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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-2026-2380</article-id>
<title-group>
<article-title>Assessing Air Pollution Drivers in Asia Through Multi-Species Data Assimilation During NASA&apos;s ASIA-AQ Campaign</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Choi</surname>
<given-names>Jinkyul</given-names>
<ext-link>https://orcid.org/0000-0002-3257-2404</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Miyazaki</surname>
<given-names>Kazuyuki</given-names>
<ext-link>https://orcid.org/0000-0002-1466-4655</ext-link>
</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>Sekiya</surname>
<given-names>Takashi</given-names>
<ext-link>https://orcid.org/0000-0002-2319-7753</ext-link>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yu</surname>
<given-names>Jinhyeok</given-names>
<ext-link>https://orcid.org/0000-0001-9373-510X</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ogino</surname>
<given-names>Shin-Ya</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Eskes</surname>
<given-names>Henk</given-names>
<ext-link>https://orcid.org/0000-0002-8743-4455</ext-link>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rijdijk</surname>
<given-names>Pieter</given-names>
<ext-link>https://orcid.org/0009-0006-2009-8078</ext-link>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bennett</surname>
<given-names>Ryan</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Roiger</surname>
<given-names>Anke</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Knez</surname>
<given-names>Leon</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Diskin</surname>
<given-names>Glenn S.</given-names>
<ext-link>https://orcid.org/0000-0002-3617-0269</ext-link>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Miech</surname>
<given-names>Jason A.</given-names>
<ext-link>https://orcid.org/0000-0002-0356-5088</ext-link>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>DiGangi</surname>
<given-names>Joshua P.</given-names>
<ext-link>https://orcid.org/0000-0002-6764-8624</ext-link>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Choi</surname>
<given-names>Yonghoon</given-names>
<ext-link>https://orcid.org/0000-0001-6529-4722</ext-link>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Franchin</surname>
<given-names>Alessandro</given-names>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Cho</surname>
<given-names>Changmin</given-names>
<ext-link>https://orcid.org/0000-0002-5977-2705</ext-link>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Apel</surname>
<given-names>Eric C.</given-names>
<ext-link>https://orcid.org/0000-0001-9421-818X</ext-link>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Emmons</surname>
<given-names>Louisa K.</given-names>
<ext-link>https://orcid.org/0000-0003-2325-6212</ext-link>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Maneenoi</surname>
<given-names>Nattamon</given-names>
<ext-link>https://orcid.org/0000-0001-8093-3000</ext-link>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>St. Clair</surname>
<given-names>Jason M.</given-names>
<ext-link>https://orcid.org/0000-0002-9367-5749</ext-link>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hannun</surname>
<given-names>Reem A.</given-names>
<ext-link>https://orcid.org/0000-0001-5195-5307</ext-link>
</name>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Wolfe</surname>
<given-names>Glenn M.</given-names>
<ext-link>https://orcid.org/0000-0001-6586-4043</ext-link>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Delaria</surname>
<given-names>Erin</given-names>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sebol</surname>
<given-names>Abby</given-names>
<ext-link>https://orcid.org/0009-0006-7055-4764</ext-link>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Blake</surname>
<given-names>Donald R.</given-names>
</name>
<xref ref-type="aff" rid="aff16">
<sup>16</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Crippa</surname>
<given-names>Monica</given-names>
</name>
<xref ref-type="aff" rid="aff17">
<sup>17</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hoesly</surname>
<given-names>Rachel M.</given-names>
</name>
<xref ref-type="aff" rid="aff18">
<sup>18</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Smith</surname>
<given-names>Steven J.</given-names>
<ext-link>https://orcid.org/0000-0003-3248-5607</ext-link>
</name>
<xref ref-type="aff" rid="aff18">
<sup>18</sup>
</xref>
<xref ref-type="aff" rid="aff19">
<sup>19</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Woo</surname>
<given-names>Jung-Hun</given-names>
</name>
<xref ref-type="aff" rid="aff20">
<sup>20</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kuai</surname>
<given-names>Le</given-names>
<ext-link>https://orcid.org/0000-0001-6406-1150</ext-link>
</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>Macatangay</surname>
<given-names>Ronald</given-names>
</name>
<xref ref-type="aff" rid="aff21">
<sup>21</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Joint Institute for Regional System Science and Engineering (JIFRESSE), University of California, Los Angeles, Los Angeles, CA, USA</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Japan Agency for Marine-Earth Science and Technology (JAMSTEC), Yokohama, Japan</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Japan Agency for Marine-Earth Science and Technology (JAMSTEC), Yokosuka, Japan</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Royal Netherlands Meteorological Institute (KNMI), De Bilt, Netherlands</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>Bay Area Environmental Research Institute, NASA Ames Research Center, Moffett Field, CA, USA</addr-line>
</aff>
<aff id="aff7">
<label>7</label>
<addr-line>Deutsches Zentrum für Luft- und Raumfahrt (DLR), Institut für Physik der Atmosphäre, Oberpfaffenhofen, Germany</addr-line>
</aff>
<aff id="aff8">
<label>8</label>
<addr-line>NASA Langley Research Center, Hampton, VA, USA</addr-line>
</aff>
<aff id="aff9">
<label>9</label>
<addr-line>Oak Ridge Associated Universities, Oak Ridge, TN, USA</addr-line>
</aff>
<aff id="aff10">
<label>10</label>
<addr-line>Analytical Mechanics Associates, Hampton, VA, USA</addr-line>
</aff>
<aff id="aff11">
<label>11</label>
<addr-line>Atmospheric Chemistry Observations and Modeling Laboratory, National Center for Atmospheric Research (NCAR), Boulder, CO, USA</addr-line>
</aff>
<aff id="aff12">
<label>12</label>
<addr-line>Department of Atmospheric and Oceanic Sciences, University of California, Los Angeles, Los Angeles, CA, USA</addr-line>
</aff>
<aff id="aff13">
<label>13</label>
<addr-line>Atmospheric Chemistry and Dynamics Laboratory, NASA Goddard Space Flight Center, Greenbelt, MD, USA</addr-line>
</aff>
<aff id="aff14">
<label>14</label>
<addr-line>University of Maryland, Baltimore County, Baltimore, MD, USA</addr-line>
</aff>
<aff id="aff15">
<label>15</label>
<addr-line>Earth Science Division, NASA Ames Research Center, Moffett Field, CA, USA</addr-line>
</aff>
<aff id="aff16">
<label>16</label>
<addr-line>Department of Chemistry, University of California, Irvine, CA, USA</addr-line>
</aff>
<aff id="aff17">
<label>17</label>
<addr-line>European Commission, Joint Research Centre (JTC), Ispra, Italy</addr-line>
</aff>
<aff id="aff18">
<label>18</label>
<addr-line>Joint Global Change Research Institute, Pacific Northwest National Lab, College Park, MD, USA</addr-line>
</aff>
<aff id="aff19">
<label>19</label>
<addr-line>Department of Atmospheric and Oceanic Science, University of Maryland, College Park, MD, USA</addr-line>
</aff>
<aff id="aff20">
<label>20</label>
<addr-line>Department of Environmental Management, Seoul National University, Seoul, South Korea</addr-line>
</aff>
<aff id="aff21">
<label>21</label>
<addr-line>Center for Atmospheric Science Research, National Astronomical Research Institute of Thailand, Chiang Mai, Thailand</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>48</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2026 Jinkyul Choi 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-2026-2380/">This article is available from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-2380/</self-uri>
<self-uri xlink:href="https://egusphere.copernicus.org/preprints/2026/egusphere-2026-2380/egusphere-2026-2380.pdf">The full text article is available as a PDF file from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-2380/egusphere-2026-2380.pdf</self-uri>
<abstract>
<p>Asia accounts for approximately half of global anthropogenic emissions of major pollutants, yet emission inventories remain uncertain and ground-based monitoring is sparse across much of the region. To address these challenges, this study applies a multi-species satellite data assimilation framework to estimate emissions and concentrations of key chemical species during the NASA&apos;s ASIA-AQ campaign. The assimilation improves agreement with airborne observations for O&lt;sub&gt;3&lt;/sub&gt;, NO&lt;sub&gt;x&lt;/sub&gt;, CO, and CH&lt;sub&gt;2&lt;/sub&gt;O, with the largest gains for CO (correlation increasing from 0.63&amp;ndash;0.64 to 0.77) and CH&lt;sub&gt;2&lt;/sub&gt;O (biases reduced by 41&amp;ndash;70 %). Domain-wide, the optimized emissions show increases of 15 % for NO&lt;sub&gt;x&lt;/sub&gt; and 9 % for CO, and a 52 % reduction in isoprene. Comparisons with multiple emission inventories reveal large discrepancies, with normalized standard deviation ranging from 11 % for NO&lt;sub&gt;x&lt;/sub&gt; in mainland China to 68 % for CO in Taiwan. Over Thailand, the assimilation increases fire emissions from 3.6 Tg (GFASv1.2) to 8.3 Tg, while FINNv2.7 produces estimates roughly twice as high, highlighting persistent divergence among fire emission estimates. Source-receptor analysis reveals strong meteorological control on transboundary pollutant: long-range transport contributes up to 62 % of surface O&lt;sub&gt;3&lt;/sub&gt; in Manila during strong monsoon conditions, whereas Seoul exhibits local NO&lt;sub&gt;x&lt;/sub&gt;-saturated chemistry. During a strong transport episode, Indian emissions account for 72&amp;ndash;78 % of the free tropospheric O&lt;sub&gt;3&lt;/sub&gt; response over Taipei and Chiang Mai, and 24 % over Seoul, highlighting an overlooked transport pathway affecting Asian air quality. These results highlight the value of satellite data assimilation and the need for improved inventories and coordinated action on local and transboundary pollution.</p>
</abstract>
<counts><page-count count="48"/></counts>
<funding-group>
<award-group id="gs1">
<funding-source>National Aeronautics and Space Administration</funding-source>
<award-id>80NM0018D0004</award-id>
</award-group>
<award-group id="gs2">
<funding-source>National Aeronautics and Space Administration</funding-source>
<award-id>19-AURAST19-0044</award-id>
<award-id>22-EUSPI22-0005</award-id>
<award-id>22-ACMAP22-0013</award-id>
<award-id>80NSSC23K0823</award-id>
</award-group>
<award-group id="gs3">
<funding-source>National Center for Atmospheric Research</funding-source>
<award-id>Cooperative Agreement No. 1852977</award-id>
</award-group>
</funding-group>
</article-meta>
</front>
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<back>
</back>
</article>