross-sections at the surface (Fig. <xref ref-type="fig" rid="F16"/>a–c) show that increasing zonal wind speed and decreasing directional shear decrease both the magnitude and the spatial extent of the surface wind reversal (i.e. where <inline-formula><mml:math id="M375" display="inline"><mml:mrow><mml:mi>u</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M376" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>). Furthermore, in the sensitivity experiment with the largest changes in wind profiles, <italic>fire-run:pg</italic>, the starting point of the flow reversal is displaced approximately 600 <inline-formula><mml:math id="M377" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> eastward compared to the other two experiments, where the flow reversal starts directly at the edge of the flaming zone (black dotted contour).</p>
      <p id="d2e6229">The east-west cross-sections (Fig. <xref ref-type="fig" rid="F16"/>d–f) show that a clearly defined circulation is absent in the sensitivity experiments. Nonetheless, the updrafts between 2.6–4.5 <inline-formula><mml:math id="M378" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> and the downdrafts between 4.5–6 <inline-formula><mml:math id="M379" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> in the <italic>fire-run</italic> (d) still exist in the sensitivity experiments (e, f). The main difference with the <italic>fire-run</italic> is the decrease in magnitude and vertical extent of the reversed winds (i.e. where  <inline-formula><mml:math id="M380" display="inline"><mml:mrow><mml:mi>u</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M381" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) in the sensitivity experiments. Consequently, the flow reversal in the sensitivity experiments occurs only at the surface (<inline-formula><mml:math id="M382" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M383" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>), whereas in the <italic>fire-run</italic> the flow reversal extends to an altitude of 500 <inline-formula><mml:math id="M384" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. This difference suggests that the decrease in reversed surface winds in the sensitivity experiments disconnects the updrafts and downdrafts, thereby explaining the absence of a clearly defined circulation (e, f).</p>
      <p id="d2e6316">For completeness, we also show the average meridional wind and streamlines for the north-south cross-section (Fig. <xref ref-type="fig" rid="F17"/>) for both the <italic>ref-run</italic> (a) and the three experiments with a fire (b–d) at <inline-formula><mml:math id="M385" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2.35</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M386" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> (blue dashed line in Fig. <xref ref-type="fig" rid="F16"/>d–f).  Matching the vertical profiles of <inline-formula><mml:math id="M387" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F15"/>b, f, and j), three distinct airflow layers are visible for all experiments: a positive <inline-formula><mml:math id="M388" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula> in the lowest 0.5 <inline-formula><mml:math id="M389" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>, a negative <inline-formula><mml:math id="M390" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula> between 0.5–2 <inline-formula><mml:math id="M391" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>, and a positive  <inline-formula><mml:math id="M392" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula> again above 2 <inline-formula><mml:math id="M393" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude. Comparing the <italic>ref-run</italic> (a) and the three experiments with a fire (b–d), shows that pyro-convection strengthens the mixing between the layers, visualised by the circular streamlines at both sides of the plume (grey outline) around 0.75 and 2 <inline-formula><mml:math id="M394" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude.</p>

      <fig id="F17" specific-use="star"><label>Figure 17</label><caption><p id="d2e6415">The same as Fig. <xref ref-type="fig" rid="F16"/> <bold>(b–d)</bold>, but for the meridional wind (<inline-formula><mml:math id="M395" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula>) in the north-east cross-section at <inline-formula><mml:math id="M396" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2.35</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M397" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> (blue dashed line in Fig. <xref ref-type="fig" rid="F16"/>d–f) and including the <italic>ref-run</italic> <bold>(a)</bold>.</p></caption>
            <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f17.png"/>

          </fig>

</sec>
<sec id="Ch1.S3.SS3.SSS2">
  <label>3.3.2</label><title>Fire modified boundary layer</title>
      <p id="d2e6473">To visualise the impact of the fire-modified wind patterns on the thermodynamic structure of the ambient atmosphere for the different experiments, Fig. <xref ref-type="fig" rid="F18"/> shows the change in potential temperature between the experiments with fire and the <italic>ref-run</italic> for both the east-west and north-south cross-section (blue dashed lines in Fig. <xref ref-type="fig" rid="F16"/>).</p>

      <fig id="F18" specific-use="star"><label>Figure 18</label><caption><p id="d2e6485">The average streamlines and difference in potential temperature with the <italic>ref-run</italic> in the east-west cross-section at <inline-formula><mml:math id="M398" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">12.8125</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M399" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> (blue dashed line in Fig. <xref ref-type="fig" rid="F16"/>a–c) and the north-south cross-section at <inline-formula><mml:math id="M400" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2.35</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M401" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>  (blue dashed line in Fig. <xref ref-type="fig" rid="F16"/>d–f) between 19:00–20:00 UTC for the <italic>fire-run</italic> <bold>(a, d)</bold>, <italic>fire-run:no-u-advec</italic> <bold>(b, e)</bold>, and <italic>fire-run:pg</italic> <bold>(c, f)</bold>. The experiments are ordered from left to right by decreasing directional shear and increasing zonal wind speed (Fig. <xref ref-type="fig" rid="F15"/>).</p></caption>
            <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f18.png"/>

          </fig>

      <p id="d2e6563">The impact of the fire-modified winds on <inline-formula><mml:math id="M402" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> in the sensitivity experiments is remarkably similar to the <italic>fire-run</italic> (a, d) despite significant changes in the zonal wind speed and the directional shear. At the surface, no significant changes in <inline-formula><mml:math id="M403" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> are found, while at higher altitudes, the same patterns in <inline-formula><mml:math id="M404" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> are visible.</p>
      <p id="d2e6594">The east-west cross-sections (Fig. <xref ref-type="fig" rid="F18"/>a–c) show that, due to the persistence of the updrafts and downdrafts in the sensitivity experiment, the <inline-formula><mml:math id="M405" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> patterns are the same for all experiments. This persistence reveals that a full circulation ahead of the flaming zone is not necessary to get the same pattern of warming and cooling ahead of the flaming zone visible for the <italic>fire-run</italic>. Instead, two out of the three components that form the fire-induced circulation visible for the <italic>fire-run</italic> (a), the updrafts and downdrafts, must be present to create the cooling in the first 2 <inline-formula><mml:math id="M406" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> ahead of the flaming zone and warming in the 2 <inline-formula><mml:math id="M407" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> after.</p>
      <p id="d2e6632">In the north-south cross-sections (Fig. <xref ref-type="fig" rid="F18"/>d–f), a warming and cooling tendency is visible around 0.75 and 2 <inline-formula><mml:math id="M408" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude, respectively. These tendencies coincide with the interfaces between the different airflow layers. Combined with the fact that <inline-formula><mml:math id="M409" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> increases with altitude in our simulations (Fig. <xref ref-type="fig" rid="F3"/>a), these tendencies indicate that the mixing between the layers causes the downward transport of relatively warm air and the upward transport of relatively cold air around 0.75 and 2 <inline-formula><mml:math id="M410" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> altitude, respectively.</p>
</sec>
</sec>
</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Discussion</title>
      <p id="d2e6672">In this study, we investigated fire-induced circulations and their thermodynamic impact on the atmospheric boundary layer during dry pyro-convection using LESs inspired by the SCQ fire. In this section, we first provide a schematic overview to summarise the two distinct scenarios we found in our LES experiments (Sect. <xref ref-type="sec" rid="Ch1.S4.SS1"/>; Fig. <xref ref-type="fig" rid="F19"/>). Next, we compare the wind patterns that form the fire-induced circulation with previous studies and discuss the mechanism causing the differences (Sect. <xref ref-type="sec" rid="Ch1.S4.SS2"/>). Lastly, we discuss the implications of the modified thermodynamic structure ahead of the flaming zone for dry convective fires such as the SCQ fire that inspired this study (Sect. <xref ref-type="sec" rid="Ch1.S4.SS3"/>).</p>

      <fig id="F19" specific-use="star"><label>Figure 19</label><caption><p id="d2e6685"><bold>(a)</bold> A schematic overivew of the fire-modified wind patterns in the <italic>fire-run</italic> with: (1) convective motions inside the dry convective plume, (2) downdrafts ahead of the plume, and reversed surface winds connecting the downdrafts and updrafts into a circulation (3). To illustrate the impact of the fire on the thermodynamic structure in the <italic>fire-run</italic>, the blue and red shaded area represent the areas of warming and cooling compared to the <italic>ref-run</italic>. <bold>(b)</bold> The same schematic as in <bold>(a)</bold>, but for the sensitivity experiments in which the magnitude and spatial extent of the reversed surface winds decreased. Consequently, we found that, instead of a clearly defined circulation, the three components of the circulation were disconnected: (1) the updrafts, (2) the downdrafts, and (4) the reversed surface winds. The schematics are based on Fig. <xref ref-type="fig" rid="F18"/>a–c, but are not presented to scale.</p></caption>
        <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f19.png"/>

      </fig>


<sec id="Ch1.S4.SS1">
  <label>4.1</label><title>Schematic overview of the results</title>
      <p id="d2e6724">Figure <xref ref-type="fig" rid="F19"/> shows the two distinct scenarios regarding the fire-induced circulation found in our LES experiments: one core simulation (<italic>fire-run</italic>) aimed at simulating the observed fire-induced circulations in realistic meteorological conditions and two sensitivity experiments designed to investigate the impact of the directional wind shear on the development of the fire-induced circulation. The core experiment produces a clearly defined circulation (Fig. <xref ref-type="fig" rid="F19"/>a) comprised of three components: updrafts within the plume (1), downdrafts ahead of the plume (2), and reversed surface winds connecting the downdrafts and updrafts into a circulation (3). The sensitivity experiments generate the same three components; however, no coherent circulation develops (Fig. <xref ref-type="fig" rid="F19"/>b). Despite the kinematic differences, all experiments produce identical thermodynamic impacts. Inside the plume (grey outline), all simulations show heating (red shading) near the surface and cooling at the top (blue shading). Ahead of the flaming zone, two opposite patterns are visible: cooling in the first 2 <inline-formula><mml:math id="M411" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> followed by heating further eastward.</p>
</sec>
<sec id="Ch1.S4.SS2">
  <label>4.2</label><title>Fire-modified wind patterns</title>
      <p id="d2e6752">The circulation in our results (Fig. <xref ref-type="fig" rid="F19"/>a) matches the observations by <xref ref-type="bibr" rid="bib1.bibx4" id="text.55"/> in both size and location. Based on Doppler measurements of the horizontal wind, <xref ref-type="bibr" rid="bib1.bibx4" id="text.56"/> suggested the presence of a persistent circulation ahead of the fire, which, similarly to our results, was observed in between the convective plume and downdrafts 2–3 <inline-formula><mml:math id="M412" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> ahead of the fire. Furthermore, our simulations and the observations by <xref ref-type="bibr" rid="bib1.bibx4" id="text.57"/> both show downdrafts directed away from the circulation.</p>
      <p id="d2e6774">Regarding other simulation studies, our results align with those of <xref ref-type="bibr" rid="bib1.bibx37" id="text.58"/>, who simulated the same fire. They show a circulation of similar spatial extent ahead of the fire, despite using a different LES framework. Furthermore, the simulations of a different fire by <xref ref-type="bibr" rid="bib1.bibx14" id="text.59"/> also revealed a fire-induced circulation, albeit at the flank rather than at the head of the fire as seen in our simulation. Although the location differs from our simulation, the size of the circulation, approximately 1.5 <inline-formula><mml:math id="M413" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> horizontally and 1 <inline-formula><mml:math id="M414" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> vertically, matches our results.</p>
      <p id="d2e6799">Other observations <xref ref-type="bibr" rid="bib1.bibx20 bib1.bibx31" id="paren.60"/> and simulations <xref ref-type="bibr" rid="bib1.bibx34 bib1.bibx11 bib1.bibx25" id="paren.61"/> of dry pyro-convection do not explicitly show a fire-induced circulation, but they do show the reversal of the surface wind. The reversed surface winds reported by these studies could indicate a fire-induced circulation (Fig. <xref ref-type="fig" rid="F19"/>a); however, our sensitivity experiments show that reversed surface winds are not always part of a larger vertical structure (Fig. <xref ref-type="fig" rid="F19"/>b).</p>
      <p id="d2e6812">In the sensitivity experiments, two factors changed simultaneously: directional wind shear decreases while zonal wind speed increases. We hypothesised that the directional wind shear is the primary driver of the circulation. However, based on the results, we expect that, contrary to our hypothesis, the zonal wind speed determines whether the circulation can develop for two reasons. Firstly, the directional wind shear decreased by 25 <inline-formula><mml:math id="M415" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> and 50 <inline-formula><mml:math id="M416" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> in the sensitivity experiment. If the directional wind shear were the primary driver of the fire-induced circulation, a proportional decrease in the magnitude and spatial extent would be expected. Instead, the circulation disappeared completely in both sensitivity experiments. Secondly, the main changes in the fire-modified wind patterns underlying the disappearance of the circulation were the reduction in spatial extent and magnitude of the reversed surface winds. The other two components of the circulation, the up- and downdrafts, were mostly unaffected in the sensitivity experiments. This reduction in reversed surface winds can be explained by the increase in zonal wind speed. The higher the zonal wind speed, the harder it becomes to create reversed surface winds, thus the smaller the area and magnitude of the reversed surface winds become.</p>
      <p id="d2e6832">This explanation also matches the purely theoretical discussion of dry convective plumes by <xref ref-type="bibr" rid="bib1.bibx26" id="text.62"/>, who start their reasoning with a simple case: a well-mixed atmosphere without ambient wind and a stationary heat source. Without wind, a plume rises vertically directly above the fire. To satisfy mass conservation, ambient air is drawn inward from all sides to compensate for this rising mass. This continuous updraft and corresponding lateral inflow trigger surrounding downdrafts, creating circulations on all sides of the fire <xref ref-type="bibr" rid="bib1.bibx26" id="paren.63"><named-content content-type="pre">illustrated from a 2D perspective in Fig. 2 of</named-content></xref></p>
      <p id="d2e6842">When wind is present, <xref ref-type="bibr" rid="bib1.bibx26" id="text.64"/> argues the plume is tilted downwind, and with strong enough winds, the downdrafts and the reversed surface winds are disconnected from the flaming zone. With the sensitivity experiments, we capture this argument exactly. In <italic>fire-run:no-u-advec</italic>, the zonal wind speed increases to around 2 <inline-formula><mml:math id="M417" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F15"/>e); the horizontal and vertical extent of the reversed surface winds decreases, but they still reach the fire. In contrast, with even higher zonal winds in <italic>fire-run:pg</italic> (4–5 <inline-formula><mml:math id="M418" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>; Fig. <xref ref-type="fig" rid="F15"/>i), the area with reversed surface winds is pushed eastward, causing a disconnect between the flaming zone and the reversed surface winds.</p>
      <p id="d2e6893">Besides providing a mechanism that governs the existence of the fire-induced circulation, our results also provide an explanation for the difference in location of the fire-induced circulation between our simulation (i.e. ahead of the fire) and the simulation by <xref ref-type="bibr" rid="bib1.bibx14" id="text.65"/> (i.e. at the flank of the fire). In the simulation of <xref ref-type="bibr" rid="bib1.bibx14" id="text.66"/>, the wind was predominantly directed in the direction of the fire propagation. Consequently, the wind speed was higher along the direction of the fire propagation than across the fire front, the exact opposite of our core simulation (<italic>fire-run</italic>; Fig. <xref ref-type="fig" rid="F9"/>). Hence, the formation of a fire-induced circulation at the flank in <xref ref-type="bibr" rid="bib1.bibx14" id="text.67"/> fits our explanation; the relatively low wind speeds over the flanks allowed for sufficient reversal of the surface winds, thereby causing a circulation.</p>
      <p id="d2e6910">Similar to <xref ref-type="bibr" rid="bib1.bibx14" id="text.68"/>, <xref ref-type="bibr" rid="bib1.bibx41" id="text.69"/> also shows the development of fire-induced circulations at the flanks, although their simulation includes pyro-cumulus formation, whereas our simulations and those of <xref ref-type="bibr" rid="bib1.bibx14" id="text.70"/> do not. Nonetheless, the moment at which the circulations are shown by <xref ref-type="bibr" rid="bib1.bibx41" id="text.71"/> coincides with the moment there is hardly any wind speed (<inline-formula><mml:math id="M419" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M420" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) aligned with the circulation, thus supporting our reasoning that the wind speed component aligned with the fire-induced circulation determines whether a circulation can develop. However, contrary to our arguments above regarding the theoretical discussion by <xref ref-type="bibr" rid="bib1.bibx26" id="text.72"/>, <xref ref-type="bibr" rid="bib1.bibx41" id="text.73"/> argues that their findings do not align with <xref ref-type="bibr" rid="bib1.bibx26" id="text.74"/> as their simulation includes a significant wind speed. We agree with <xref ref-type="bibr" rid="bib1.bibx41" id="text.75"/> that there is significant wind (<inline-formula><mml:math id="M421" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">15</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M422" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> at the surface) in their simulations, but predominantly in the direction of the fire propagation. The circulations, on the other hand, occur at the flanks, in the direction without wind, which exactly fits the results from our sensitivity analysis and the theoretical discussion by <xref ref-type="bibr" rid="bib1.bibx26" id="text.76"/>.</p>
      <p id="d2e6996">Although our simulations provide insight into the mechanism that governs the presence of fire-induced circulation, future studies using non-stationary fires are required to investigate whether the presence of fire-induced circulations impacts fire behaviour. For example, radar observations show that reversed surface winds, the surface component of fire-induced circulations, coincide with the formation of fire-generated vortices <xref ref-type="bibr" rid="bib1.bibx21" id="paren.77"/>. This apparent correlation aligns with the operational experience of the Catalan Fire and Rescue Service, which suggests that reversed surface winds are typically associated with fire-generated vortices and long-range spot fires. To investigate these observations, two-way coupled fire-atmosphere simulations are required.</p>
</sec>
<sec id="Ch1.S4.SS3">
  <label>4.3</label><title>Fire-modified boundary layer</title>
      <p id="d2e7010">We studied the impact of the fire-modified winds (Fig. <xref ref-type="fig" rid="F19"/>) on the surrounding thermodynamic structure of the atmospheric boundary layer to investigate whether dry convective fires such as the SCQ fire can counteract the cooling and moistening of the atmosphere at night ahead of itself. Warming and drying would explain the continued burning throughout the night of the SCQ fire, the fire that inspired this study. We found no warming or drying of the atmosphere at the surface due to the descending motions (Fig. <xref ref-type="fig" rid="F14"/>). However, we did find two opposite changes in the boundary layer structure ahead of the fire (Fig. <xref ref-type="fig" rid="F8"/>). Within the first 2 <inline-formula><mml:math id="M423" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> ahead of the fire, we found a 40 <inline-formula><mml:math id="M424" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula>–60 <inline-formula><mml:math id="M425" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> deepening of the neutral boundary layer. Further ahead, between 2–4 <inline-formula><mml:math id="M426" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> ahead of the fire, we observed a 50 <inline-formula><mml:math id="M427" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> decrease in boundary layer height.</p>
      <p id="d2e7060">Although the boundary layer height is not directly linked to fire behaviour, it is connected to plume growth. Generally, a higher well-mixed boundary layer is beneficial to plume growth. This suggests that when a dry convective fire, such as the SCQ fire, increases the boundary layer height within 2 <inline-formula><mml:math id="M428" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> ahead of the fire front, it makes it easier for a fire to maintain a convective plume while advancing. We know from observations <xref ref-type="bibr" rid="bib1.bibx7" id="paren.78"><named-content content-type="pre">e.g.</named-content></xref>, that pyro-convection generally increases fire spread rates. Hence, we hypothesise that by modifying the boundary layer ahead, a fire can more easily sustain a convective plume, which subsequently promotes continued burning throughout the night, despite worsening burning conditions (i.e. cooling and moistening). The opposite applies when the boundary layer height is decreased; in that case, it becomes harder to sustain a convective plume, which is expected to decrease the ability of a fire to continue burning throughout the night.</p>
      <p id="d2e7076">This hypothesised impact on the fire behaviour only applies to fires that spread in the same direction as their plume, since that is the region where the boundary layer is modified. Hence, the hypothesis applies to the SCQ fire, since both the fire and plume spread eastward, which corresponds with the area where the boundary layer structure was modified in the simulation (Fig. <xref ref-type="fig" rid="F7"/>). Visual observations suggest that the hypothesis is a plausible explanation for the continued burning until midnight by the SCQ fire, as the fire not only burned until midnight (22:00 UTC) but also maintained a convective plume throughout the night (Fig. <xref ref-type="fig" rid="F1"/>a).  With this explanation, we assume that the SCQ fire would continually deepen the boundary layer ahead while advancing forward.</p>
      <p id="d2e7083">A further complicating factor for predicting the impact of the fire-modified boundary layer on the fire behaviour is the formation of a surface inversion throughout the night. The surface inversion is not yet present in our LESs as we focused on the period (19:00–20:00 UTC) surrounding the shift from a positive to a negative surface heat flux (19:41 UTC). Consequently, there has been insufficient time for the formation of a surface inversion. We expect that the formation of a surface inversion would limit the ability of the fire to maintain a convective plume and subsequently limit the extent to which the pyro-convection can alter the thermodynamic structure of the atmosphere ahead of the fire. Simultaneously, it is unknown how the fire-modified winds would affect the surface inversion ahead of the fire. Hence, to test the hypothesis, further studies using a two-way fire atmosphere coupling are needed to investigate the extent to which a modified boundary layer structure explains continued nighttime burning during dry convective fires such as the SCQ fire.</p>
</sec>
</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <label>5</label><title>Conclusions</title>
      <p id="d2e7096">For this study, we isolated the effects of dry pyro-convection on the atmosphere using LESs of stationary fires in realistic meteorological conditions inspired by observations from the SCQ fire. In total, we performed three simulations with a fire: a core simulation with a fire inspired by observations of the SCQ fire (<italic>fire-run</italic>), and two sensitivity experiments to isolate the impact of directional wind shear on the fire-induced circulation. As expected based on the observations of the local firefighters, the <italic>fire-run</italic> simulation reproduced a fire-induced circulation. Furthermore, the evaluation of the <italic>fire-run</italic> with visual plume observations and in-plume and ambient radiosonde measurements showed that our simulation setup sufficiently matched the observations for our objectives: (1) study the impact of the fire-induced circulation on the thermodynamic structure of the atmosphere ahead of the fire; and (2) explore which atmospheric factors govern the presence of the fire-induced circulation.</p>
      <p id="d2e7108">The fire-induced circulation in the <italic>fire-run</italic> was composed of three components: (1) updrafts in the dry convective plume, (2) downdrafts ahead of the plume and (3) reversed surface winds. We found no changes in surface temperature or humidity due to the circulation ahead of the fire. Hence, the hypothesis that the fire-induced circulation causes heating and drying near the surface is rejected. Instead, we found that the up- and downdrafts, two components of the circulation, modify the thermodynamic structure of the atmospheric boundary layer at higher altitudes (<inline-formula><mml:math id="M429" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0.25</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M430" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>). The up- and downdrafts deepened the boundary layer over the first 2 <inline-formula><mml:math id="M431" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> ahead of the fire, followed by 2 <inline-formula><mml:math id="M432" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> of thinning.</p>
      <p id="d2e7148">Regarding the second objective, we originally hypothesised that directional wind shear governs the presence of a fire-induced circulation. To test this hypothesis, two sensitivity experiments were designed with an approximately 25 <inline-formula><mml:math id="M433" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> and 50 <inline-formula><mml:math id="M434" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> decrease in directional wind shear by increasing the zonal wind speed from 0 <inline-formula><mml:math id="M435" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> to 2 and 4 <inline-formula><mml:math id="M436" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. Already with a 25 <inline-formula><mml:math id="M437" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> decrease in directional shear, the circulation completely disappeared, a disproportional change in wind patterns suggesting that, instead, the zonal wind speed governs the development of the circulation. The increase in zonal wind speed does explain the results, which showed that the decrease in spatial extent and magnitude of the surface wind reversal was the main reason behind the disappearance of the circulation. The higher the zonal wind speed, the component of the wind aligned with the circulation, the harder it is to reverse surface winds and create a circulation. Therefore, we reject our original hypothesis and propose a revised hypothesis: the wind speed component aligned with the circulation, rather than the directional wind shear, is the critical factor governing the presence of the fire-induced circulation.</p>
      <p id="d2e7209">In this study, we combined a stationary fire with a realistic atmosphere. While this approach successfully isolated the impacts of dry pyro-convection on the atmosphere under realistic atmospheric conditions, this approach also has its limitations. Firstly, we could not test the impact of the modified atmospheric boundary layer on the fire behaviour. Secondly, the realistic atmospheric conditions complicated the sensitivity analysis, as changing one wind component also changed the other wind components. Hence, for future work on fire-induced circulations, we propose two opposite directions away from our current approach: either increasing model complexity by including a two-way coupled fire spread model or decreasing complexity by using idealised meteorological conditions. The first pathway enables further understanding of how a fire-modified atmosphere affects the fire spread behaviour. In contrast, the second is focused on controlling all parameters of the simulation to isolate the processes governing the impact of pyro-convection on the surrounding atmosphere.</p>
</sec>

      
      </body>
    <back><app-group>

<app id="App1.Ch1.S1">
  <label>Appendix A</label><title>Validation of the periodic boundary conditions based on the specific humidity</title>
      <p id="d2e7223">Figures <xref ref-type="fig" rid="FA1"/> and <xref ref-type="fig" rid="FA2"/>  show the vertical profiles of the potential temperature (<inline-formula><mml:math id="M438" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula>) and specific humidity (<inline-formula><mml:math id="M439" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula>) at each of the four borders of the simulated domain for both the <italic>ref-run</italic> (blue dashed line) and <italic>fire-run</italic> (orange line). There is no significant difference between the two simulations at any of the four borders of the domain, indicating the domain is sufficiently large to prevent any recirculation of the heat and moisture released by the simulated fire in the <italic>fire-run</italic>.</p>

      <fig id="FA1"><label>Figure A1</label><caption><p id="d2e7256">The averaged vertical profiles of <inline-formula><mml:math id="M440" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> between 19:00–20:00 UTC for the simulation without (<italic>ref-run</italic>; blue dashed line) and with fire (<italic>fire-run</italic>; orange line) at the four borders of the domain: west <bold>(a)</bold>, east <bold>(b)</bold>, north <bold>(c)</bold>, and south <bold>(d)</bold>. The <inline-formula><mml:math id="M441" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M442" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula> values on top of each column indicate the exact location of the vertical profiles following the coordinate system shown in Fig. <xref ref-type="fig" rid="F2"/>.</p></caption>
        
        <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f20.png"/>

      </fig>

<fig id="FA2"><label>Figure A2</label><caption><p id="d2e7317">The same as in Fig. <xref ref-type="fig" rid="FA1"/>, but for <inline-formula><mml:math id="M443" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula> instead of <inline-formula><mml:math id="M444" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>v</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>.</p></caption>
        
        <graphic xlink:href="https://acp.copernicus.org/articles/26/13531/2026/acp-26-13531-2026-f21.png"/>

      </fig>

</app>
  </app-group><notes notes-type="codedataavailability"><title>Code and data availability</title>

      <p id="d2e7352">The sounding data and the synoptic weather station data for the SCQ fire are published by <xref ref-type="bibr" rid="bib1.bibx29" id="text.79"/> (<ext-link xlink:href="https://doi.org/10.5281/zenodo.6433389" ext-link-type="DOI">10.5281/zenodo.6433389</ext-link>). The simulation settings, along with the surface boundary conditions, are available at  <ext-link xlink:href="https://doi.org/10.5281/zenodo.17159896" ext-link-type="DOI">10.5281/zenodo.17159896</ext-link> <xref ref-type="bibr" rid="bib1.bibx32" id="paren.80"/>. This repository also includes the fire perimeter shown in Fig. <xref ref-type="fig" rid="F1"/>.</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d2e7372">TR performed the LES simulations and subsequent analysis and wrote the paper. CvH set up the initial setup of the simulations and provided regular feedback on the ongoing analysis and paper writing. All authors assisted with the conceptualisation of the research and acted as internal reviewers.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d2e7378">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="d2e7384">Views and opinions expressed are those of the authors only and do not necessarily reflect those of the European Union or the European Commission-EU. Neither the European Union nor the granting authority can be held responsible for them.Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this paper. The authors bear the ultimate responsibility for providing appropriate place names. Views expressed in the text are those of the authors and do not necessarily reflect the views of the publisher.</p>
  </notes><ack><title>Acknowledgements</title><p id="d2e7395">We thank the reviewers for their valuable suggestions. Furthermore, we acknowledge the use of AI for coding suggestions (GitHub Copilot) and grammar checking (Grammarly).</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d2e7400">This research has been supported by the EU Civil Protection Mechanism (grant no. 101140363).</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d2e7407">This paper was edited by Yun Qian and reviewed by Jean-Baptiste Filippi and three anonymous referees.</p>
  </notes><ref-list>
    <title>References</title>

      <ref id="bib1.bibx1"><label>Badlan et al.(2021a)</label><mixed-citation>Badlan, R. L., Sharples, J. J., Evans, J. P., and McRae, R. H. D.: Factors influencing the development of violent pyroconvection. Part I: Fire size and stability, Int. J. Wildland Fire, 30, 484–497, <ext-link xlink:href="https://doi.org/10.1071/WF20040" ext-link-type="DOI">10.1071/WF20040</ext-link>, 2021a.</mixed-citation></ref>
      <ref id="bib1.bibx2"><label>Badlan et al.(2021b)</label><mixed-citation>Badlan, R. L., Sharples, J. J., Evans, J. P., and McRae, R. H. D.: Factors influencing the development of violent pyroconvection. Part II: Fire geometry and intensity, Int. J. Wildland Fire, 30, 498–512, <ext-link xlink:href="https://doi.org/10.1071/WF20041" ext-link-type="DOI">10.1071/WF20041</ext-link>, 2021b.</mixed-citation></ref>
      <ref id="bib1.bibx3"><label>Balch et al.(2022)</label><mixed-citation>Balch, J. K., Abatzoglou, J. T., Joseph, M. B., Koontz, M. J., Mahood, A. L., McGlinchy, J., Cattau, M. E., and Williams, A. P.: Warming weakens the night-time barrier to global fire, Nature, 602, 442–448, <ext-link xlink:href="https://doi.org/10.1038/s41586-021-04325-1" ext-link-type="DOI">10.1038/s41586-021-04325-1</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bibx4"><label>Banta et al.(1992)</label><mixed-citation>Banta, R. M., Olivier, L. D., Holloway, E. T., Kropfli, R. A., Bartram, B. W., Cupp, R. E., and Post, M. J.: Smoke-column observations from two forest fires using Doppler lidar and Doppler radar, J. Appl. Meteorol., 31, 1328–1349, <ext-link xlink:href="https://doi.org/10.1175/1520-0450(1992)031&lt;1328:SCOFTF&gt;2.0.CO;2" ext-link-type="DOI">10.1175/1520-0450(1992)031&lt;1328:SCOFTF&gt;2.0.CO;2</ext-link>, 1992.</mixed-citation></ref>
      <ref id="bib1.bibx5"><label>Bessardon et al.(2019)</label><mixed-citation>Bessardon, G. E. Q., Fosu-Amankwah, K., Petersson, A., and Brooks, B. J.: Evaluation of Windsond S1H2 performance in Kumasi during the 2016 DACCIWA field campaign, Atmos. Meas. Tech., 12, 1311–1324, <ext-link xlink:href="https://doi.org/10.5194/amt-12-1311-2019" ext-link-type="DOI">10.5194/amt-12-1311-2019</ext-link>, 2019.</mixed-citation></ref>
      <ref id="bib1.bibx6"><label>Byram(1959)</label><mixed-citation> Byram, G. M.: Combustion of forest fuels, in: Forest Fire: Control and Use, edited by: Davis, K. P., McGraw-Hill, New York,  61–89, ISBN 9780070154841, 1959.</mixed-citation></ref>
      <ref id="bib1.bibx7"><label>Castellnou et al.(2022)</label><mixed-citation>Castellnou, M., Bachfisher, M., Miralles, M., Ruiz, B., Stoof, C. R., and de Arellano, J. V.-G.: Pyroconvection classificatin based on atmospheric vertical profiling correlation with extreme fire spread observations, J. Geophys. Res.-Atmos., 127, e2022JD036920, <ext-link xlink:href="https://doi.org/10.1029/2022JD036920" ext-link-type="DOI">10.1029/2022JD036920</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bibx8"><label>Castellnou Ribau et al.(2025)</label><mixed-citation>Castellnou Ribau, M., Bachfischer, M., Guarque, P., Estivill, L., Miralles Bover, M., Ruiz, B., Pagès, J., Verhoeven, B., Ntasiou, Z., Stokkeland, O., van Heerwaarden, C., Roelofs, T., Janssens, M., Stoof, C. R., and Vilà-Guerau de Arellano, J.: Integrating fireline observations to characterize fire plumes during pyroconvective extreme wildfire events: implications for firefighter safety and plume modeling, Atmos. Meas. Tech., 18, 7805–7831, <ext-link xlink:href="https://doi.org/10.5194/amt-18-7805-2025" ext-link-type="DOI">10.5194/amt-18-7805-2025</ext-link>, 2025.</mixed-citation></ref>
      <ref id="bib1.bibx9"><label>CFRS(2022)</label><mixed-citation>CFRS: Fire Information Sheet: Santa Coloma de Queralt, Tech. rep., Catalan Fire Rescue Service (GRAF unit), <uri>https://interior.gencat.cat/web/.content/home/030_arees_dactuacio/bombers/foc_forestal/consulta_incendis_forestals/informes_incendis_forestals/2020-2029/2021/20210724_I_RET_Santa_Coloma_de_Queralt_ENGLISH.pdf</uri> (last access: 8 September 2026) 2022.</mixed-citation></ref>
      <ref id="bib1.bibx10"><label>Clements et al.(2018)</label><mixed-citation>Clements, C. B., Lareau, N. P., Kingsmill, D. E., Bowers, C. L., Camacho, C. P., Bagley, R., and Davis, B.: The rapid deployments to wildfires experiment (RaDFIRE): observations from the fire zone, B. Am. Meteorol. Soc., 99, 2539–2559, <ext-link xlink:href="https://doi.org/10.1175/BAMS-D-17-0230.1" ext-link-type="DOI">10.1175/BAMS-D-17-0230.1</ext-link>, 2018.</mixed-citation></ref>
      <ref id="bib1.bibx11"><label>Coen et al.(2013)</label><mixed-citation>Coen, J. L., Cameron, M., Michalakes, J., Patton, E. G., Riggan, P. J., and Yedinak, K. M.: WRF-fire: coupled weather–wildland fire modeling with the weather research and forecasting model, J. Appl. Meteorol., 52, 16–38, <ext-link xlink:href="https://doi.org/10.1175/JAMC-D-12-023.1" ext-link-type="DOI">10.1175/JAMC-D-12-023.1</ext-link>, 2013.</mixed-citation></ref>
      <ref id="bib1.bibx12"><label>Commissão Téchnica Independente(2017)</label><mixed-citation> Commissão Téchnica Independente: Análise e Apuramento Dos Factos Relativos Aos Incêndios Que Ocorreram Em Pedrogão Grande, Castanheira de Pera, Ansião, Alvaiázere, Figueiró Dos Vinhos, Arganil, Góis, Penela, Pampilhose Da Serra, Oleiros e Sertã, Entre 17 e 24 de Junho de 2017., Tech. rep., Assembleia Da Republica, ISBN 9789725567883, 2017.</mixed-citation></ref>
      <ref id="bib1.bibx13"><label>Duane et al.(2024)</label><mixed-citation>Duane, A., Castellnou, M., Bachfisher, M., and Brotons, L.: Fire rate of spread and growth rate in a set of 30 global wildfires: new evidence of extreme fire behavior, J. Environ. Inform., 44, 87–99, <ext-link xlink:href="https://doi.org/10.3808/jei.202400526" ext-link-type="DOI">10.3808/jei.202400526</ext-link>, 2024.</mixed-citation></ref>
      <ref id="bib1.bibx14"><label>Filippi et al.(2018)</label><mixed-citation>Filippi, J.-B., Bosseur, F., Mari, C., and Lac, C.: Simulation of a large wildfire in a coupled fire-atmosphere model, Atmosphere-Basel, 9, 218, <ext-link xlink:href="https://doi.org/10.3390/atmos9060218" ext-link-type="DOI">10.3390/atmos9060218</ext-link>, 2018.</mixed-citation></ref>
      <ref id="bib1.bibx15"><label>Finney et al.(2021)</label><mixed-citation> Finney, M. A., McAllister, S., Grumstrup, T. P., and Forthofer, J. M.: Wildland Fire Behaviour Dynamics, Principles and Processes, CSIRO Publishing, Clayton South, VIC, ISBN 9781486309085, 2021.</mixed-citation></ref>
      <ref id="bib1.bibx16"><label>Gualtieri(2021)</label><mixed-citation>Gualtieri, G.: Reliability of ERA5 reanalysis data for wind resource assessment: a comparison against tall towers, Energies, 14, <ext-link xlink:href="https://doi.org/10.3390/en14144169" ext-link-type="DOI">10.3390/en14144169</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bibx17"><label>Hersbach et al.(2020)</label><mixed-citation>Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz-Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., De Chiara, G., Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J., Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S., Hogan, R. J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P., Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F., Villaume, S., and Thépaut, J.-N.: The ERA5 global reanalysis, Q. J. Roy. Meteor. Soc., 146, 1999–2049, <ext-link xlink:href="https://doi.org/10.1002/qj.3803" ext-link-type="DOI">10.1002/qj.3803</ext-link>, 2020.</mixed-citation></ref>
      <ref id="bib1.bibx18"><label>Kochanski et al.(2013)</label><mixed-citation>Kochanski, A. K., Jenkins, M. A., Mandel, J., Beezley, J. D., and Krueger, S. K.: Real time simulation of 2007 Santa Ana fires, Forest Ecol. Manag., 294, 136–149, <ext-link xlink:href="https://doi.org/10.1016/j.foreco.2012.12.014" ext-link-type="DOI">10.1016/j.foreco.2012.12.014</ext-link>, 2013.</mixed-citation></ref>
      <ref id="bib1.bibx19"><label>Lareau and Clements(2016)</label><mixed-citation>Lareau, N. P. and Clements, C. B.: Environmental controls on pyrocumulus and pyrocumulonimbus initiation and development, Atmos. Chem. Phys., 16, 4005–4022, <ext-link xlink:href="https://doi.org/10.5194/acp-16-4005-2016" ext-link-type="DOI">10.5194/acp-16-4005-2016</ext-link>, 2016.</mixed-citation></ref>
      <ref id="bib1.bibx20"><label>Lareau and Clements(2017)</label><mixed-citation>Lareau, N. P. and Clements, C. B.: The mean and turbulent properties of a wildfire convective plume, J. Appl. Meteorol., 56, 2289–2299, <ext-link xlink:href="https://doi.org/10.1175/JAMC-D-16-0384.1" ext-link-type="DOI">10.1175/JAMC-D-16-0384.1</ext-link>, 2017.</mixed-citation></ref>
      <ref id="bib1.bibx21"><label>Lareau et al.(2022)</label><mixed-citation>Lareau, N. P., Nauslar, N. J., Bentley, E., Roberts, M., Emmerson, S., Brong, B., Mehle, M., and Wallman, J.: Fire-generated tornadic vortices, B. Am. Meteorol. Soc., 103, 1296–1320, <ext-link xlink:href="https://doi.org/10.1175/BAMS-D-21-0199.1" ext-link-type="DOI">10.1175/BAMS-D-21-0199.1</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bibx22"><label>Mangan et al.(2023)</label><mixed-citation>Mangan, M. R., Hartogensis, O., Boone, A., Branch, O., Canut, G., Cuxart, J., de Boer, H. J., Le Page, M., Martínez-Villagrasa, D., Miró, J. R., Price, J., and Vilà-Guerau de Arellano, J.: The surface-boundary layer connection across spatial scales of irrigation-driven thermal heterogeneity: an integrated data and modeling study of the LIAISE field campaign, Agr. Forest Meteorol., 335, 109452, <ext-link xlink:href="https://doi.org/10.1016/j.agrformet.2023.109452" ext-link-type="DOI">10.1016/j.agrformet.2023.109452</ext-link>, 2023.</mixed-citation></ref>
      <ref id="bib1.bibx23"><label>Moisseeva and Stull(2021)</label><mixed-citation>Moisseeva, N. and Stull, R.: Wildfire smoke-plume rise: a simple energy balance parameterization, Atmos. Chem. Phys., 21, 1407–1425, <ext-link xlink:href="https://doi.org/10.5194/acp-21-1407-2021" ext-link-type="DOI">10.5194/acp-21-1407-2021</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bibx24"><label>Nelson(2000)</label><mixed-citation>Nelson, R. M.: Prediction of diurnal change in 10-h fuel stick moisture content, Can. J. Forest Res., 30, 1071–1087, <ext-link xlink:href="https://doi.org/10.1139/x00-032" ext-link-type="DOI">10.1139/x00-032</ext-link>, 2000.</mixed-citation></ref>
      <ref id="bib1.bibx25"><label>Peace et al.(2016)</label><mixed-citation>Peace, M., Mattner, T., Mills, G., Kepert, J., and McCaw, L.: Coupled fire–atmosphere simulations of the Rocky River fire using WRF-SFIRE, J. Appl. Meteorol., 55, 1151–1168, <ext-link xlink:href="https://doi.org/10.1175/JAMC-D-15-0157.1" ext-link-type="DOI">10.1175/JAMC-D-15-0157.1</ext-link>, 2016.</mixed-citation></ref>
      <ref id="bib1.bibx26"><label>Potter(2002)</label><mixed-citation> Potter, B. E.: A dynamics based view of atmosphere-fire interactions, Int. J. Wildland Fire, 11, 247–255, 2002.</mixed-citation></ref>
      <ref id="bib1.bibx27"><label>Potter(2012)</label><mixed-citation>Potter, B. E.: Atmospheric interactions with wildland fire behaviour – II. Plume and vortex dynamics, Int. J. Wildland Fire, 21, 802–817, <ext-link xlink:href="https://doi.org/10.1071/WF11129" ext-link-type="DOI">10.1071/WF11129</ext-link>, 2012.</mixed-citation></ref>
      <ref id="bib1.bibx28"><label>Ražnjević et al.(2022)</label><mixed-citation>Ražnjević, A., van Heerwaarden, C., van Stratum, B., Hensen, A., Velzeboer, I., van den Bulk, P., and Krol, M.: Technical note: Interpretation of field observations of point-source methane plume using observation-driven large-eddy simulations, Atmos. Chem. Phys., 22, 6489–6505, <ext-link xlink:href="https://doi.org/10.5194/acp-22-6489-2022" ext-link-type="DOI">10.5194/acp-22-6489-2022</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bibx29"><label>Ribau et al.(2022)</label><mixed-citation>Ribau, M. C., Bachfischer, M., Miralles, M., Ruiz, B., Stoof, C. R., and de Arellano, J. V.-G.: Pyroconvection Classification Based on Atmospheric Vertical Profiling Correlation with Extreme Fire Spread Observations, Zenodo [data set] <ext-link xlink:href="https://doi.org/10.5281/zenodo.6433389" ext-link-type="DOI">10.5281/zenodo.6433389</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bibx30"><label>Rio et al.(2010)</label><mixed-citation>Rio, C., Hourdin, F., and Chédin, A.: Numerical simulation of tropospheric injection of biomass burning products by pyro-thermal plumes, Atmos. Chem. Phys., 10, 3463–3478, <ext-link xlink:href="https://doi.org/10.5194/acp-10-3463-2010" ext-link-type="DOI">10.5194/acp-10-3463-2010</ext-link>, 2010.</mixed-citation></ref>
      <ref id="bib1.bibx31"><label>Roberts et al.(2024)</label><mixed-citation>Roberts, M., Lareau, N. P., Juliano, T. W., Shamsaei, K., Ebrahimian, H., and Kosovic, B.: Sensitivity of simulated fire-generated circulations to fuel characteristics during large wildfires, J. Geophys. Res.-Atmos., 129, e2023JD040548, <ext-link xlink:href="https://doi.org/10.1029/2023JD040548" ext-link-type="DOI">10.1029/2023JD040548</ext-link>, 2024.</mixed-citation></ref>
      <ref id="bib1.bibx32"><label>Roelofs et al.(2025)</label><mixed-citation>Roelofs, T., Castellnou Ribau, M., Vila, J., Janssens, M., and van Heerwaarden, C.: Dataset for paper: The dynamics and atmospheric impact of fire-induced circulations in idealised large-eddy simulations inspired by the Santa Coloma de Queralt fire (Version 1), Zenodo [data set], <ext-link xlink:href="https://doi.org/10.5281/zenodo.17159896" ext-link-type="DOI">10.5281/zenodo.17159896</ext-link>, 2025.</mixed-citation></ref>
      <ref id="bib1.bibx33"><label>SparvEmbedded(2016)</label><mixed-citation>SparvEmbedded: Windsond Product Catalogue, <uri>https://windsond.com/windsond_catalog_Dec2016.pdf</uri> (last access: 8 September 2026), 2016.</mixed-citation></ref>
      <ref id="bib1.bibx34"><label>Sun et al.(2009)</label><mixed-citation>Sun, R., Krueger, S. K., Jenkins, M. A., Zulauf, M. A., and Charney, J. J.: The importance of fire–atmosphere coupling and boundary-layer turbulence to wildfire spread, Int. J. Wildland Fire, 18, 50–60, <ext-link xlink:href="https://doi.org/10.1071/WF07072" ext-link-type="DOI">10.1071/WF07072</ext-link>, 2009.</mixed-citation></ref>
      <ref id="bib1.bibx35"><label>Taszarek et al.(2021)</label><mixed-citation>Taszarek, M., Pilguj, N., Allen, J. T., Gensini, V., Brooks, H. E., and Szuster, P.: Comparison of convective parameters derived from ERA5 and MERRA-2 with rawinsonde data over Europe and North America, J. Climate, 34, 3211–3237, <ext-link xlink:href="https://doi.org/10.1175/JCLI-D-20-0484.1" ext-link-type="DOI">10.1175/JCLI-D-20-0484.1</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bibx36"><label>Tedim et al.(2018)</label><mixed-citation>Tedim, F., Leone, V., Amraoui, M., Bouillon, C., Coughlan, M. R., Delogu, G. M., Fernandes, P. M., Ferreira, C., McCaffrey, S., McGee, T. K., Parente, J., Paton, D., Pereira, M. G., Ribeiro, L. M., Viegas, D. X., and Xanthopoulos, G.: Defining extreme wildfire events: difficulties, challenges, and impacts, Fire, 1, 9, <ext-link xlink:href="https://doi.org/10.3390/fire1010009" ext-link-type="DOI">10.3390/fire1010009</ext-link>, 2018.</mixed-citation></ref>
      <ref id="bib1.bibx37"><label>van der Aa et al.(2026)</label><mixed-citation>van der Aa, K., Postema, B., van Heerwaarden, C., Roelofs, T., and Jonker, H.: The role of mesoscale weather effects in simulating pyroconvection: a case study of the Santa Coloma de Queralt wildfire, Q. J. Roy. Meteor. Soc., e70227, <ext-link xlink:href="https://doi.org/10.1002/qj.70227" ext-link-type="DOI">10.1002/qj.70227</ext-link>, 2026.</mixed-citation></ref>
      <ref id="bib1.bibx38"><label>van Heerwaarden et al.(2014)</label><mixed-citation>van Heerwaarden, C. C., Mellado, J. P., and Lozar, A. D.: Scaling laws for the heterogeneously heated free convective boundary layer, J. Atmos. Sci., 71, 3975–4000, <ext-link xlink:href="https://doi.org/10.1175/JAS-D-13-0383.1" ext-link-type="DOI">10.1175/JAS-D-13-0383.1</ext-link>, 2014. </mixed-citation></ref>
      <ref id="bib1.bibx39"><label>van Heerwaarden et al.(2017)</label><mixed-citation>van Heerwaarden, C. C., van Stratum, B. J. H., Heus, T., Gibbs, J. A., Fedorovich, E., and Mellado, J. P.: MicroHH 1.0: a computational fluid dynamics code for direct numerical simulation and large-eddy simulation of atmospheric boundary layer flows, Geosci. Model Dev., 10, 3145–3165, <ext-link xlink:href="https://doi.org/10.5194/gmd-10-3145-2017" ext-link-type="DOI">10.5194/gmd-10-3145-2017</ext-link>, 2017.</mixed-citation></ref>
      <ref id="bib1.bibx40"><label>van Stratum et al.(2023)</label><mixed-citation>van Stratum, B. J. H., van Heerwaarden, C. C., and Vilà-Guerau de Arellano, J.: The benefits and challenges of downscaling a global reanalysis with doubly-periodic large-eddy simulations, J. Adv. Model. Earth Sy., 15, <ext-link xlink:href="https://doi.org/10.1029/2023MS003750" ext-link-type="DOI">10.1029/2023MS003750</ext-link>, 2023.</mixed-citation></ref>
      <ref id="bib1.bibx41"><label>Vaz et al.(2025)</label><mixed-citation>Vaz, R., Silva, R., Cardoso Pereira, S., Carvalho, A. C., Carvalho, D., and Rocha, A.: Coupled atmosphere–fire modelling of pyroconvective activity in Portugal, Fire, 8, 153, <ext-link xlink:href="https://doi.org/10.3390/fire8040153" ext-link-type="DOI">10.3390/fire8040153</ext-link>, 2025.</mixed-citation></ref>
      <ref id="bib1.bibx42"><label>Vilà-Guerau De Arellano et al.(2015)</label><mixed-citation>Vilà-Guerau De Arellano, J., van Heerwaarden, C. C., Van Stratum, B. J. H., and Van den Dries, K.: Atmospheric boundary layer dynamics, in: Atmospheric Boundary Layer: Intergrating Air Chemistry and Land Interactions, Cambridge University Press, New York, 21–32, <ext-link xlink:href="https://doi.org/10.1017/CBO9781316117422" ext-link-type="DOI">10.1017/CBO9781316117422</ext-link>, 2015.</mixed-citation></ref>
      <ref id="bib1.bibx43"><label>Wang et al.(2025)</label><mixed-citation>Wang, Q., Gazen, C., Ihme, M., Carver, R., Parker, J. B., Schneider, T., Chammas, S., Chen, Y.-F., and Anderson, J.: High-Resolution Simulations Unravel Intensification Mechanisms of Pyrocumulonimbus Clouds, arXiv [preprint], <uri>https://arxiv.org/abs/2507.01237</uri>, 11 July 2025.</mixed-citation></ref>
      <ref id="bib1.bibx44"><label>Werth et al.(2016)</label><mixed-citation>Werth, P. A., Potter, B. E., Alexander, M. E., Cruz, M. G., Clements, C. B., Finney, M. A., Forthofer, J. M., Goodrick, S. L., Hoffman, C., Jolly, W. M., McAllister, S. S., Ottmar, R. D., and Parsons, R. A.: Synthesis of Knowledge of Extreme Fire Behavior: Volume 2 for Fire Behavior Specialists, Researchers, and Meteorologists, General Technical Report PNW-GTR-891, U.S. Department of Agriculture, Forest Service, Pacific Northwest Research Station, <ext-link xlink:href="https://doi.org/10.2737/PNW-GTR-891" ext-link-type="DOI">10.2737/PNW-GTR-891</ext-link>, 2016.</mixed-citation></ref>
      <ref id="bib1.bibx45"><label>Zuo et al.(2025)</label><mixed-citation>Zuo, P., Chen, X., Zhu, L., Zuo, P., Chen, X., and Zhu, L.: Applicability assessment of ERA5 surface wind speed data across different landforms in China, Atmosphere-Basel, 16, <ext-link xlink:href="https://doi.org/10.3390/atmos16080956" ext-link-type="DOI">10.3390/atmos16080956</ext-link>, 2025.</mixed-citation></ref>

  </ref-list></back>
    <!--<article-title-html>The dynamics and atmospheric impact of fire-induced circulations in idealised large-eddy simulations inspired by the Santa Coloma de Queralt fire</article-title-html>
<abstract-html/>
<ref-html id="bib1.bib1"><label>Badlan et al.(2021a)</label><mixed-citation>
       Badlan, R. L., Sharples, J. J., Evans, J. P., and McRae, R. H. D.: Factors influencing the development of violent pyroconvection. Part I: Fire size and stability, Int. J. Wildland Fire, 30, 484–497, <a href="https://doi.org/10.1071/WF20040" target="_blank">https://doi.org/10.1071/WF20040</a>, 2021a.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib2"><label>Badlan et al.(2021b)</label><mixed-citation>
       Badlan, R. L., Sharples, J. J., Evans, J. P., and McRae, R. H. D.: Factors influencing the development of violent pyroconvection. Part II: Fire geometry and intensity, Int. J. Wildland Fire, 30, 498–512, <a href="https://doi.org/10.1071/WF20041" target="_blank">https://doi.org/10.1071/WF20041</a>, 2021b.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib3"><label>Balch et al.(2022)</label><mixed-citation>
       Balch, J. K., Abatzoglou, J. T., Joseph, M. B., Koontz, M. J., Mahood, A. L., McGlinchy, J., Cattau, M. E., and Williams, A. P.: Warming weakens the night-time barrier to global fire, Nature, 602, 442–448, <a href="https://doi.org/10.1038/s41586-021-04325-1" target="_blank">https://doi.org/10.1038/s41586-021-04325-1</a>, 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib4"><label>Banta et al.(1992)</label><mixed-citation>
       Banta, R. M., Olivier, L. D., Holloway, E. T., Kropfli, R. A., Bartram, B. W., Cupp, R. E., and Post, M. J.: Smoke-column observations from two forest fires using Doppler lidar and Doppler radar, J. Appl. Meteorol., 31, 1328–1349, <a href="https://doi.org/10.1175/1520-0450(1992)031&lt;1328:SCOFTF&gt;2.0.CO;2" target="_blank">https://doi.org/10.1175/1520-0450(1992)031&lt;1328:SCOFTF&gt;2.0.CO;2</a>, 1992.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib5"><label>Bessardon et al.(2019)</label><mixed-citation>
       Bessardon, G. E. Q., Fosu-Amankwah, K., Petersson, A., and Brooks, B. J.: Evaluation of Windsond S1H2 performance in Kumasi during the 2016 DACCIWA field campaign, Atmos. Meas. Tech., 12, 1311–1324, <a href="https://doi.org/10.5194/amt-12-1311-2019" target="_blank">https://doi.org/10.5194/amt-12-1311-2019</a>, 2019. 
    </mixed-citation></ref-html>
<ref-html id="bib1.bib6"><label>Byram(1959)</label><mixed-citation>
       Byram, G. M.: Combustion of forest fuels, in: Forest Fire: Control and Use, edited by: Davis, K. P., McGraw-Hill, New York,  61–89, ISBN 9780070154841, 1959.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib7"><label>Castellnou et al.(2022)</label><mixed-citation>
       Castellnou, M., Bachfisher, M., Miralles, M., Ruiz, B., Stoof, C. R., and de Arellano, J. V.-G.: Pyroconvection classificatin based on atmospheric vertical profiling correlation with extreme fire spread observations, J. Geophys. Res.-Atmos., 127, e2022JD036920, <a href="https://doi.org/10.1029/2022JD036920" target="_blank">https://doi.org/10.1029/2022JD036920</a>, 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib8"><label>Castellnou Ribau et al.(2025)</label><mixed-citation>
       Castellnou Ribau, M., Bachfischer, M., Guarque, P., Estivill, L., Miralles Bover, M., Ruiz, B., Pagès, J., Verhoeven, B., Ntasiou, Z., Stokkeland, O., van Heerwaarden, C., Roelofs, T., Janssens, M., Stoof, C. R., and Vilà-Guerau de Arellano, J.: Integrating fireline observations to characterize fire plumes during pyroconvective extreme wildfire events: implications for firefighter safety and plume modeling, Atmos. Meas. Tech., 18, 7805–7831, <a href="https://doi.org/10.5194/amt-18-7805-2025" target="_blank">https://doi.org/10.5194/amt-18-7805-2025</a>, 2025. 
    </mixed-citation></ref-html>
<ref-html id="bib1.bib9"><label>CFRS(2022)</label><mixed-citation>
       CFRS: Fire Information Sheet: Santa Coloma de Queralt, Tech. rep., Catalan Fire Rescue Service (GRAF unit), <a href="https://interior.gencat.cat/web/.content/home/030_arees_dactuacio/bombers/foc_forestal/consulta_incendis_forestals/informes_incendis_forestals/2020-2029/2021/20210724_I_RET_Santa_Coloma_de_Queralt_ENGLISH.pdf" target="_blank"/> (last access: 8 September 2026) 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib10"><label>Clements et al.(2018)</label><mixed-citation>
       Clements, C. B., Lareau, N. P., Kingsmill, D. E., Bowers, C. L., Camacho, C. P., Bagley, R., and Davis, B.: The rapid deployments to wildfires experiment (RaDFIRE): observations from the fire zone, B. Am. Meteorol. Soc., 99, 2539–2559, <a href="https://doi.org/10.1175/BAMS-D-17-0230.1" target="_blank">https://doi.org/10.1175/BAMS-D-17-0230.1</a>, 2018.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib11"><label>Coen et al.(2013)</label><mixed-citation>
       Coen, J. L., Cameron, M., Michalakes, J., Patton, E. G., Riggan, P. J., and Yedinak, K. M.: WRF-fire: coupled weather–wildland fire modeling with the weather research and forecasting model, J. Appl. Meteorol., 52, 16–38, <a href="https://doi.org/10.1175/JAMC-D-12-023.1" target="_blank">https://doi.org/10.1175/JAMC-D-12-023.1</a>, 2013.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib12"><label>Commissão Téchnica Independente(2017)</label><mixed-citation>
       Commissão Téchnica Independente: Análise e Apuramento Dos Factos Relativos Aos Incêndios Que Ocorreram Em Pedrogão Grande, Castanheira de Pera, Ansião, Alvaiázere, Figueiró Dos Vinhos, Arganil, Góis, Penela, Pampilhose Da Serra, Oleiros e Sertã, Entre 17 e 24 de Junho de 2017., Tech. rep., Assembleia Da Republica, ISBN 9789725567883, 2017.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib13"><label>Duane et al.(2024)</label><mixed-citation>
       Duane, A., Castellnou, M., Bachfisher, M., and Brotons, L.: Fire rate of spread and growth rate in a set of 30 global wildfires: new evidence of extreme fire behavior, J. Environ. Inform., 44, 87–99, <a href="https://doi.org/10.3808/jei.202400526" target="_blank">https://doi.org/10.3808/jei.202400526</a>, 2024.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib14"><label>Filippi et al.(2018)</label><mixed-citation>
       Filippi, J.-B., Bosseur, F., Mari, C., and Lac, C.: Simulation of a large wildfire in a coupled fire-atmosphere model, Atmosphere-Basel, 9, 218, <a href="https://doi.org/10.3390/atmos9060218" target="_blank">https://doi.org/10.3390/atmos9060218</a>, 2018.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib15"><label>Finney et al.(2021)</label><mixed-citation>
       Finney, M. A., McAllister, S., Grumstrup, T. P., and Forthofer, J. M.: Wildland Fire Behaviour Dynamics, Principles and Processes, CSIRO Publishing, Clayton South, VIC, ISBN 9781486309085, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib16"><label>Gualtieri(2021)</label><mixed-citation>
       Gualtieri, G.: Reliability of ERA5 reanalysis data for wind resource assessment: a comparison against tall towers, Energies, 14, <a href="https://doi.org/10.3390/en14144169" target="_blank">https://doi.org/10.3390/en14144169</a>, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib17"><label>Hersbach et al.(2020)</label><mixed-citation>
       Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz-Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., De Chiara, G., Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J., Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S., Hogan, R. J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P., Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F., Villaume, S., and Thépaut, J.-N.: The ERA5 global reanalysis, Q. J. Roy. Meteor. Soc., 146, 1999–2049, <a href="https://doi.org/10.1002/qj.3803" target="_blank">https://doi.org/10.1002/qj.3803</a>, 2020.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib18"><label>Kochanski et al.(2013)</label><mixed-citation>
       Kochanski, A. K., Jenkins, M. A., Mandel, J., Beezley, J. D., and Krueger, S. K.: Real time simulation of 2007 Santa Ana fires, Forest Ecol. Manag., 294, 136–149, <a href="https://doi.org/10.1016/j.foreco.2012.12.014" target="_blank">https://doi.org/10.1016/j.foreco.2012.12.014</a>, 2013.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib19"><label>Lareau and Clements(2016)</label><mixed-citation>
       Lareau, N. P. and Clements, C. B.: Environmental controls on pyrocumulus and pyrocumulonimbus initiation and development, Atmos. Chem. Phys., 16, 4005–4022, <a href="https://doi.org/10.5194/acp-16-4005-2016" target="_blank">https://doi.org/10.5194/acp-16-4005-2016</a>, 2016. 
    </mixed-citation></ref-html>
<ref-html id="bib1.bib20"><label>Lareau and Clements(2017)</label><mixed-citation>
       Lareau, N. P. and Clements, C. B.: The mean and turbulent properties of a wildfire convective plume, J. Appl. Meteorol., 56, 2289–2299, <a href="https://doi.org/10.1175/JAMC-D-16-0384.1" target="_blank">https://doi.org/10.1175/JAMC-D-16-0384.1</a>, 2017.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib21"><label>Lareau et al.(2022)</label><mixed-citation>
       Lareau, N. P., Nauslar, N. J., Bentley, E., Roberts, M., Emmerson, S., Brong, B., Mehle, M., and Wallman, J.: Fire-generated tornadic vortices, B. Am. Meteorol. Soc., 103, 1296–1320, <a href="https://doi.org/10.1175/BAMS-D-21-0199.1" target="_blank">https://doi.org/10.1175/BAMS-D-21-0199.1</a>, 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib22"><label>Mangan et al.(2023)</label><mixed-citation>
       Mangan, M. R., Hartogensis, O., Boone, A., Branch, O., Canut, G., Cuxart, J., de Boer, H. J., Le Page, M., Martínez-Villagrasa, D., Miró, J. R., Price, J., and Vilà-Guerau de Arellano, J.: The surface-boundary layer connection across spatial scales of irrigation-driven thermal heterogeneity: an integrated data and modeling study of the LIAISE field campaign, Agr. Forest Meteorol., 335, 109452, <a href="https://doi.org/10.1016/j.agrformet.2023.109452" target="_blank">https://doi.org/10.1016/j.agrformet.2023.109452</a>, 2023.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib23"><label>Moisseeva and Stull(2021)</label><mixed-citation>
       Moisseeva, N. and Stull, R.: Wildfire smoke-plume rise: a simple energy balance parameterization, Atmos. Chem. Phys., 21, 1407–1425, <a href="https://doi.org/10.5194/acp-21-1407-2021" target="_blank">https://doi.org/10.5194/acp-21-1407-2021</a>, 2021. 
    </mixed-citation></ref-html>
<ref-html id="bib1.bib24"><label>Nelson(2000)</label><mixed-citation>
       Nelson, R. M.: Prediction of diurnal change in 10-h fuel stick moisture content, Can. J. Forest Res., 30, 1071–1087, <a href="https://doi.org/10.1139/x00-032" target="_blank">https://doi.org/10.1139/x00-032</a>, 2000.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib25"><label>Peace et al.(2016)</label><mixed-citation>
       Peace, M., Mattner, T., Mills, G., Kepert, J., and McCaw, L.: Coupled fire–atmosphere simulations of the Rocky River fire using WRF-SFIRE, J. Appl. Meteorol., 55, 1151–1168, <a href="https://doi.org/10.1175/JAMC-D-15-0157.1" target="_blank">https://doi.org/10.1175/JAMC-D-15-0157.1</a>, 2016.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib26"><label>Potter(2002)</label><mixed-citation>
       Potter, B. E.: A dynamics based view of atmosphere-fire interactions, Int. J. Wildland Fire, 11, 247–255, 2002.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib27"><label>Potter(2012)</label><mixed-citation>
       Potter, B. E.: Atmospheric interactions with wildland fire behaviour – II. Plume and vortex dynamics, Int. J. Wildland Fire, 21, 802–817, <a href="https://doi.org/10.1071/WF11129" target="_blank">https://doi.org/10.1071/WF11129</a>, 2012.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib28"><label>Ražnjević et al.(2022)</label><mixed-citation>
       Ražnjević, A., van Heerwaarden, C., van Stratum, B., Hensen, A., Velzeboer, I., van den Bulk, P., and Krol, M.: Technical note: Interpretation of field observations of point-source methane plume using observation-driven large-eddy simulations, Atmos. Chem. Phys., 22, 6489–6505, <a href="https://doi.org/10.5194/acp-22-6489-2022" target="_blank">https://doi.org/10.5194/acp-22-6489-2022</a>, 2022. 
    </mixed-citation></ref-html>
<ref-html id="bib1.bib29"><label>Ribau et al.(2022)</label><mixed-citation>
       Ribau, M. C., Bachfischer, M., Miralles, M., Ruiz, B., Stoof, C. R., and de Arellano, J. V.-G.: Pyroconvection Classification Based on Atmospheric Vertical Profiling Correlation with Extreme Fire Spread Observations, Zenodo [data set] <a href="https://doi.org/10.5281/zenodo.6433389" target="_blank">https://doi.org/10.5281/zenodo.6433389</a>, 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib30"><label>Rio et al.(2010)</label><mixed-citation>
       Rio, C., Hourdin, F., and Chédin, A.: Numerical simulation of tropospheric injection of biomass burning products by pyro-thermal plumes, Atmos. Chem. Phys., 10, 3463–3478, <a href="https://doi.org/10.5194/acp-10-3463-2010" target="_blank">https://doi.org/10.5194/acp-10-3463-2010</a>, 2010. 
    </mixed-citation></ref-html>
<ref-html id="bib1.bib31"><label>Roberts et al.(2024)</label><mixed-citation>
       Roberts, M., Lareau, N. P., Juliano, T. W., Shamsaei, K., Ebrahimian, H., and Kosovic, B.: Sensitivity of simulated fire-generated circulations to fuel characteristics during large wildfires, J. Geophys. Res.-Atmos., 129, e2023JD040548, <a href="https://doi.org/10.1029/2023JD040548" target="_blank">https://doi.org/10.1029/2023JD040548</a>, 2024.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib32"><label>Roelofs et al.(2025)</label><mixed-citation>
      
Roelofs, T., Castellnou Ribau, M., Vila, J., Janssens, M., and van Heerwaarden, C.: Dataset for paper: The dynamics and atmospheric impact of fire-induced circulations in idealised large-eddy simulations inspired by the Santa Coloma de Queralt fire (Version 1), Zenodo [data set], <a href="https://doi.org/10.5281/zenodo.17159896" target="_blank">https://doi.org/10.5281/zenodo.17159896</a>, 2025.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib33"><label>SparvEmbedded(2016)</label><mixed-citation>
       SparvEmbedded: Windsond Product Catalogue, <a href="https://windsond.com/windsond_catalog_Dec2016.pdf" target="_blank"/> (last access: 8 September 2026), 2016.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib34"><label>Sun et al.(2009)</label><mixed-citation>
       Sun, R., Krueger, S. K., Jenkins, M. A., Zulauf, M. A., and Charney, J. J.: The importance of fire–atmosphere coupling and boundary-layer turbulence to wildfire spread, Int. J. Wildland Fire, 18, 50–60, <a href="https://doi.org/10.1071/WF07072" target="_blank">https://doi.org/10.1071/WF07072</a>, 2009.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib35"><label>Taszarek et al.(2021)</label><mixed-citation>
       Taszarek, M., Pilguj, N., Allen, J. T., Gensini, V., Brooks, H. E., and Szuster, P.: Comparison of convective parameters derived from ERA5 and MERRA-2 with rawinsonde data over Europe and North America, J. Climate, 34, 3211–3237, <a href="https://doi.org/10.1175/JCLI-D-20-0484.1" target="_blank">https://doi.org/10.1175/JCLI-D-20-0484.1</a>, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib36"><label>Tedim et al.(2018)</label><mixed-citation>
       Tedim, F., Leone, V., Amraoui, M., Bouillon, C., Coughlan, M. R., Delogu, G. M., Fernandes, P. M., Ferreira, C., McCaffrey, S., McGee, T. K., Parente, J., Paton, D., Pereira, M. G., Ribeiro, L. M., Viegas, D. X., and Xanthopoulos, G.: Defining extreme wildfire events: difficulties, challenges, and impacts, Fire, 1, 9, <a href="https://doi.org/10.3390/fire1010009" target="_blank">https://doi.org/10.3390/fire1010009</a>, 2018.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib37"><label>van der Aa et al.(2026)</label><mixed-citation>
       van der Aa, K., Postema, B., van Heerwaarden, C., Roelofs, T., and Jonker, H.: The role of mesoscale weather effects in simulating pyroconvection: a case study of the Santa Coloma de Queralt wildfire, Q. J. Roy. Meteor. Soc., e70227, <a href="https://doi.org/10.1002/qj.70227" target="_blank">https://doi.org/10.1002/qj.70227</a>, 2026.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib38"><label>van Heerwaarden et al.(2014)</label><mixed-citation>
       van Heerwaarden, C. C., Mellado, J. P., and Lozar, A. D.: Scaling laws for the heterogeneously heated free convective boundary layer, J. Atmos. Sci., 71, 3975–4000, <a href="https://doi.org/10.1175/JAS-D-13-0383.1" target="_blank">https://doi.org/10.1175/JAS-D-13-0383.1</a>, 2014.


    </mixed-citation></ref-html>
<ref-html id="bib1.bib39"><label>van Heerwaarden et al.(2017)</label><mixed-citation>
       van Heerwaarden, C. C., van Stratum, B. J. H., Heus, T., Gibbs, J. A., Fedorovich, E., and Mellado, J. P.: MicroHH 1.0: a computational fluid dynamics code for direct numerical simulation and large-eddy simulation of atmospheric boundary layer flows, Geosci. Model Dev., 10, 3145–3165, <a href="https://doi.org/10.5194/gmd-10-3145-2017" target="_blank">https://doi.org/10.5194/gmd-10-3145-2017</a>, 2017. 
    </mixed-citation></ref-html>
<ref-html id="bib1.bib40"><label>van Stratum et al.(2023)</label><mixed-citation>
       van Stratum, B. J. H., van Heerwaarden, C. C., and Vilà-Guerau de Arellano, J.: The benefits and challenges of downscaling a global reanalysis with doubly-periodic large-eddy simulations, J. Adv. Model. Earth Sy., 15, <a href="https://doi.org/10.1029/2023MS003750" target="_blank">https://doi.org/10.1029/2023MS003750</a>, 2023.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib41"><label>Vaz et al.(2025)</label><mixed-citation>
       Vaz, R., Silva, R., Cardoso Pereira, S., Carvalho, A. C., Carvalho, D., and Rocha, A.: Coupled atmosphere–fire modelling of pyroconvective activity in Portugal, Fire, 8, 153, <a href="https://doi.org/10.3390/fire8040153" target="_blank">https://doi.org/10.3390/fire8040153</a>, 2025.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib42"><label>Vilà-Guerau De Arellano et al.(2015)</label><mixed-citation>
       Vilà-Guerau De Arellano, J., van Heerwaarden, C. C., Van Stratum, B. J. H., and Van den Dries, K.: Atmospheric boundary layer dynamics, in: Atmospheric Boundary Layer: Intergrating Air Chemistry and Land Interactions, Cambridge University Press, New York, 21–32, <a href="https://doi.org/10.1017/CBO9781316117422" target="_blank">https://doi.org/10.1017/CBO9781316117422</a>, 2015.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib43"><label>Wang et al.(2025)</label><mixed-citation>
       Wang, Q., Gazen, C., Ihme, M., Carver, R., Parker, J. B., Schneider, T., Chammas, S., Chen, Y.-F., and Anderson, J.: High-Resolution Simulations Unravel Intensification Mechanisms of Pyrocumulonimbus Clouds, arXiv [preprint], <a href="https://arxiv.org/abs/2507.01237" target="_blank"/>, 11 July 2025.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib44"><label>Werth et al.(2016)</label><mixed-citation>
       Werth, P. A., Potter, B. E., Alexander, M. E., Cruz, M. G., Clements, C. B., Finney, M. A., Forthofer, J. M., Goodrick, S. L., Hoffman, C., Jolly, W. M., McAllister, S. S., Ottmar, R. D., and Parsons, R. A.: Synthesis of Knowledge of Extreme Fire Behavior: Volume 2 for Fire Behavior Specialists, Researchers, and Meteorologists, General Technical Report PNW-GTR-891, U.S. Department of Agriculture, Forest Service, Pacific Northwest Research Station, <a href="https://doi.org/10.2737/PNW-GTR-891" target="_blank">https://doi.org/10.2737/PNW-GTR-891</a>, 2016.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib45"><label>Zuo et al.(2025)</label><mixed-citation>
       Zuo, P., Chen, X., Zhu, L., Zuo, P., Chen, X., and Zhu, L.: Applicability assessment of ERA5 surface wind speed data across different landforms in China, Atmosphere-Basel, 16, <a href="https://doi.org/10.3390/atmos16080956" target="_blank">https://doi.org/10.3390/atmos16080956</a>, 2025.

    </mixed-citation></ref-html>--></article>
