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<front>
<journal-meta>
<journal-id journal-id-type="publisher">EGUsphere</journal-id>
<journal-title-group>
<journal-title>EGUsphere</journal-title>
<abbrev-journal-title abbrev-type="publisher">EGUsphere</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">EGUsphere</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub"></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/egusphere-2026-2148</article-id>
<title-group>
<article-title>The sensitivity of ground-level ozone to precursor emissions and source contributions in Southeast Asia</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hu</surname>
<given-names>Jie</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Wong</surname>
<given-names>David C.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Li</surname>
<given-names>Jiaying</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Fang</surname>
<given-names>Tingting</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yim</surname>
<given-names>Steve H. L.</given-names>
<ext-link>https://orcid.org/0000-0002-2826-0950</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Centre for Climate Change and Environmental Health, Nanyang Technological University, Singapore 639798, Singapore</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Asian School of the Environment, Nanyang Technological University, Singapore 639798, Singapore</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>US Environmental Protection Agency, Research Triangle Park, NC, 27711, USA</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Department of Earth and Atmospheric Sciences, University of Houston, Houston, TX, 77204, USA</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Earth Observatory of Singapore, Nanyang Technological University, Singapore 639798, Singapore</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 639798, Singapore</addr-line>
</aff>
<pub-date pub-type="epub">
<day>08</day>
<month>05</month>
<year>2026</year>
</pub-date>
<volume>2026</volume>
<fpage>1</fpage>
<lpage>26</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2026 Jie Hu 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://egusphere.copernicus.org/preprints/2026/egusphere-2026-2148/">This article is available from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-2148/</self-uri>
<self-uri xlink:href="https://egusphere.copernicus.org/preprints/2026/egusphere-2026-2148/egusphere-2026-2148.pdf">The full text article is available as a PDF file from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-2148/egusphere-2026-2148.pdf</self-uri>
<abstract>
<p>To mitigate the surface ozone (O&lt;sub&gt;3&lt;/sub&gt;) pollution in Southeast Asia, a full understanding of the processes and contributions of precursor emissions [i.e., volatile organic compounds (VOCs) and nitrogen oxides (NO&lt;sub&gt;x&lt;/sub&gt;)] to O&lt;sub&gt;3&lt;/sub&gt; is required but remains unclear. This study applied an adjoint sensitivity model to evaluate the source-receptor (S-R) relationship between O&lt;sub&gt;3&lt;/sub&gt; and the precursors, as well as the source contributions over different receptor regions in Southeast Asia. The process analysis was performed to further characterize O&lt;sub&gt;3&lt;/sub&gt; formation. We found a predominant NO&lt;sub&gt;x&lt;/sub&gt;-limited O&lt;sub&gt;3&lt;/sub&gt; formation regime across Southeast Asia due to substantial regional biogenic VOC emissions, with exceptions in areas where anthropogenic NO&lt;sub&gt;x&lt;/sub&gt; emissions were significant, such as Singapore, Jakarta, Bangkok, and the Malacca Straits. NO&lt;sub&gt;x&lt;/sub&gt; was identified as the primary contributor to the surface O&lt;sub&gt;3&lt;/sub&gt;, whereas VOCs contributed positively to VOC-limited regions but negatively to NO&lt;sub&gt;x&lt;/sub&gt;-limited areas. Additionally, regional and super-regional transboundary air pollution accounted for 56&amp;ndash;98 % of surface O&lt;sub&gt;3&lt;/sub&gt; concentration across Southeast Asian countries. The findings highlighted the need for differentiated O&lt;sub&gt;3&lt;/sub&gt; mitigation strategies in Southeast Asia, combining coordinated regional NO&lt;sub&gt;x&lt;/sub&gt; emission reductions with targeted VOC controls in the VOC-limited urban areas.</p>
</abstract>
<counts><page-count count="26"/></counts>
<funding-group>
<award-group id="gs1">
<funding-source>Ministry of Education - Singapore</funding-source>
<award-id>MOE AcRF Tier 3 Award MOET32022-0006</award-id>
</award-group>
</funding-group>
</article-meta>
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