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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Environ. Sci.</journal-id>
<journal-title>Frontiers in Environmental Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Environ. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-665X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1496584</article-id>
<article-id pub-id-type="doi">10.3389/fenvs.2024.1496584</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Environmental Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Heatwave-amplified atmospheric oxidation in a multi-province border area in Xuzhou, China</article-title>
<alt-title alt-title-type="left-running-head">Zhang et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenvs.2024.1496584">10.3389/fenvs.2024.1496584</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Zhang</surname>
<given-names>Guoxian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2843049/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Yu</surname>
<given-names>Xingyu</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yin</surname>
<given-names>Hao</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Feng</surname>
<given-names>Chunli</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ma</surname>
<given-names>Chao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sun</surname>
<given-names>Shiqiang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Haoqiang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Shiyu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shang</surname>
<given-names>Kunqi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liu</surname>
<given-names>Xiaoyan</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Physics and New Energy</institution>, <institution>Xuzhou University of Technology</institution>, <addr-line>Xuzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Xuzhou University of Technology</institution>, <addr-line>Xuzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Earth and Environmental Science</institution>, <institution>Vanderbilt University</institution>, <addr-line>Nashville</addr-line>, <addr-line>TN</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Xuzhou Environmental Monitoring Center Station</institution>, <addr-line>Xuzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>School of Pharmacy</institution>, <institution>Anhui Medical University</institution>, <addr-line>Hefei</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2757463/overview">Jun Zhou</ext-link>, Jinan University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2047362/overview">Dan Dan Huang</ext-link>, Shanghai Academy of Environmental Sciences, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2058098/overview">Hongwei Xiao</ext-link>, Shanghai Jiao Tong University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Hao Yin, <email>hao.yin@vanderbilt.edu</email>; Xiaoyan Liu, <email>liuxy@ahmu.edu.cn</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributedequally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1496584</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>09</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>10</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Zhang, Yu, Yin, Feng, Ma, Sun, Cheng, Wang, Shang and Liu.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Zhang, Yu, Yin, Feng, Ma, Sun, Cheng, Wang, Shang and Liu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Ozone formation is closely tied to emissions of precursors, meteorological conditions, and atmospheric chemistry. In June 2024, Xuzhou City, located at the intersection of Jiangsu, Shandong, Henan, and Anhui provinces in East China, experienced a series of ozone pollution events. The continuous pollution episodes were characterized by consistently high levels of ozone, with daytime peaks reaching 130&#xa0;ppb. By combining observations of atmospheric oxidation and the use of the Observation-Based Model model, it was determined that the pollution was the result of a &#x201c;heatwave-ozone&#x201d; co-occurring extreme event triggered by elevated temperatures, low humidity, and intense radiation. The heatwave led to increased emissions of VOCs from both natural and human-related sources, with more pronounced contribution from Bio-alkenes and OVOCs. This, in turn, resulted in higher levels of oxidizing agents and ozone formation potential, exacerbating the co-occurrence of heatwaves and ozone extremes. Sensitivity tests on enhanced controls showed that reducing NOx had a significant adverse effect on ozone levels, whereas reducing VOCs had positive benefits, particularly for controlling alkenes. Despite ongoing reductions in anthropogenic VOCs, the elevated temperatures led to an increase in natural VOCs emissions. On average, a 1&#xb0;C temperature decrease could reduce the reactivity ratio of VOCs to NOx (VOC<sup>R</sup>/NOx<sup>R</sup>) by 0.12, thereby enhancing the advantages of emission reductions. Therefore, implementing measures to alleviate extreme heatwaves, such as limiting high-energy consumption and inducing artificial rainfall, can simultaneously reduce the intensity and reactivity of VOC emissions, aiding in the effective implementation of ozone pollution control policies.</p>
</abstract>
<kwd-group>
<kwd>ozone pollution</kwd>
<kwd>heatwave</kwd>
<kwd>oxidation</kwd>
<kwd>RIR</kwd>
<kwd>VOC emissions</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Atmosphere and Climate</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>China has made notable progress in addressing regional atmospheric pollution through the implementation of stringent pollution control policies. These measures have been effectively reducing primary pollutants such as nitrogen oxides (NOx), carbon monoxide (CO), sulfur dioxide (SO<sub>2</sub>), and significantly alleviating PM<sub>2.5</sub> pollution (<xref ref-type="bibr" rid="B11">Huang et al., 2018</xref>; <xref ref-type="bibr" rid="B38">Zhu et al., 2011</xref>). Despite these achievements, there has been a persistent increase in near-surface ozone (O<sub>3</sub>) concentrations, which led to frequent occurrences of ozone pollution events in megacity clusters such as the Beijing-Tianjin-Hebei (BTH), the Pearl River Delta (PRD), and the Yangtze River Delta (YRD) (<xref ref-type="bibr" rid="B17">Lu et al., 2018</xref>).</p>
<p>Ozone, a highly oxidative atmospheric pollutant, is formed through ongoing photochemical reactions involving NOx, CO, and volatile organic compounds (VOCs) under solar radiation (<xref ref-type="bibr" rid="B10">Hofzumahaus et al., 2009</xref>; <xref ref-type="bibr" rid="B21">Rohrer et al., 2014</xref>). Previous work have established a strong connection between ozone formation and the emissions of precursors, meteorological conditions, and atmospheric chemistry (<xref ref-type="bibr" rid="B16">Lu et al., 2019</xref>). However, the formation mechanism of ozone pollution is complex due to the highly nonlinear relationship between O<sub>3</sub> and its precursors (<xref ref-type="bibr" rid="B12">Li et al., 2019</xref>). During the daytime, atmospheric oxidation is initiated by ROx radical chemistry, leading to the generation and accumulation of ozone in the troposphere. The major sources of ROx radicals include the photolysis of ozone, nitrous acid (HONO), formaldehyde (HCHO), and oxygenated volatile organic compounds (OVOCs). The atmospheric oxidizing capacity, influenced by various factors such as photolysis, meteorology, and pollutant concentrations, plays a crucial role on spatial scales. For instance, in urban areas like Beijing, Shanghai, and Guangzhou, photolysis of formaldehyde and ozonolysis of alkenes contribute approximately 85% of HO<sub>2</sub> and OH radical production (<xref ref-type="bibr" rid="B27">Tan et al., 2019</xref>). In oil and gas fields, high VOC emissions, particularly with OVOC photolysis contributions 2&#x2013;5 times higher than in urban areas, significantly promote ozone formation (<xref ref-type="bibr" rid="B3">Chen et al., 2020</xref>; <xref ref-type="bibr" rid="B4">Edwards et al., 2014</xref>; <xref ref-type="bibr" rid="B5">Edwards et al., 2013</xref>). Furthermore, previous studies estimate that meteorological variations account for 23%&#x2013;80% of the O<sub>3</sub> concentration trends in China between 2013 and 2020 (<xref ref-type="bibr" rid="B24">Sun et al., 2021</xref>; <xref ref-type="bibr" rid="B34">Yin et al., 2021a</xref>; <xref ref-type="bibr" rid="B35">Yin et al., 2021b</xref>).</p>
<p>In recent years, China has witnessed a rise in both the frequency and severity of heatwaves during the summer months, spanning from June to August (<xref ref-type="bibr" rid="B2">Chen et al., 2024</xref>; <xref ref-type="bibr" rid="B18">Meng et al., 2023</xref>). The heatwaves are typically accompanied by low humidity, intense solar radiation, and stable atmospheric conditions, which can synergize with local oxidative processes and influence the formation of ozone. Although the intricate interplay between human activities and natural systems within the Yangtze River Delta (YRD) region under conditions of high temperature has been partially investigated in several studies, there remains a significant research gap concerning atmospheric oxidizing capacity in the multi-province border (MPB) areas. <xref ref-type="sec" rid="s11">Supplementary Figure S1</xref> illustrates the distribution of ozone concentration across the MPB region. The disparity in the maximum daily 8&#xa0;h average (MDA8) concentrations among nine cities was under 10&#xa0;ppb, indicating a clear uniformity in spatial distribution. Regarding temporal fluctuations, ozone pollution in June is the most severe during the summer months, featuring successive pollution episodes; in contrast, July and August do not exhibit comparable durations or peak levels of ozone concentration to those observed in June (<xref ref-type="sec" rid="s11">Supplementary Figure S2</xref>). Consequently, the focus is on June, with a particular emphasis on Xuzhou&#x2014;a city characterized by its resource-intensive industrial profile and substantial anthropogenic emissions located in the YRD region&#x2014;to examine the concurrent occurrence of heatwaves and extreme ozone events.</p>
<p>The study employs an Observation-Based Model (OBM) to scrutinize the features of ozone pollution during heatwave episodes and to delineate the interconnection between these extreme phenomena and atmospheric oxidation processes. By dissecting the formation mechanisms of ozone pollution and the sensitivity of the O<sub>3</sub>-NOx-VOCs system, the research aims to enhance the precision of ozone pollution control strategies, especially within the broader context of global warming.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Site description</title>
<p>The observation was conducted from June 1 to 30 June 2024, at the Xuzhou Environmental Monitoring Center Station (34.215&#xb0; N, 117.256&#xb0; E). Xuzhou is strategically positioned at the convergence of Jiangsu, Shandong, Henan, and Anhui provinces in East China, renowned for their industrial, agricultural, and manufacturing activities (<xref ref-type="bibr" rid="B19">Qin et al., 2017</xref>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). The observation site is situated southeast of Xuzhou in a mixed commercial and residential area (<xref ref-type="bibr" rid="B20">Rao et al., 2023</xref>). Major roads are located 100&#xa0;m to the east and 500&#xa0;m to the south of the site. To the north, extensive farmland and abundant vegetation can be found. Consequently, this site offers an ideal setting for investigating the interplay between human-made and natural sources of pollution (<xref ref-type="bibr" rid="B6">Feng et al., 2023</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The location of the measurement site and surrounding cities. The map background represents topographic elevation distribution. This terrain map is illustrated by the Basemap package in Python 3.8.</p>
</caption>
<graphic xlink:href="fenvs-12-1496584-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Instrumentation</title>
<p>Instruments for meteorological data and pollutant concentrations were positioned on the rooftop of the Xuzhou Environmental Monitoring Center Station (34.22&#xb0;N, 117.27&#xb0;E). Situated approximately 20&#xa0;m above ground level, the placement minimized the impact of turbulence near the ground. The specific instruments information are listed in <xref ref-type="table" rid="T1">Table 1</xref>. Thermo commercial instruments were employed to monitor NOx, O<sub>3</sub>, CO, and SO<sub>2</sub> levels, while GC-MS/FID technology was utilized to detect VOCs species, encompassing 107 types of non-methane hydrocarbons (NMHCs) ranging from C<sub>2</sub> to C<sub>14</sub>, as well as some other OVOCs. To ensure the precision of the measurements, all instruments underwent daily external standard quality control checks at midnight.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Detailed information of supporting measurements.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Species</th>
<th align="center">Methods</th>
<th align="center">Limit of detection</th>
<th align="center">Accuracy (1 &#x3c3;)</th>
<th align="center">Time resolution</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Temperature</td>
<td align="center">Met One 083E</td>
<td align="center">&#x2212;50&#xb0;C to 50&#xa0;&#xb0;C</td>
<td align="center">&#xb1;0.5%</td>
<td align="center">60&#xa0;s</td>
</tr>
<tr>
<td align="center">Relative humidity</td>
<td align="center">Met One 083E</td>
<td align="center">0&#x2013;100%</td>
<td align="center">&#xb1;2.0%</td>
<td align="center">60&#xa0;s</td>
</tr>
<tr>
<td align="center">WS</td>
<td align="center">Met One 014A</td>
<td align="center">0.45&#x2013;60&#xa0;m/s</td>
<td align="center">&#xb1;0.11&#xa0;m/s</td>
<td align="center">60&#xa0;s</td>
</tr>
<tr>
<td align="center">WD</td>
<td align="center">Met One 024A</td>
<td align="center">0&#x2013;360&#xb0; (&#x3e;0.45&#xa0;m/s)</td>
<td align="center">&#xb1;5&#xb0;</td>
<td align="center">60&#xa0;s</td>
</tr>
<tr>
<td align="center">Pressure</td>
<td align="center">Met One 092</td>
<td align="center">600&#x2013;1,100&#xa0;hPa</td>
<td align="center">&#xb1;0.5%</td>
<td align="center">60&#xa0;s</td>
</tr>
<tr>
<td align="center">TSI</td>
<td align="center">Met One 094</td>
<td align="center">&#x2014;</td>
<td align="center">&#xb1;3.0%</td>
<td align="center">60&#xa0;s</td>
</tr>
<tr>
<td align="center">PM<sub>2.5</sub>
</td>
<td align="center">TEOM</td>
<td align="center">0.1&#xa0;&#x3bc;g/m<sup>3</sup>
</td>
<td align="center">&#xb1;10%</td>
<td align="center">60&#xa0;s</td>
</tr>
<tr>
<td align="center">O<sub>3</sub>
</td>
<td align="center">UV</td>
<td align="center">0.5&#xa0;ppb</td>
<td align="center">&#xb1;10%</td>
<td align="center">60&#xa0;s</td>
</tr>
<tr>
<td align="center">NOx</td>
<td align="center">CL</td>
<td align="center">50&#xa0;ppt</td>
<td align="center">&#xb1;10%</td>
<td align="center">60&#xa0;s</td>
</tr>
<tr>
<td align="center">SO<sub>2</sub>
</td>
<td align="center">UV-F</td>
<td align="center">0.1&#xa0;ppb</td>
<td align="center">&#xb1;10%</td>
<td align="center">60&#xa0;s</td>
</tr>
<tr>
<td align="center">CO</td>
<td align="center">NDIR</td>
<td align="center">50&#xa0;ppb</td>
<td align="center">&#xb1;10%</td>
<td align="center">60&#xa0;s</td>
</tr>
<tr>
<td align="center">NMHCs</td>
<td align="center">GC-MS/FID</td>
<td align="center">5&#x2013;70&#xa0;ppt</td>
<td align="center">&#xb1;10&#x2013;15%</td>
<td align="center">60&#xa0;min</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The photolysis rates were determined using the Tropospheric Ultraviolet and Visible (TUV) radiation model. To ensure accuracy, the rates were adjusted based on measurements of total solar irradiance (TSI) (<xref ref-type="bibr" rid="B30">Trebs et al., 2009</xref>). The validity of this approach has been confirmed through extensive long-term observations (<xref ref-type="bibr" rid="B32">Wang et al., 2020</xref>).</p>
</sec>
<sec id="s2-3">
<title>2.3 Observation-Based Model</title>
<p>A zero-dimensional box model based on the RACM2-LIM1 mechanism was utilized to calculate the explicit local ozone formation and the sensitivity of O<sub>3</sub>-NOx-VOCs(<xref ref-type="bibr" rid="B7">Griffith et al., 2013</xref>; <xref ref-type="bibr" rid="B23">Stockwell et al., 1997</xref>; <xref ref-type="bibr" rid="B26">Tan et al., 2017</xref>). To input the necessary data into the model, relevant meteorological and pollutant parameters were compiled into a time-dependent dataset for the model boundaries. In instances where there were gaps in the data due to instrument maintenance or malfunction, averaging or linear interpolation techniques were used to fill in the missing values. The time resolution used for the dataset was 15&#xa0;min. For species that were not measured, such as H<sub>2</sub> and CH<sub>4</sub>, default values were assigned at 550&#xa0;ppb and 1900&#xa0;ppb, respectively. To account for the removal of pollutants over a 24&#xa0;h lifetime, corresponding removal rates were applied to all species in the model. Additionally, a 3&#xa0;day spin-up period was included to allow the model to stabilize before generating results.</p>
<p>To evaluate the O<sub>3</sub>-NOx-VOCs sensitivity, the response of simulated ozone concentration to changes in individual precursors was calculated, which was expressed as the Relative Incremental Reactivity (RIR) in <xref ref-type="disp-formula" rid="e1">Equation 1</xref> (<xref ref-type="bibr" rid="B1">Cardelino and Chameides, 1995</xref>):<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>I</mml:mi>
<mml:mi>R</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>X</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>O</mml:mi>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>X</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:msub>
<mml:mi>O</mml:mi>
<mml:mn>3</mml:mn>
</mml:msub>
</mml:mfrac>
</mml:mrow>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>X</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>X</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<p>&#x2206;O<sub>3</sub> represents the change in simulated ozone concentration, O<sub>3</sub> denotes the baseline ozone concentration, &#x2206;C(X) represents the change in precursor concentration, and C(X) represents the baseline precursor concentration. For the sensitivity experiments, a baseline value of 20% was selected for &#x2206;C(X), and then evaluating the impact on the simulated ozone concentration (<xref ref-type="bibr" rid="B36">Yu et al., 2020</xref>).</p>
<p>To predict ozone concentrations for the calculation of RIR, a constraint was applied to NO<sub>2</sub> while removing constraints on O<sub>3</sub> and NO in the box model (<xref ref-type="bibr" rid="B29">Tan et al., 2018</xref>; <xref ref-type="bibr" rid="B37">Zhang et al., 2024</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Overview of measurement</title>
<p>
<xref ref-type="fig" rid="F2">Figure 2</xref> illustrates the timeseries of meteorological data and pollutant concentrations during the observation in June 2024 in Xuzhou. The city experienced consecutive extreme heatwaves and intense solar radiation, with daytime temperature peaks surpassing 30&#xa0;&#xb0;C, and j (O<sup>1</sup>D) reaching a value of 4.0 &#xd7; 10<sup>&#x2212;5&#xa0;</sup>s<sup>-1</sup>. NO<sub>2</sub> concentrations exhibited a range of 4.73&#x2013;40.51 ppb, primarily attributed to elevated precursor emissions in the urban environment. PM<sub>2.5</sub> and CO concentrations showed consistent patterns and occasionally reached mild pollution levels on specific days. The average daily peak concentration of VOCs was 16.69 ppb, with a maximum of 36.50&#xa0;ppb recorded on June 14th. Anthropogenic VOCs (AVOCs) were predominantly composed of alkanes, alkenes, and aromatics. Oxygenated volatile organic compounds (OVOCs) included acrolein, acetone, methyl ethyl ketone, and methyl t-butyl ether, and accounted for over 50% of the total VOC concentration (TVOCs). The intensive emissions of VOCs played a significant role in local ozone formation, leading to consecutive ozone pollution events. During the observation, the daily ozone concentration met the Grade I standard for 21 days and the Grade II standard for 4 days, according to the Ambient Air Quality Standards (GB3095-2012), with daytime peaks reaching 130&#xa0;ppb.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Time series of pollutant concentrations in Xuzhou, June 2024.</p>
</caption>
<graphic xlink:href="fenvs-12-1496584-g002.tif"/>
</fig>
<p>From June 9 to 16, there was a continuous period of high temperatures, with peaks surpassing 35&#xa0;&#xb0;C. According to the Grade of the Heatwave (GB/T 29,457&#x2013;2012) classification, the scenario can be categorized as an extreme heatwave event (denoted as Extreme period in <xref ref-type="fig" rid="F3">Figure 3</xref>). In contrast, the periods from June 1 to 5 and June 24 to 29 experienced temperature peaks below 30&#xa0;&#xb0;C, which was categorized as normal temperature events (denoted as Normal period in <xref ref-type="fig" rid="F3">Figure 3</xref>). Extreme heatwave coincided with a notable increase in ozone pollution, with concentrations rising from 74.14&#xa0;ppb to 105.51 ppb, representing an increase of over 30% (<xref ref-type="fig" rid="F3">Figure 3</xref>). While the average daytime levels of NO<sub>2</sub> remained consistent across both scenarios, TVOCs significantly increased during the heatwave, climbing from 14.02 ppb to 18.47&#xa0;ppb. Bio-VOCs emissions, particularly isoprene, exhibited a strong response to elevated temperatures, with peak concentrations nearly doubling compared to the Normal events, reaching as high as 2.86&#xa0;ppb on certain days.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Diurnal variation of pollutant concentrations within Extreme and Normal scenarios, respectively.</p>
</caption>
<graphic xlink:href="fenvs-12-1496584-g003.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 VOC compositions and ozone production efficiency</title>
<p>Given the elevated VOC emissions during heatwaves, the influence of extreme temperatures on the chemistry process of VOC was examined, utilizing temperature as a key variable. The relationship was evaluated through VOC concentrations, hydroxyl reactivity (<italic>k</italic>
<sub>OH</sub>), ozone formation potential (OFPs), and secondary organic aerosol formation potential (SOAFPs) to characterize the theoretical generation of secondary pollution generation in diurnal time (8:00&#x2013;18:00, <xref ref-type="fig" rid="F4">Figure 4</xref>). The total OH reactivity indicates the reciprocal of the OH radical&#x2019;s lifetime. The OFP for each individual VOC species is determined by multiplying the measured concentration with its maximum incremental reactivity (MIR), and then aggregating the values across all VOC types. Notably, OVOCs were excluded from this analysis due to incomplete measurements.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>VOC concentrations, reactivity (<italic>k</italic>
<sub>OH</sub>), ozone formation potential (OFPs), and secondary organic aerosol formation potential (SOAFPs) were described during different scenarios (8:00&#x2013;18:00).</p>
</caption>
<graphic xlink:href="fenvs-12-1496584-g004.tif"/>
</fig>
<p>In terms of relative contribution, alkanes consistently represented the largest share of VOC concentrations, accounting for approximately 62.50% (except for OVOCs). However, the OH reactivity for alkanes decreased significantly, with a reduction of 11.21% during Extreme events and 31.42% during normal scenarios. The increased reactivity observed during the heatwave was primarily influenced by active species, particularly biogenic and anthropogenic alkenes. Despite constituting only 5% of VOCs concentration, isoprene displayed a marked response to elevated temperatures, increasing the contribution to <italic>k</italic>
<sub>OH</sub> from 32.00% to 60.04%, which also correlated with a higher ozone formation potential. In contrast, aromatics contributed only around 5% to overall VOC reactivity, differing from findings in cities such as Guangzhou and Shanghai, which suggests a limited local use of solvents and chemical manufacturing sources (<xref ref-type="bibr" rid="B27">Tan et al., 2019</xref>; <xref ref-type="bibr" rid="B36">Yu et al., 2020</xref>). Nevertheless, aromatics displayed significant ozone formation potential and accounted for over 70% of secondary organic aerosol formation potential (SOAFP).</p>
</sec>
<sec id="s3-3">
<title>3.3 Modeled OH reactivity and composition</title>
<p>Given the pronounced pollution characteristics observed during heatwaves, the influnence of extreme temperatures on atmospheric oxidative capacity was examined using temperature as a variable. A box model was employed to quantify key parameters related to atmospheric oxidant sources and sinks, specifically total <italic>k</italic>
<sub>OH</sub> and P (ROx) (<xref ref-type="fig" rid="F5">Figure 5</xref>). Due to diurnal variations in meteorological dilution conditions, OH reactivity was found to be lowest in the afternoon and highest during morning traffic peaks, aligning with observed temporal trends (<xref ref-type="bibr" rid="B27">Tan et al., 2019</xref>; <xref ref-type="bibr" rid="B37">Zhang et al., 2024</xref>). Higher reactivity levels (ranging from 10 to 30&#xa0;s<sup>-1</sup>) was observed in heatwaves, and the proportions of total OH consumption by inorganic species CO and NOx were 21.16% and 19.89%, respectively, indicating a significant contribution of anthropogenic emissions to radical chain termination. Organic species accounted for approximately 60% of the total reactivity, with OVOCs contributing 30.98%. The proportion of <italic>k</italic>
<sub>AVOCs</sub> remained consistent with observations during normal temperatures, while a more pronounced contribution from unmeasured species to <italic>k</italic>
<sub>OVOCs</sub>, suggesting the potential influence of unknown photochemical processes activated by elevated temperatures.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Diurnal variations of reactivity and radical sources from box model outputs across different periods.</p>
</caption>
<graphic xlink:href="fenvs-12-1496584-g005.tif"/>
</fig>
<p>Considering that photolysis reactions are the primary drivers of radical chemistry, the budget analysis concentrated exclusively on daytime conditions (08:00&#x2013;18:00). During Normal scenario, the daytime peak of P (ROx) can reach 3.71&#xa0;ppb/h, which is typical of the summer and autumn seasons in China (<xref ref-type="bibr" rid="B9">Guo et al., 2024</xref>; <xref ref-type="bibr" rid="B25">Tan et al., 2024</xref>; <xref ref-type="bibr" rid="B28">Tan et al., 2021</xref>; <xref ref-type="bibr" rid="B33">Yang et al., 2021</xref>). Photolysis reactions accounted for a substantial 86.90% of the total radical production in diurnal time. Among these, the photolysis of O<sub>3</sub> and HONO were particularly significant in generating OH radicals, contributing approximately 29.72% and 18.58% to the total primary sources of radicals, respectively. The photolysis of HCHO and other OVOCs emerged as important primary sources of hydroperoxyl (HO<sub>2</sub>) and peroxy radicals (RO<sub>2</sub>), contributing 26.58% and 12.09% to P (ROx), respectively. Alkene ozonolysis also played a role in the generation of OH, HO<sub>2</sub>, and RO<sub>2</sub> radicals, yielding an average production rate of 0.22&#xa0;ppb/h during the daytime.</p>
<p>During heatwave events, the peak primary radical source increased significantly, showing a 64.69% rise compared to normal temperatures, reaching 6.11&#xa0;ppb/h. Ozone photolysis emerged as the dominant contributor to P (ROx), accounting for 35.76% of the total, which is comparable to that from the photolysis of aldehydes and ketones (collectively contributed to 38.63%).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<sec id="s4-1">
<title>4.1 Temperature dependence of oxidation</title>
<p>Given the specific impact of extreme heatwaves on ozone pollution, the ozone formation process was reconstructed across the entire temperature range (<xref ref-type="fig" rid="F6">Figure 6</xref>). The species concentration and reactivity are both in the daytime range, when j (O<sup>1</sup>D) is greater than 1.0 &#xd7; 10<sup>&#x2212;6&#xa0;</sup>s<sup>-1</sup>, thereby eliminating the daytime and nighttime effects. Ozone concentrations revealed a strong positive correlation with temperature, with levels increasing from approximately 45&#xa0;ppb to around 110&#xa0;ppb, indicating no apparent threshold for this trend. In contrast, PM<sub>2.5</sub> concentrations exhibited a different pattern, peaking between 15&#xb0;C and 25&#xa0;&#xb0;C and subsequently declining at higher temperatures, showing less significant responsiveness.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Relationship between key oxidation parameters and temperature.</p>
</caption>
<graphic xlink:href="fenvs-12-1496584-g006.tif"/>
</fig>
<p>Compared to concentrations of specific components, changes in the reactivity of VOCs, denoted as <italic>k</italic>
<sub>VOCs</sub>, provide valuable insights into the active photochemistry occurring under high-temperature conditions. Previous research highlighted the intricate interplay between anthropogenic activities and vegetation during heatwave events (<xref ref-type="bibr" rid="B13">Li et al., 2024</xref>). VOC reactivity was segmented into three main categories: anthropogenic, biogenic, and aldehyde/ketone oxygenated VOCs. The response of <italic>k</italic>
<sub>BVOCs</sub> to temperature fluctuations is particularly noteworthy. As temperatures surpass 30&#xa0;&#xb0;C, the average <italic>k</italic>
<sub>BVOCs</sub> escalates to around 2&#xa0;s<sup>-1</sup>, while the reactivity of anthropogenic VOCs (<italic>k</italic>
<sub>AVOCs</sub>) remains relatively stable, indicating a heightened level of activity in biogenic VOC chemistry under elevated temperatures. In the presence of intense photochemical conditions induced by prolonged heatwaves, VOCs interact with OH radical to generate peroxy radicals and other OVOCs, leading to an elevation in <italic>k</italic>
<sub>OVOCs</sub> from 2.5&#xa0;s<sup>-1</sup> to approximately 6.5&#xa0;s<sup>-1</sup> (<xref ref-type="fig" rid="F6">Figure 6</xref>). The typical tracer for anthropogenic OVOCs (acetone) exhibited a distinct temperature dependency, featuring a pronounced peak during the high-temperature period, which reached a maximum of 16&#xa0;ppb (<xref ref-type="sec" rid="s11">Supplementary Figure S4</xref>). Consequently, heatwaves trigger an overall increase in the emissions of VOCs originating from both natural and anthropogenic sources, with more prominent contributions from bio-alkenes and OVOCs.</p>
</sec>
<sec id="s4-2">
<title>4.2 O<sub>3</sub>-NOx-VOCs sensitivity</title>
<p>Based on the discussion provided, the pollution event described can be characterized as a &#x201c;heatwave-ozone&#x201d; co-occurring extreme event, triggered by high temperatures, low humidity meteorological conditions, and intense radiation. The heatwave accentuated the contributions to VOCs emissions, leading to heightened levels of oxidizing parameters such as radical sources, reactivity, and ozone formation potential. This scenario is likely to exacerbate the co-occurrence of heatwaves and ozone extremes. Despite ongoing reductions in anthropogenic VOC emissions with the current precursor composition (as the constant <italic>k</italic>
<sub>AVOCs</sub> in <xref ref-type="fig" rid="F6">Figure 6</xref>), the impact of high temperatures significantly enhanced natural VOC emissions (as the elevated <italic>k</italic>
<sub>BVOCs</sub> in <xref ref-type="fig" rid="F6">Figure 6</xref>), counteracting the benefits derived from emission reductions. Therefore, enhanced control of anthropogenic VOCs and reactive OVOCs is crucial during heatwave events.</p>
<p>To effectively control ozone-formation precursors, it is essential to mitigate the increase in biogenic VOC emissions triggered by high temperatures. The study utilized the RIR analysis to quantify ozone responses to individual precursors, focusing on NOx and VOCs (as shown in <xref ref-type="fig" rid="F7">Figure 7</xref>). Apart from CO and NOx, the research specifically examined isoprene and anthropogenic VOCs, such as alkanes, alkenes, and aromatics. It was observed that due to a higher proportion of chain-terminating reactions, the chemistry of NOx did not yield positive benefits, as indicated by a daytime average RIRNOx of &#x2212;0.39, suggesting that NOx reduction has a detrimental impact on ozone control. Conversely, reducing anthropogenic VOCs demonstrated systemic positive effects, with a corresponding daily average RIR<sub>AVOCs</sub> of 0.71, indicating that a 1% reduction in anthropogenic VOCs results in a 0.71% decrease in ozone concentration. Among the different types of anthropogenic VOCs, controlling alkenes exhibited the most significant effect on ozone reduction, with a daytime average RIR above 0.5. Regulating aromatics, alkanes, and CO also had a positive impact on ozone control, with RIR values ranging from 0.067% to 0.18%/%.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Relative Incremental Reactivity of different factors during Extreme scenario.</p>
</caption>
<graphic xlink:href="fenvs-12-1496584-g007.tif"/>
</fig>
<p>The substantial emissions of biogenic VOCs exacerbated by extreme high temperatures underscore the significant control effect on ozone pollution, as elucidated by the quantitative results discussed in <xref ref-type="sec" rid="s4-1">Section 4.1</xref>. A growing body of research underscores the importance of biogenic isoprene in contributing to ozone pollution in urban areas during the summer months, with global emissions estimated to be around 600&#xa0;Tg&#xa0;C annually (<xref ref-type="bibr" rid="B8">Guenther et al., 2006</xref>). Li et al. determined through modeling that natural emissions enhance ozone pollution by increasing both temperature sensitivity and concentration levels. In future high emission scenarios, such as ssp370 and ssp585, this trend is expected to intensify the concurrent occurrence of &#x201c;heatwave-ozone&#x201d; extreme events (<xref ref-type="bibr" rid="B13">Li et al., 2024</xref>). From a practical control perspective, choosing plants with low alkene emissions in urban planning could serve as a potential method for managing ozone pollution. Such an approach not only addresses the reduction of biogenic VOC emissions but also enhances urban green spaces, promoting overall environmental health. Furthermore, Song et al. have developed an effective and environmentally friendly photocatalyst designed for the efficient removal of isoprene (<xref ref-type="bibr" rid="B22">Song et al., 2024</xref>). When the residence time is increased by 10&#xa0;s, the photocatalytic rate of isoprene is improved to 79%, and its feasibility for pollution control in various regions has been demonstrated. Simultaneously, new strategies for the synergistic control of primary radical sources (P (ROx)) and reaction chain length (ChL) emerge as additional methods to reduce ozone levels (<xref ref-type="bibr" rid="B14">Liang et al., 2024</xref>; <xref ref-type="bibr" rid="B15">Lu et al., 2023</xref>). By integrating these approaches, we can develop a more comprehensive framework for ozone pollution management that considers both biogenic emissions and innovative technological solutions.</p>
</sec>
<sec id="s4-3">
<title>4.3 Impact of temperature effects on emission reduction</title>
<p>Long-term observational data on ozone and its precursors in China have revealed a noteworthy trend in the reactivity ratio of VOCs to NOx (VOC<sup>R</sup>/NOx<sup>R</sup>), which aligns closely with the normalized ozone levels. The relationship suggests that lowering the reactivity ratio serves as an optimal pathway for controlling ozone pollution (<xref ref-type="bibr" rid="B31">Wang et al., 2023</xref>). In this context, VOC<sup>R</sup> (<italic>k</italic>
<sub>VOCs</sub>) is viewed as the primary production term for radical chemistry, while NOx<sup>R</sup> (<italic>k</italic>
<sub>NOx</sub>) represents the corresponding consumption term.</p>
<p>The impact of temperature on emissions reduction was further investigated utilizing the VOC<sup>R</sup>/NOx<sup>R</sup> parameter, as depicted in <xref ref-type="fig" rid="F8">Figure 8A</xref>. Within the temperature range of 15&#xb0;C&#x2013;30&#xa0;&#xb0;C, the reactivity ratio exhibited no significant generation trend, fluctuating between 2.17 and 2.31. The inflection point for the VOC<sup>R</sup>/NOx<sup>R</sup> trend was observed at 30&#xa0;&#xb0;C. Notably, during periods of extreme high temperatures, the increase in ozone production rate (P(O<sub>3</sub>)) mirrored the temperature dependence of reactivity ratio (<xref ref-type="fig" rid="F8">Figures 8A,B</xref>). The peak of P(O<sub>3</sub>) reached approximately 20&#xa0;ppb/h, aligning with the synchronous change in ozone concentration.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Temperature effect on precursor reduction as indicated by <bold>(A)</bold> VOC<sup>R</sup>/NOx<sup>R</sup>, <bold>(B)</bold> P(Ox) and <bold>(C)</bold> ozone change (&#x0394;O<sub>3</sub>).</p>
</caption>
<graphic xlink:href="fenvs-12-1496584-g008.tif"/>
</fig>
<p>Global warming and the greenhouse effect further complicate the heatwave issue, as the increase in greenhouse gases such as CO<sub>2</sub> traps more heat in the atmosphere, leading to rising temperatures. The persistent warming trend not only accelerates ozone production but also amplifies the chemical reactivity of VOCs, making pollution control more challenging. By focusing on reducing the reactivity ratio, effective strategies can be developed to manage and control ozone levels in the atmosphere. From a pollution control perspective, regulating temperature by 1&#xa0;&#xb0;C reduces VOC<sup>R</sup>/NOx<sup>R</sup> by 0.12, thereby slowing the efficiency of the OH-HO<sub>2</sub>-RO<sub>2</sub> radical cycle and inhibiting local ozone formation. Sensitivity tests under extreme temperature control scenarios demonstrate that the regulation of temperature consistently produces positive outcomes (as shown in <xref ref-type="fig" rid="F8">Figure 8C</xref>). Within the temperature range of &#x2212;10 to &#x2b;10&#xa0;&#xb0;C, pollution control effects are sustained, though warming exacerbates adverse effects. By adopting a multifaceted approach that integrates temperature regulation and emission control, significant strides can be made towards improving air quality and protecting public health from the harmful effects of ozone pollution. Therefore, implementing measures such as limiting high energy consumption and using artificial rainfall to mitigate extreme heat can simultaneously lower VOC emission intensity and reactivity, facilitating the effective implementation of policies aimed at controlling ozone pollution.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>In June 2024, Xuzhou experienced severe ozone pollution, with concentrations reaching the Grade I standard for 21 days and the Grade II standard for 4 days, peaking at 130&#xa0;ppb. An OBM analysis was conducted to explore the characteristics of ozone pollution under extreme temperatures, establishing a link between heatwaves and atmospheric oxidative capacity. This study elucidates the ozone formation mechanisms and the sensitivity of O<sub>3</sub>-NOx-VOCs, providing insights for refining ozone pollution control policies in the context of global warming. Key findings are as follows.<list list-type="simple">
<list-item>
<p>1. During the pollution episode, ozone concentrations showed a strong positive correlation with temperature. Heatwave events led to increased VOC emissions, elevated levels of oxidizing parameters such as radical sources, reaction reactivity, and ozone formation potential, thus likely to exacerbate the co-occurrence of heatwaves and ozone extremes.</p>
</list-item>
<list-item>
<p>2. Despite ongoing reductions in anthropogenic VOCs emissions under the current precursor composition, high temperatures enhanced an overall increase in both biogenic and anthropogenic VOC emissions, with biogenic alkenes and anthropogenic OVOCs being particularly notable. Sensitivity tests on enhanced controls revealed that reducing NOx has a significant adverse effect on ozone while VOCs reduction gaining positive benefits, particularly in controlling alkenes with daytime RIR values averaging above 0.5.</p>
</list-item>
<list-item>
<p>3. The pollution shows high temperature sensitivity, with a 1&#xa0;&#xb0;C decrease in temperature reducing VOC<sup>R</sup>/NOx<sup>R</sup> by 0.12, thereby increasing emission reduction benefits. Mitigating extreme heat through measures such as limiting high-energy consumption and using artificial rainfall, can simultaneously reduce the intensity and reactivity of VOC emissions, aiding in the smooth implementation of ozone pollution control.</p>
</list-item>
</list>
</p>
<p>In future heatwave scenarios, preemptive mitigation measures should be taken, particularly by selecting low-alkene-emitting plants and strengthening the control of anthropogenic OVOC emissions.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>GZ: Conceptualization, Writing&#x2013;original draft, Writing&#x2013;review and editing, Formal Analysis. XY: Formal Analysis, Writing&#x2013;original draft, Writing&#x2013;review and editing. HY: Conceptualization, Writing&#x2013;review and editing. CF: Data curation, Writing&#x2013;review and editing. CM: Funding acquisition, Writing&#x2013;review and editing. SS: Writing&#x2013;review and editing. HC: Writing&#x2013;review and editing. SW: Writing&#x2013;review and editing. KS: Writing&#x2013;review and editing. XL: Conceptualization, Funding acquisition, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the National Natural Science Foundation of China (61905003), the Open Bidding for Selecting the Best Candidates for Scientific and Technological Research Projects in Hefei (2023SGJ027), and the Natural Science Foundation of Jiangsu Province (Grants No. BK20240335).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fenvs.2024.1496584/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fenvs.2024.1496584/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Supplementaryfile1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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