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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-2026-2803</article-id>
<title-group>
<article-title>Indirect cross-comparison of Landsat-9 and Copernicus Sentinel-2 using EMIT as a hyperspectral transfer reference</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bove</surname>
<given-names>Francesco</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>Gorroño</surname>
<given-names>Javier</given-names>
<ext-link>https://orcid.org/0000-0001-9318-7481</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Research Institute of Water and Environmental Engineering (IIAMA), Universitat Politècnica de València, València, Spain</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Department of Electronics, Information and Bioengineering (DEIB), Politecnico di Milano, 20133 Milan, Italy</addr-line>
</aff>
<pub-date pub-type="epub">
<day>18</day>
<month>06</month>
<year>2026</year>
</pub-date>
<volume>2026</volume>
<fpage>1</fpage>
<lpage>34</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2026 Francesco Bove</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-2026-2803/">This article is available from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-2803/</self-uri>
<self-uri xlink:href="https://egusphere.copernicus.org/preprints/2026/egusphere-2026-2803/egusphere-2026-2803.pdf">The full text article is available as a PDF file from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-2803/egusphere-2026-2803.pdf</self-uri>
<abstract>
<p>Combining observations from multiple optical satellite missions is essential for building consistent, multi-decadal records of Earth&amp;rsquo;s surface and atmosphere, but it requires that the participating sensors be radiometrically aligned. This study presents a global-scale, indirect cross-comparison of top-of-atmosphere (TOA) reflectance from Landsat-9 (L9) and the Copernicus Sentinel-2 (S2A and S2B) missions, using the hyperspectral imager EMIT (Earth Surface Mineral Dust Source Investigation) as a transfer reference. The Simultaneous Nadir Overpass (SNO) technique is first applied to each of the three sensor pairs&amp;mdash; L9&amp;ndash;S2, L9&amp;ndash;EMIT, and S2&amp;ndash;EMIT&amp;mdash;and a double-differencing scheme then combines the L9&amp;ndash;EMIT and S2&amp;ndash;EMIT results into an indirect L9&amp;ndash;S2 cross-comparison that no longer depends on EMIT&amp;rsquo;s absolute calibration. The visible, near-infrared, and shortwave-infrared bands are compared using mean reflectance values within 1 &amp;times; 1 km&lt;sup&gt;2&lt;/sup&gt; areas to suppress measurement noise. The geometry of the matchups confirms the orbital constraints affecting direct L9&amp;ndash;S2 comparisons: L9 systematically precedes S2 by approximately 14 minutes and the two sensors view the target from opposite sides of nadir. In contrast, the L9&amp;ndash;EMIT and S2&amp;ndash;EMIT matchups show no systematic bias in time difference or viewing geometry, owing to EMIT&amp;rsquo;s non-Sun-synchronous orbit aboard the International Space Station. For each of the three direct cross-comparisons, the relative error remains within the combined measurement uncertainty for reflectance values above 0.2. The indirect L9&amp;ndash;S2 comparison yields nearly constant biases (S2 minus L9) in the visible bands, with agreement better than 1 % in the green and red bands and approximately &amp;minus;2.5 % in the blue band. The near-infrared band agrees within 0.5 % above a reflectance of 0.3 and shows a mild non-linear behaviour at lower reflectances. The shortwave-infrared bands display a similar trend with a positive bias of up to 2.5 % at higher reflectances, consistent with the larger uncertainties of the L9&amp;ndash;EMIT pair in this spectral region. Two features distinguish this methodology from a direct L9&amp;ndash;S2 cross-comparison: EMIT&amp;rsquo;s hyperspectral sampling removes the need for a spectral band adjustment factor, and its non-Sun-synchronous orbit eliminates the systematic angular and temporal mismatches that affect SNO comparisons between Sun-synchronous missions. The same scheme could be applied, with substantially smaller uncertainties, using forthcoming SI-traceable satellite (SITSat) missions as the transfer reference, providing simultaneous absolute calibration and cross-mission alignment.</p>
</abstract>
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