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  <front>
    <journal-meta><journal-id journal-id-type="publisher">ANGEO</journal-id><journal-title-group>
    <journal-title>Annales Geophysicae</journal-title>
    <abbrev-journal-title abbrev-type="publisher">ANGEO</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Ann. Geophys.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1432-0576</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/angeo-44-1167-2026</article-id><title-group><article-title>Spectral analysis of lunar regions observed by MAJIS during the JUICE Moon-Earth flyby</article-title><alt-title>MAJIS spectral analysis of lunar regions</alt-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Zambon</surname><given-names>Francesca</given-names></name>
          <email>francesca.zambon@inaf.it</email>
        <ext-link>https://orcid.org/0000-0002-4190-6592</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Altieri</surname><given-names>Francesca</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>De Sanctis</surname><given-names>Maria Cristina</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-3463-4437</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Le Mouélic</surname><given-names>Stéphane</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-5260-1367</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Piccioni</surname><given-names>Giuseppe</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Poulet</surname><given-names>François</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Langevin</surname><given-names>Yves</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Royer</surname><given-names>Clément</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Tosi</surname><given-names>Federico</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-4002-2434</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff4">
          <name><surname>Karatekin</surname><given-names>Ozgur</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-0153-7291</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Mura</surname><given-names>Alessandro</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-4552-4292</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Carli</surname><given-names>Cristian</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-4674-1029</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Istituto Nazionale di Astrofisica – Istituto di Astrofisica e Planetologia Spaziali (INAF–IAPS), Rome, Italy</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>LPG, UMR-CNRS 6112, Nantes Université, 44322 Nantes CEDEX, France</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>Institut d'Astrophysique Spatiale, CNRS-Université Paris-Saclay, Orsay 91400, France</institution>
        </aff>
        <aff id="aff4"><label>4</label><institution>Royal Belgian Institute for Space Aeronomy, 1180 Brussels, Belgium</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Francesca Zambon (francesca.zambon@inaf.it)</corresp></author-notes><pub-date><day>23</day><month>October</month><year>2026</year></pub-date>
      
      <volume>44</volume>
      <issue>2</issue>
      <fpage>1167</fpage><lpage>1199</lpage>
      <history>
        <date date-type="received"><day>13</day><month>February</month><year>2026</year></date>
           <date date-type="rev-request"><day>19</day><month>February</month><year>2026</year></date>
           <date date-type="rev-recd"><day>15</day><month>July</month><year>2026</year></date>
           <date date-type="accepted"><day>3</day><month>August</month><year>2026</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2026 Francesca Zambon 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://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026.html">This article is available from https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026.html</self-uri><self-uri xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026.pdf">The full text article is available as a PDF file from https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d2e201">The Moons and Jupiter Imaging Spectrometer (MAJIS) instrument onboard the ESA Jupiter Icy Moons Explorer (JUICE) mission acquired the first hyperspectral data of the lunar surface since Chandrayaan-1/Moon Mineralogy Mapper (M<sup>3</sup>), Cassini/VIMS, and the more recent Chandrayaan-2/Imaging Infrared Spectrometer (IIRS). In this study, we present a mineralogical and spectral analysis of a portion of the lunar nearside, including Mare Tranquillitatis, Mare Fecunditatis, and adjacent highland terrains, as observed by MAJIS. Due to high-phase and high-incidence illumination conditions, our analysis primarily focuses on two specific MAJIS observations. MAJIS spectra reveal prominent absorption features near 1 and 2 <inline-formula><mml:math id="M2" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, indicative of both low- and high-calcium pyroxenes, confirming the dominance of mafic minerals – particularly in mare regions and fresh impact craters along with associated ejecta, such as those from Maskelyne G and Messier/Messier A. These areas are characterised by deeper absorption bands compared to surrounding terrains. Variations in spectral slopes are also observed and are associated with both surface maturity and compositional differences, consistent with the spectral characteristics of the observed regions retrieved by previous instruments. We apply thermal emission correction to investigate potential features above 2.6 <inline-formula><mml:math id="M3" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, to discriminate possible absorption bands in the MAJIS infrared spectral range. Nevertheless, further work is required to fully explore this spectral range. Finally, comparison with datasets from previous missions demonstrates strong consistency in derived spectral parameters, validating the performance of MAJIS for lunar mineralogical studies. These findings highlight MAJIS' capability to characterise both composition and maturity of the lunar surface, while also emphasising its potential for future investigations in the Jovian system.</p>
  </abstract>
    
<funding-group>
<award-group id="gs1">
<funding-source>Istituto Nazionale di Astrofisica</funding-source>
<award-id>ASI–INAF n. 2023-6- HH.0</award-id>
</award-group>
<award-group id="gs2">
<funding-source>Centre national d'études spatiales</funding-source>
<award-id>180 117</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="d2e242">The mineralogical characterisation of the lunar surface has been a central objective of planetary science since the earliest stages of lunar exploration. Understanding the composition, spatial distribution, and geological context of lunar minerals is fundamental not only for reconstructing the Moon's thermal and magmatic evolution, but also for providing insight into broader planetary differentiation processes and the crustal evolution of terrestrial bodies in the early Solar System <xref ref-type="bibr" rid="bib1.bibx56 bib1.bibx66" id="paren.1"/>.</p>
      <p id="d2e248">Over the past two decades, advances in orbital remote sensing have revolutionised our ability to investigate the Moon's surface composition. The advent of high-resolution multi- and hyperspectral imaging has enabled detailed detection, mapping, and quantification of key mineralogical species with unprecedented spatial and spectral resolution. These developments have greatly enhanced our understanding of lunar surface processes, magmatic diversity, and regional lithological heterogeneity.</p>
      <p id="d2e251">Significant progress has been made thanks to the suite of instruments flown aboard a series of landmark lunar missions. Among these are Chandrayaan-1 with the Moon Mineralogy Mapper (M<sup>3</sup>) <xref ref-type="bibr" rid="bib1.bibx59 bib1.bibx20" id="paren.2"/>, Kaguya (SELENE) with its Multiband Imager (MI) <xref ref-type="bibr" rid="bib1.bibx52" id="paren.3"/>, the Lunar Reconnaissance Orbiter (LRO) equipped with Diviner <xref ref-type="bibr" rid="bib1.bibx21" id="paren.4"/>, and earlier missions such as Clementine <xref ref-type="bibr" rid="bib1.bibx38" id="paren.5"/>.</p>
      <p id="d2e276">Operating in the visible/near-infrared (VNIR) and thermal infrared (TIR) spectral domains, these instruments have enabled global and regional-scale mapping of primary lunar minerals – most notably pyroxene, olivine, plagioclase, ilmenite, as well as the identification of compositionally distinctive lithologies, including exposures of <inline-formula><mml:math id="M5" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Mg</mml:mi></mml:mrow></mml:math></inline-formula>-suite, alkali-suite, and pure anorthosite (PAN) rocks <xref ref-type="bibr" rid="bib1.bibx72" id="paren.6"/>.</p>
      <p id="d2e291">The VNIR range is particularly diagnostic for lunar mineralogy, as it encompasses key electronic absorption features of ferrous iron (<inline-formula><mml:math id="M6" display="inline"><mml:mrow class="chem"><mml:msup><mml:mi mathvariant="normal">Fe</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) in mafic minerals <xref ref-type="bibr" rid="bib1.bibx8" id="paren.7"/>. The prominent 1 and 2 <inline-formula><mml:math id="M7" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption bands, associated primarily with pyroxene, provide critical constraints on mineral type, abundance, and composition <xref ref-type="bibr" rid="bib1.bibx6 bib1.bibx28 bib1.bibx29" id="paren.8"/>. In contrast, feldspathic highland regions, dominated by Fe-poor plagioclase, exhibit high reflectance, weak or absent mafic absorptions, and a spectral continuum that clearly distinguishes them from the low-albedo, mafic-rich maria <xref ref-type="bibr" rid="bib1.bibx52 bib1.bibx72 bib1.bibx69 bib1.bibx16 bib1.bibx73" id="paren.9"/>.</p>
      <p id="d2e327">The lunar maria, which collectively cover approximately 17 % of the Moon's surface <xref ref-type="bibr" rid="bib1.bibx70" id="paren.10"/>, display marked stratigraphic and compositional variability. This diversity is evident in the shifting positions and depths of absorption bands, variations in spectral slopes, and spatial differences in titanium and iron content <xref ref-type="bibr" rid="bib1.bibx74" id="paren.11"/>. Among the most geologically and spectrally diverse regions are Mare Tranquillitatis and Mare Fecunditatis, both situated on the Moon's nearside and now observed by the JUICE mission's Moons and Jupiter Imaging Spectrometer (MAJIS) during its cruise phase (<xref ref-type="bibr" rid="bib1.bibx61 bib1.bibx62" id="altparen.12"/>, this issue). These maria are of particular interest due to their complex volcanic histories and distinct spectral signatures <xref ref-type="bibr" rid="bib1.bibx4" id="paren.13"/>.</p>
      <p id="d2e342">Previous analyses using Clementine, M<sup>3</sup> and LRO data have shown that Mare Tranquillitatis is largely composed of <inline-formula><mml:math id="M9" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Fe</mml:mi></mml:mrow></mml:math></inline-formula>- and <inline-formula><mml:math id="M10" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Ti</mml:mi></mml:mrow></mml:math></inline-formula>-rich basaltic units, while Mare Fecunditatis exhibits considerable compositional heterogeneity, including lower-Ti basalts and mixtures with highland materials <xref ref-type="bibr" rid="bib1.bibx40 bib1.bibx19 bib1.bibx63 bib1.bibx53" id="paren.14"/>. These differences point to distinct magmatic sources and eruptive chronologies, reflecting the Moon's complex volcanic evolution.</p>
      <p id="d2e373">Superimposed on this intrinsic compositional diversity are the effects of space weathering – a suite of surface-altering processes driven by micrometeorite impacts, solar wind sputtering, and radiation. These processes progressively darken the lunar regolith, reduce spectral contrast, redden spectral slopes, and attenuate diagnostic absorption features, primarily through the accumulation of nanophase metallic iron (<inline-formula><mml:math id="M11" display="inline"><mml:mrow class="chem"><mml:msup><mml:mi mathvariant="normal">npFe</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>) within regolith grains <xref ref-type="bibr" rid="bib1.bibx58 bib1.bibx22 bib1.bibx57" id="paren.15"/>.</p>
      <p id="d2e390">Building upon this legacy of remote sensing, the MAJIS instrument – though primarily designed for studying the icy moons of Jupiter – has acquired valuable lunar observations during its cruise phase to the Jovian system. These spectral data offer a new opportunity to examine the Moon's surface with a modern imaging spectrometer at high spatial resolution, adding to the growing archive of high-quality hyperspectral datasets.</p>
      <p id="d2e393">In this study, we present a detailed mineralogical and spectral analysis of a region encompassing Mare Tranquillitatis, Mare Fecunditatis, and the intervening highland terrains, using newly acquired MAJIS lunar observations (see Sects. <xref ref-type="sec" rid="Ch1.S4.SS2"/>, <xref ref-type="sec" rid="Ch1.S5"/>, and <xref ref-type="sec" rid="Ch1.S7"/>). The study area includes diverse geological units, such as Upper Imbrian basalt flows and Nectarian to Imbrian-aged highland crust. This region provides a representative cross-section of nearside lunar lithologies and is well suited for examining mineralogical heterogeneity and surface alteration processes.</p>
      <p id="d2e403">We analyse MAJIS-derived spectral parameters – including band depth, band centre position, ratioed spectra, and spectral slopes – alongside comparative datasets from M<sup>3</sup>, LRO, Kaguya-SP, and Clementine, which facilitate the description of the geological and mineralogical context (sections <xref ref-type="sec" rid="Ch1.S3"/>, <xref ref-type="sec" rid="Ch1.S4"/>, <xref ref-type="sec" rid="Ch1.S4.SS2"/>). Particular attention is given to the mineralogical analysis of MAJIS data, mainly focused on the shape and position of the 1 and 2 <inline-formula><mml:math id="M13" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption bands, which provide robust indicators of mafic mineralogy and regolith maturity (see sections <xref ref-type="sec" rid="Ch1.S5"/>, <xref ref-type="sec" rid="Ch1.S6"/>). Furthermore, we give a brief overview of the infrared spectral range (2.6–5.4 <inline-formula><mml:math id="M14" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>) after thermal removal, to identify potential additional absorption bands and integrate the mineralogical analysis (Sect. <xref ref-type="sec" rid="Ch1.S7"/>). Finally, we compare our maps with those publicly available from M<sup>3</sup> data to verify the consistency of the MAJIS results (Sect. <xref ref-type="sec" rid="Ch1.S8"/>). By employing both calibrated radiance factor (I/F) and normalised (ratioed) spectra, we mitigate the effects of photometric distortions and instrumental artefacts, improving the accuracy and reliability of mineral detection.</p>

<table-wrap id="T1" specific-use="star"><label>Table 1</label><caption><p id="d2e462">Summary of the main characteristics of the lunar MAJIS data. As highlighted in the table, cube C1 exhibits illumination conditions that are unsuitable for mineralogical analyses.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="7">
     <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:colspec colnum="4" colname="col4" align="left"/>
     <oasis:colspec colnum="5" colname="col5" align="left"/>
     <oasis:colspec colnum="6" colname="col6" align="left"/>
     <oasis:colspec colnum="7" colname="col7" align="left"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Cube ID</oasis:entry>
         <oasis:entry colname="col2">Size</oasis:entry>
         <oasis:entry colname="col3">Filename</oasis:entry>
         <oasis:entry colname="col4">Phase angle</oasis:entry>
         <oasis:entry colname="col5">Incidence angle</oasis:entry>
         <oasis:entry colname="col6">Emission angle</oasis:entry>
         <oasis:entry colname="col7">Spatial</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">(samples <inline-formula><mml:math id="M16" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> lines <inline-formula><mml:math id="M17" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> bands)</oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">(°)</oasis:entry>
         <oasis:entry colname="col5">(°)</oasis:entry>
         <oasis:entry colname="col6">(°)</oasis:entry>
         <oasis:entry colname="col7">resolution (<inline-formula><mml:math id="M18" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> per pixel)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">C1</oasis:entry>
         <oasis:entry colname="col2">400 <inline-formula><mml:math id="M19" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 99 <inline-formula><mml:math id="M20" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 1016</oasis:entry>
         <oasis:entry colname="col3">20240819211816</oasis:entry>
         <oasis:entry colname="col4">88.5–91.9</oasis:entry>
         <oasis:entry colname="col5">85.0–93.1</oasis:entry>
         <oasis:entry colname="col6">0.2–7.0</oasis:entry>
         <oasis:entry colname="col7">0.131–0.141</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">C2</oasis:entry>
         <oasis:entry colname="col2">64 <inline-formula><mml:math id="M21" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 1274 <inline-formula><mml:math id="M22" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 1016</oasis:entry>
         <oasis:entry colname="col3">20240819211923</oasis:entry>
         <oasis:entry colname="col4">89.9–90.5</oasis:entry>
         <oasis:entry colname="col5">66.2–83.7</oasis:entry>
         <oasis:entry colname="col6">8.2–26.0</oasis:entry>
         <oasis:entry colname="col7">0.146–0.190</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">C3</oasis:entry>
         <oasis:entry colname="col2">64 <inline-formula><mml:math id="M23" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 1269 <inline-formula><mml:math id="M24" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 1016</oasis:entry>
         <oasis:entry colname="col3">20240819212141</oasis:entry>
         <oasis:entry colname="col4">89.9–90.5</oasis:entry>
         <oasis:entry colname="col5">44.4–65.2</oasis:entry>
         <oasis:entry colname="col6">25.2–47.9</oasis:entry>
         <oasis:entry colname="col7">0.193–0.272</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">C4</oasis:entry>
         <oasis:entry colname="col2">64 <inline-formula><mml:math id="M25" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 841 <inline-formula><mml:math id="M26" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 1016</oasis:entry>
         <oasis:entry colname="col3">20240819212402</oasis:entry>
         <oasis:entry colname="col4">88.4–88.9</oasis:entry>
         <oasis:entry colname="col5">26.3–45.1</oasis:entry>
         <oasis:entry colname="col6">43.4–65.7</oasis:entry>
         <oasis:entry colname="col7">0.269–0.361</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <fig id="F1" specific-use="star"><label>Figure 1</label><caption><p id="d2e719">MAJIS lunar data coverage for the three cubes analysed in this study. The image shows the I/F at 0.55 <inline-formula><mml:math id="M27" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> for cubes C2, C3, and C4. The background layer is the LRO basemap, obtained from NAC ROI mosaics and NAC images acquired at high incidence angles (55–80°), overlaid on the WAC mosaic. The dataset includes high-resolution LROC NAC imagery (0.5 <inline-formula><mml:math id="M28" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> per pixel) displayed on the WAC global morphologic basemap (100 <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> per pixel).</p></caption>
        <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f01.png"/>

      </fig>

</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Dataset and methods</title>
      <p id="d2e762">On 19 August 2024, during its journey towards the Jovian system, the JUICE spacecraft performed a Moon-Earth flyby, where the MAJIS instrument acquired hyperspectral data of both bodies (<xref ref-type="bibr" rid="bib1.bibx62" id="altparen.16"/>, this issue). This opportunity served not only to test the instrument's performance under real observational conditions but also to enable preliminary scientific investigations. In this study, we focus exclusively on the lunar dataset, while the analysis of the Earth observations obtained during the same flyby is discussed in detail in <xref ref-type="bibr" rid="bib1.bibx55" id="text.17"/>, and <xref ref-type="bibr" rid="bib1.bibx14" id="text.18"/>, this issue.</p>
      <p id="d2e774">During the lunar flyby, MAJIS acquired four hyperspectral images (“cubes”), covering an equatorial region that spans Mare Tranquillitatis, Mare Fecunditatis, and adjacent highland terrain (see Fig. <xref ref-type="fig" rid="F1"/>). However, due to orbital constraints of the flyby, only three of the four cubes are suitable for scientific analysis of the solar flux reflected by the lunar surface. Table <xref ref-type="table" rid="T1"/> provides a summary of the key observational parameters of the lunar dataset. For clarity, we refer to the four MAJIS cubes as C1, C2, C3, and C4, corresponding to their chronological order of acquisition. All four observations were obtained at a phase angle of approximately 90°, with the incidence angle decreasing progressively from C1 to C4. Here, we focus on cubes C3 and C4, which were acquired under the best observing conditions (incidence angles <inline-formula><mml:math id="M30" display="inline"><mml:mo>&lt;</mml:mo></mml:math></inline-formula> 60°). For completeness, we also considered cube C2, which entirely covers a highland region but is affected by poor solar illumination conditions and significant photometric distortions (Fig. <xref ref-type="fig" rid="F1"/>). Furthermore, we excluded C1 from our analysis due to the suboptimal illumination conditions.</p>
      <p id="d2e790">A dedicated photometric correction was not applied in this work. The currently available MAJIS observations were acquired at phase angles around <inline-formula><mml:math id="M31" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 90°, preventing the derivation of a reliable empirical phase function. Preliminary tests using a Lommel–Seeliger correction, similar to approaches adopted for M<sup>3</sup> and lunar datasets <xref ref-type="bibr" rid="bib1.bibx25 bib1.bibx3" id="paren.19"/>, did not yield satisfactory results because of the limited phase-angle coverage and the unfavourable observing geometry of the dataset. A rigorous photometric analysis would require observations acquired under a broader range of illumination conditions and a dedicated investigation, which is beyond the scope of the present study. Therefore, only I/F data are considered here, and the analysis focuses primarily on the spectral behavior and relative compositional variations within the observed regions.</p>

      <fig id="F2" specific-use="star"><label>Figure 2</label><caption><p id="d2e815">Average spectra from MAJIS data cubes: C2 (green), C3 (blue), and C4 (red). The spectral gap between <inline-formula><mml:math id="M33" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 2.22 and 2.35 <inline-formula><mml:math id="M34" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> corresponds to the bridging region between the VIS–NIR and IR channels. Panel <bold>(a)</bold>: Full-range average I/F spectra for each cube across both VIS–NIR and IR channels. Panel <bold>(b)</bold>: The same spectra as in panel <bold>(a)</bold>, shown up to 2.8 <inline-formula><mml:math id="M35" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> to exclude the thermal emission region. Panel <bold>(c)</bold>: Average I/F spectra between 0.55 and 1.50 <inline-formula><mml:math id="M36" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, highlighting differences in the 1 <inline-formula><mml:math id="M37" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption band. Spectra from cubes C2 and C3, which were not corrected for stray light, exhibit noticeably different trends compared with the stray light-corrected cube C4 (see <xref ref-type="bibr" rid="bib1.bibx33" id="altparen.20"/>, this issue).</p></caption>
        <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f02.png"/>

      </fig>

      <p id="d2e887">Additional considerations must be made regarding instrumental artefacts present in the dataset. In particular, stray light contamination affects the spectral region below 1.3 <inline-formula><mml:math id="M38" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, with the Moon representing a worst-case scenario for this stray light contribution (<xref ref-type="bibr" rid="bib1.bibx32 bib1.bibx33" id="altparen.21"/>, this issue). Among the four cubes, only C4 could be reliably corrected for this artefact thanks to a specific detector windowing (<xref ref-type="bibr" rid="bib1.bibx62" id="altparen.22"/>, this issue). The observation was deliberately planned to read a portion of the detector outside the Field of View (FOV) (namely 17 of the 64 pixels of C4 along the slit) in order to quantify the stray light (see <xref ref-type="bibr" rid="bib1.bibx33" id="altparen.23"/>, this issue). For further details on stray light in the VIS–NIR range, see <xref ref-type="bibr" rid="bib1.bibx32 bib1.bibx33" id="text.24"/>, this issue. It should also be noted that the spectral gap between 2.22 and 2.35 <inline-formula><mml:math id="M39" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> corresponds to the transition zone between the VIS–NIR and IR channels of the MAJIS instrument. Figure <xref ref-type="fig" rid="F2"/> shows the average spectra of C2, C3, and C4, with stray-light correction applied only to C4.</p>
      <p id="d2e925">In this work, we analysed MAJIS radiance data cubes after filtering out saturated data. Thermal emission was removed, the data were converted to radiance factor (I/F), and a smoothing algorithm, with a kernel equal to 7 spectral channels, was applied. A detailed description of the MAJIS data processing workflow is provided in Appendix <xref ref-type="sec" rid="App1.Ch1.S1"/>.</p>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Geological and mineralogical context of the regions covered by MAJIS</title>
      <p id="d2e938">The region investigated in this study, as observed by the MAJIS instrument onboard JUICE through data cubes C2, C3, and C4 (Fig. <xref ref-type="fig" rid="F1"/>), encompasses geologically and compositionally diverse areas of the lunar nearside. The area includes extensive portions of two major basaltic plains – Mare Tranquillitatis and Mare Fecunditatis – as well as intervening and peripheral highland terrains, providing a representative sampling of both mare and non-mare lithologies. Geographically, the coverage extends approximately from <inline-formula><mml:math id="M40" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>11 to <inline-formula><mml:math id="M41" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>6° in latitude and from 21 to 61° E in longitude.</p>

      <fig id="F3" specific-use="star"><label>Figure 3</label><caption><p id="d2e959">Panel <bold>(a)</bold>: USGS unified geological map for the regions observed by MAJIS. Geological unit legend is reported in <xref ref-type="bibr" rid="bib1.bibx18" id="text.25"/>. Panel <bold>(b)</bold>: Clementine colour composite mosaic for C2, C3, and C4 regions. Red represents the 750/415 <inline-formula><mml:math id="M42" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">nm</mml:mi></mml:mrow></mml:math></inline-formula> reflectance ratio, highlighting areas with low titanium or high glass content; green corresponds to the <inline-formula><mml:math id="M43" display="inline"><mml:mrow><mml:mn mathvariant="normal">750</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">1000</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">nm</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula> ratio, indicating mafic mineral presence; blue shows the <inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:mn mathvariant="normal">415</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">750</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">nm</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula> ratio, associated with high titanium regions. Panel <bold>(c)</bold>: <inline-formula><mml:math id="M45" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">FeO</mml:mi></mml:mrow></mml:math></inline-formula> distribution map derived from Clementine data. Panel <bold>(d)</bold>: <inline-formula><mml:math id="M46" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">TiO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> distribution map from LRO data. Panels <bold>(e)</bold> and <bold>(f)</bold>: Distribution of 1 <inline-formula><mml:math id="M47" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth and 2 <inline-formula><mml:math id="M48" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band centre derived from M<sup>3</sup> spectra. Panels <bold>(g)</bold>–<bold>(j)</bold>: Abundance maps from Kaguya data showing orthopyroxene, clinopyroxene, olivine, and plagioclase for the MAJIS-covered regions. The maps are overlaid on cylindrical composite LRO NAC ROI mosaics and NAC images acquired at high incidence angles (55–80°), displayed over the WAC global morphologic basemap (100 <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> per pixel). MAJIS cube footprints are displayed in each panel.</p></caption>
        <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f03.jpg"/>

      </fig>

      <p id="d2e1094">From a geological standpoint, the dominant surface unit across much of the region is classified as Upper Imbrian Mare (Im2), characterised by flat, smooth lava plains emplaced during large-scale basaltic flooding events in the Late Imbrian epoch. These deposits form the primary surface expression of both mare basins and are interpreted as relatively young, low-viscosity basaltic flows that infilled pre-existing impact basins <xref ref-type="bibr" rid="bib1.bibx26 bib1.bibx18" id="paren.26"/>. These empirical observations of regional mare units strongly correlate with the established physical models of lunar mare volcanism, where the morphological expression of Mare Tranquillitatis and Mare Fecunditatis can be directly tied to high-flux low-viscosity effusive regimes <xref ref-type="bibr" rid="bib1.bibx24" id="paren.27"/>. By connecting the MAJIS spatial coverage to these specific volcanic dynamics – such as dike propagation, high-volume lava emplacement, and localised pyroclastic venting – the mapped units cease to be isolated features and instead provide critical constraints on the regional thermal history and volatile-driven eruption mechanisms that sustained lunar magmatism during the Moon's peak evolution. In addition to this widespread mare unit, several highland-associated geological formations are exposed, particularly within intermare regions and along mare basin margins (Fig. <xref ref-type="fig" rid="F3"/>a). These include Imbrian Terra (It), comprising low-relief, moderately smooth surfaces with moderate to high albedo and relatively low crater densities, likely representing mixtures of local erosional debris and ejecta from nearby impact basins; Nectarian Terra (Nt), characterised by rugged topography and complex crater superposition relationships, composed largely of impact-generated megaregolith and representing some of the oldest exposed surfaces on the Moon; and undivided Imbrian basin materials (Ib), expressed as gently rolling to hilly terrains with subdued crater morphologies, plausibly associated with outer ring structures and ejecta deposits of large multi-ring impact basins. Additional minor units, including localised ejecta blankets and crater-related deposits, are scattered throughout the study area. Chronologically, the Imbrian units are dated to approximately 3.85–3.2 <inline-formula><mml:math id="M51" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">Ga</mml:mi></mml:mrow></mml:math></inline-formula>, whereas the older Nectarian terrains likely formed between <inline-formula><mml:math id="M52" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 3.92 and 3.85 <inline-formula><mml:math id="M53" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">Ga</mml:mi></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx23" id="paren.28"/>, attesting to a complex stratigraphic history shaped by the interplay of impact cratering and volcanic resurfacing.</p>
      <p id="d2e1133">Topographic information derived from the Lunar Orbiter Laser Altimeter (LOLA) onboard LRO <xref ref-type="bibr" rid="bib1.bibx67 bib1.bibx68" id="paren.29"/>, together with Digital Terrain Models generated from LROC Wide Angle Camera (WAC) data <xref ref-type="bibr" rid="bib1.bibx64" id="paren.30"/>, provides essential context for interpreting these geological units. The surfaces of Mare Tranquillitatis and Mare Fecunditatis are generally low-lying, with elevations ranging from approximately <inline-formula><mml:math id="M54" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>2.6 to <inline-formula><mml:math id="M55" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>1.0 <inline-formula><mml:math id="M56" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> relative to the lunar reference ellipsoid, consistent with deeply excavated impact basins subsequently infilled by dense, mafic-rich basaltic lavas. In contrast, the surrounding highlands commonly exceed <inline-formula><mml:math id="M57" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>1.5 <inline-formula><mml:math id="M58" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula> in elevation, with some ridges and upland areas rising above <inline-formula><mml:math id="M59" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>2 <inline-formula><mml:math id="M60" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>. These elevation differences, locally exceeding 4 <inline-formula><mml:math id="M61" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi></mml:mrow></mml:math></inline-formula>, sharply delineate the structural boundaries of the mare basins and underscore the vertical extent of basin excavation followed by volcanic infill. Transitions between mare and highland terrains are marked by steep topographic gradients and morphologically complex surfaces, reflecting the combined effects of impact excavation, tectonic deformation, and volcanic emplacement.</p>
      <p id="d2e1203">From a compositional perspective, the region exhibits pronounced heterogeneity, as revealed by multispectral and hyperspectral observations acquired by multiple lunar missions (e.g., <xref ref-type="bibr" rid="bib1.bibx42 bib1.bibx38 bib1.bibx5 bib1.bibx43 bib1.bibx36" id="altparen.31"/>). Clementine UVVIS colour-ratio composites highlight key spectral trends, notably the presence of high-titanium basalts, mapped as dark blue tones, particularly within Mare Tranquillitatis and covering a substantial fraction of the MAJIS C4 cube (Fig. <xref ref-type="fig" rid="F3"/>b). These <inline-formula><mml:math id="M62" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Ti</mml:mi></mml:mrow></mml:math></inline-formula>-rich units are consistent with volcanic flows derived from <inline-formula><mml:math id="M63" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Fe</mml:mi></mml:mrow></mml:math></inline-formula>- and <inline-formula><mml:math id="M64" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Ti</mml:mi></mml:mrow></mml:math></inline-formula>-enriched magmatic sources (Fig. <xref ref-type="fig" rid="F3"/>c and d). In contrast, mature, glass-rich highland soils in the southeastern portion of C4 display enhanced spectral reddening and subdued absorption features, indicative of extensive space weathering and high agglutinate abundance <xref ref-type="bibr" rid="bib1.bibx58 bib1.bibx48" id="paren.32"/>. However, it should be noted that the spectral effects of lunar space weathering are generally expected to approach saturation on timescales of the order of <inline-formula><mml:math id="M65" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 1 <inline-formula><mml:math id="M66" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">Gyr</mml:mi></mml:mrow></mml:math></inline-formula>. Consequently, variations in spectral maturity observed across the study area should not necessarily be interpreted as directly proportional to absolute surface age beyond this timescale, but rather as indicators of relative exposure conditions, regolith evolution, and the degree of recent surface refreshing processes <xref ref-type="bibr" rid="bib1.bibx41" id="paren.33"/>.</p>
      <p id="d2e1259">Cube C3 primarily encompasses Mare Fecunditatis (Fig. <xref ref-type="fig" rid="F1"/>), which reveals greater compositional diversity relative to Mare Tranquillitatis, with generally lower <inline-formula><mml:math id="M67" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">TiO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> contents suggesting more evolved basaltic compositions (Fig. <xref ref-type="fig" rid="F3"/>d) <xref ref-type="bibr" rid="bib1.bibx63" id="paren.34"/>. The higher density of fresh impact craters in this region excavates less-weathered subsurface materials, thereby enhancing spectral heterogeneity and locally exposing mafic mineral assemblages (Fig. <xref ref-type="fig" rid="F3"/>e–j).</p>
      <p id="d2e1282">These interpretations are strongly supported by elemental abundance maps derived from the CLASS X-ray spectrometer onboard Chandrayaan-2 <xref ref-type="bibr" rid="bib1.bibx47" id="paren.35"/>, which indicate elevated <inline-formula><mml:math id="M68" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Fe</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M69" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Mg</mml:mi></mml:mrow></mml:math></inline-formula> abundances across both mare regions, consistent with the dominance of mafic silicates such as pyroxene and olivine, and a corresponding depletion in Al relative to feldspathic highlands. High-resolution mineralogical maps obtained from the Kaguya/SELENE Multiband Imager further corroborate these trends, revealing widespread clinopyroxene and subordinate orthopyroxene associated with basaltic lava flows, together with low plagioclase abundances, particularly in Mare Tranquillitatis and Mare Fecunditatis, consistent with a mafic-rich, feldspar-poor composition (<xref ref-type="bibr" rid="bib1.bibx53" id="altparen.36"/>; Figs. <xref ref-type="fig" rid="F3"/>g–j).</p>
      <p id="d2e1309">Additional mineralogical constraints are provided by the Moon Mineralogy Mapper (M<sup>3</sup>), whose spectral parameters indicate that 2 <inline-formula><mml:math id="M71" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption band centres in both mare regions fall within the expected range for <inline-formula><mml:math id="M72" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Ca</mml:mi></mml:mrow></mml:math></inline-formula>- and <inline-formula><mml:math id="M73" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Fe</mml:mi></mml:mrow></mml:math></inline-formula>-rich clinopyroxenes, confirming the mafic nature of these basalts, while the spatial distribution of 1 <inline-formula><mml:math id="M74" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depths highlights enhanced pyroxene abundances within the maria and minimal absorption in the surrounding highlands, where plagioclase-dominated assemblages prevail (Fig. <xref ref-type="fig" rid="F3"/>e and f). Taken together, these multi-mission datasets – encompassing imaging spectroscopy (MAJIS, M<sup>3</sup>, Kaguya MI), multispectral imaging (Clementine), elemental mapping (Chandrayaan-2/CLASS), and topographic measurements (LOLA, LROC-WAC) – provide a coherent and internally consistent framework for interpreting the geological, mineralogical, and geochemical variability of the Mare Tranquillitatis–Mare Fecunditatis region. The convergence of spectral, elemental, and morphological evidence underscores the fundamental roles of volcanic emplacement, impact gardening, and space weathering in shaping the present-day lunar surface and highlights the value of integrated, multi-instrument analyses for reconstructing the Moon's geological evolution.</p>
</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Spectral indices and ratios</title>
      <p id="d2e1377">In this section, we describe the spectral indices and ratioing technique applied to study the MAJIS cubes C2, C3, and C4.</p>
<sec id="Ch1.S4.SS1">
  <label>4.1</label><title>Reflectance at 0.55 <inline-formula><mml:math id="M76" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></title>
      <p id="d2e1397">The radiance factor (I/F) at 0.55 <inline-formula><mml:math id="M77" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> was selected as a primary indicator of surface albedo, as it effectively highlights major morphological features and facilitates discrimination among different terrain types. Spatial variations in reflectance enable identification of distinct geological units, including heavily cratered highlands, smooth basaltic plains, impact basins, and localised bright or dark features associated with fresh materials or compositional heterogeneities. The wavelength 0.55 <inline-formula><mml:math id="M78" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> is particularly suitable for this purpose as it lies within the visible spectral range and is generally free of strong absorption features, providing a robust reference for surface reflectance <xref ref-type="bibr" rid="bib1.bibx27" id="paren.37"/>. As such, it serves as a baseline sensitive to both compositional effects – such as the abundance of opaque phases – and the degree of space weathering, which progressively darkens and reddens the lunar surface over time <xref ref-type="bibr" rid="bib1.bibx7 bib1.bibx10" id="paren.38"/>. Specifically, the optical darkening is primarily driven by the progressive accumulation of submicroscopic (nanophase and microphase) metallic iron (<inline-formula><mml:math id="M79" display="inline"><mml:mrow class="chem"><mml:msup><mml:mi mathvariant="normal">npFe</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>) within agglutinates and rim structures on regolith grains, which scatters and absorbs incident light across visible wavelengths (e.g., <xref ref-type="bibr" rid="bib1.bibx22 bib1.bibx49 bib1.bibx57" id="altparen.39"/>). Higher I/F values are expected in bright, feldspathic highlands, lower values in iron-rich mare basalts, and locally enhanced values over fresh crater-excavated materials.</p>
      <p id="d2e1441">Figure <xref ref-type="fig" rid="F1"/> presents the 0.55 <inline-formula><mml:math id="M80" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> I/F maps for cubes C2, C3, and C4, all displaying measurable spatial variability. Within cube C4, the portion corresponding to Mare Tranquillitatis appears relatively homogeneous and spectrally dark, consistent with the typical low-albedo character of basaltic mare surfaces, whereas adjacent highland terrains exhibit higher I/F values as expected, with local deviations partly controlled by topographic effects. The region of Mare Fecunditatis sampled by cube C3 is more heterogeneous, showing brighter areas associated with ejecta from impact craters such as Messier and Messier A, as well as other localised ejecta deposits.</p>

      <fig id="F4" specific-use="star"><label>Figure 4</label><caption><p id="d2e1458">Application of the ratioing process. Panel <bold>(a)</bold>: Region of interest selected for C4. Panel <bold>(b)</bold>: Average spectra extracted from the coloured area in panel <bold>(a)</bold>. Panel <bold>(c)</bold>: Same spectra after the ratioing process (STEP 2, see Appendix <xref ref-type="sec" rid="App1.Ch1.S2"/>). Panel <bold>(d)</bold>: Ratioed spectra of the regions of interest after continuum removal. Panel <bold>(e)</bold>: Comparison of C4 continuum-removed spectra, both ratioed (dashed lines) and non-ratioed (solid lines). Green corresponds to fresh crater ejecta within Mare Tranquillitatis. Pink represents mare soil, while brown refers to a highland region. Ratioed spectra show a clear improvement compared with non-ratioed spectra.</p></caption>
          <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f04.jpg"/>

        </fig>

      <p id="d2e1489">Additionally, the southern and northern extremities of C3, including the rim of Langrenus crater to the south and highland terrains to the north, display higher I/F values relative to the central mare region. Cube C2, covering highland terrains east of Mare Fecunditatis, exhibits I/F variations largely correlated with local topography. Portions corresponding to La Pérouse and Ansgarius craters are further affected by less favourable illumination conditions, contributing to observed reflectance variability.</p>
</sec>
<sec id="Ch1.S4.SS2">
  <label>4.2</label><title>Ratioed spectra</title>
      <p id="d2e1500">To enhance the visibility of absorption features in the spectral data, a ratioing technique was applied (Appendix <xref ref-type="sec" rid="App1.Ch1.S2"/>, Fig. <xref ref-type="fig" rid="F4"/>). This approach is widely used in the analysis of imaging spectrometer data from Mars, such as OMEGA/MEX and CRISM/MRO (e.g., <xref ref-type="bibr" rid="bib1.bibx60 bib1.bibx45" id="altparen.40"/>), and has also been successfully employed for M<sup>3</sup> data to better identify spectral features associated with feldspathic crust, olivine, and glass <xref ref-type="bibr" rid="bib1.bibx46" id="paren.41"/>. The 1.3 <inline-formula><mml:math id="M82" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> artifact exhibits a highly specific spectral shape. In contrast, the absorption band associated with feldspar-rich surfaces or glassy materials is significantly broader; therefore, the correction method applied here does not compromise the detection of these mineral phases. A similar approach was successfully adopted by <xref ref-type="bibr" rid="bib1.bibx46" id="text.42"/>.</p>
      <p id="d2e1536">The main advantage of spectral ratioing lies in its ability to suppress multiplicative instrumental artefacts and residual calibration effects common across all spectra within the dataset, such as vertical stripes. However, a limitation is that spectral features shared between the numerator and denominator spectra are also diminished or cancelled. Furthermore, the continuum slopes in the resulting ratioed spectra are relative to those present in the reference spectrum used as the denominator. Consequently, the choice of reference spectrum is critical, as it significantly influences the final spectral outcome.</p>
      <p id="d2e1539">For C4, ratioed cubes were generated using a two-step procedure (see Appendix <xref ref-type="sec" rid="App1.Ch1.S2"/>), focusing on the spectral range below the VIS–NIR and IR channel bridging near 2.22 <inline-formula><mml:math id="M83" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (see Fig. <xref ref-type="fig" rid="F4"/>). The ratioing was applied to the radiance data, following a first-order photometric correction that only divides by the cosine of the solar incidence angle.</p>
</sec>
<sec id="Ch1.S4.SS3">
  <label>4.3</label><title>Band centre and Band Depth</title>
<sec id="Ch1.S4.SS3.SSS1">
  <label>4.3.1</label><title>Spectral diagnostics of lunar mineralogy</title>
      <p id="d2e1571">The position and depth of absorption bands are fundamental diagnostic parameters for constraining the mineralogical composition of planetary surfaces. On the Moon, reflectance spectra of most terrains – including mare basalts and freshly excavated crater materials – are typically characterised by two prominent absorption features centred near 1 and 2 <inline-formula><mml:math id="M84" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. These bands are primarily attributed to electronic transitions of <inline-formula><mml:math id="M85" display="inline"><mml:mrow class="chem"><mml:msup><mml:mi mathvariant="normal">Fe</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M86" display="inline"><mml:mrow class="chem"><mml:msup><mml:mi mathvariant="normal">Ca</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M87" display="inline"><mml:mrow class="chem"><mml:msup><mml:mi mathvariant="normal">Mg</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> ions in the M1 and M2 crystallographic sites of mafic silicates, notably pyroxenes and olivines, as well as in impact-generated glassy materials <xref ref-type="bibr" rid="bib1.bibx6" id="paren.43"/>. Additional <inline-formula><mml:math id="M88" display="inline"><mml:mrow class="chem"><mml:msup><mml:mi mathvariant="normal">Fe</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>-bearing phases may contribute to absorptions in these spectral regions; for example, spinels such as chromite can introduce features near 1–2 <inline-formula><mml:math id="M89" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx11" id="paren.44"/>, while feldspars, particularly plagioclase, may subtly influence band position, shape, and intensity under specific compositional or textural conditions <xref ref-type="bibr" rid="bib1.bibx15" id="paren.45"/>. Band position is sensitive to mineral chemistry, whereas band depth provides qualitative information on the relative abundance of absorbing phases, modulated by grain size, surface maturity, and the presence of opaque compounds, which can attenuate or enhance absorption features <xref ref-type="bibr" rid="bib1.bibx1 bib1.bibx8 bib1.bibx65" id="paren.46"/>.</p>

      <fig id="F5" specific-use="star"><label>Figure 5</label><caption><p id="d2e1665">Average spectra extracted from selected regions of interest within cube C3, panel <bold>(a)</bold>. Panel <bold>(b)</bold> shows the average spectra from the coloured area in panel <bold>(a)</bold>. The gray box indicates the spectral region affected by stray light.</p></caption>
            <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f05.jpg"/>

          </fig>

</sec>
<sec id="Ch1.S4.SS3.SSS2">
  <label>4.3.2</label><title>Impact of stray light and selected spectral parameter retrieval</title>
      <p id="d2e1691">Average spectra extracted from selected regions of interest within cube C3 (Fig. <xref ref-type="fig" rid="F5"/>) indicate that stray light strongly contaminates the spectral range up to approximately 1.3 <inline-formula><mml:math id="M90" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, producing a feature near this wavelength that is consistently observed across different terrains and is therefore interpreted as an instrumental artefact. This contamination hinders a reliable characterisation of the 1 <inline-formula><mml:math id="M91" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption band in C3. In contrast, spectra from cube C4 (Fig. <xref ref-type="fig" rid="F4"/>), shown both before (Fig. <xref ref-type="fig" rid="F4"/>b) and after application of the ratioing procedure described in Sect. <xref ref-type="sec" rid="Ch1.S4.SS2"/> and Appendix <xref ref-type="sec" rid="App1.Ch1.S2"/> (Fig. <xref ref-type="fig" rid="F4"/>c–e), demonstrate that ratioing substantially improves the definition of the 1 <inline-formula><mml:math id="M92" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band. This improvement allows for a more robust identification of spectral features associated with lunar pyroxenes and is evident in both I/F and continuum-removed spectra.</p>

      <fig id="F6" specific-use="star"><label>Figure 6</label><caption><p id="d2e1739">Spectral parameters calculated on non-ratioed spectra. Panel <bold>(a)</bold>: Distribution of band centres at 1 <inline-formula><mml:math id="M93" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. Panel <bold>(b)</bold>: same, at 2 <inline-formula><mml:math id="M94" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. Panel <bold>(c)</bold>: band depths at 1 <inline-formula><mml:math id="M95" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. Panel <bold>(d)</bold>: same, at 2 <inline-formula><mml:math id="M96" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. The 1 <inline-formula><mml:math id="M97" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption band appears relatively noisy, particularly in the highlands region, where residual stray light is evident (see Fig. <xref ref-type="fig" rid="F4"/>e). This introduces an unexpected trend in the calculation of the 1 <inline-formula><mml:math id="M98" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band centre (panel <bold>a</bold>), where band centre values in the highlands are higher relative to the mare region. This effect is partially mitigated after the ratioing procedure (Fig. <xref ref-type="fig" rid="F7"/>a).</p></caption>
            <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f06.jpg"/>

          </fig>

      <fig id="F7" specific-use="star"><label>Figure 7</label><caption><p id="d2e1831">Analysis of the C4 ratioed cube. Panel <bold>(a)</bold>: maps of the band centres at 1 <inline-formula><mml:math id="M99" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. Panel <bold>(b)</bold>: same at 2 <inline-formula><mml:math id="M100" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. Panel <bold>(c)</bold>: band depths at 1 <inline-formula><mml:math id="M101" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. Panel <bold>(d)</bold>: same at 2 <inline-formula><mml:math id="M102" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. The calculation of the 1 <inline-formula><mml:math id="M103" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band centre in the mare regions is improved relative to the non-ratioed cube; however, in the highlands the derived values still deviate from the expected trend. The higher 1 <inline-formula><mml:math id="M104" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band centre values observed in the highlands relative to the mare regions may result from a combination of residual stray light and suppression of the 1 <inline-formula><mml:math id="M105" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption band after ratioing. This effect is evident in Fig. <xref ref-type="fig" rid="F4"/>e and is further supported by the band depth values, which do not exceed 0.02 in the highlands area.</p></caption>
            <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f07.jpg"/>

          </fig>

      <p id="d2e1927">Representative spectra extracted from mare, highland, and fresh crater terrains within the corrected C4 cube (Fig. <xref ref-type="fig" rid="F4"/>e) show that, although the 1 <inline-formula><mml:math id="M106" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption band is detectable in all cases, residual noise persists, particularly near the band minimum. These residual effects are more pronounced in the highlands, where intrinsic absorption features are weaker, and they introduce uncertainties in the polynomial fitting procedures used to determine band centres. Even minor variations in the fitted band position can result in significant differences in mineralogical interpretation. To mitigate this issue, the ratioed C4 cube was therefore used exclusively for the calculation of band centres. For comparison, the spatial distributions of band centre and band depth derived from the non-ratioed data are shown in Fig. <xref ref-type="fig" rid="F6"/>, while the same parameters calculated from the ratioed C4 cube are presented in Fig. <xref ref-type="fig" rid="F7"/>.</p>
      <p id="d2e1946">The use of the ratioed C4 cube for band centre determination (Fig. <xref ref-type="fig" rid="F7"/>a and b) effectively suppresses residual stray light and enhances the definition of spectral features in the critical 1 <inline-formula><mml:math id="M107" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> region. Nevertheless, in highland terrains the ratioing procedure substantially reduces, and in some cases suppresses, the absorption bands, which does not always permit a reliable determination of the band centre. Moreover, the minimum of the 2 <inline-formula><mml:math id="M108" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band coincides with the spectral gap between the VIS–NIR and IR channels. To address this limitation, the 2 <inline-formula><mml:math id="M109" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band centre was derived by fitting the entire absorption feature rather than only the region surrounding the band minimum (see Appendix <xref ref-type="sec" rid="App1.Ch1.S3"/>).</p>
      <p id="d2e1983">Conversely, parameters such as band depth (Fig. <xref ref-type="fig" rid="F6"/>c and d) and spectral slopes are less sensitive to stray light contamination. Their derived values and spatial distributions are consistent with those reported in previous lunar remote-sensing studies and therefore do not strictly require ratioing.</p>
      <p id="d2e1988">In cube C3, which spans Mare Fecunditatis, the 2 <inline-formula><mml:math id="M110" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m band centre (Fig. <xref ref-type="fig" rid="F6"/>) is relatively homogeneous, whereas the 1 <inline-formula><mml:math id="M111" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m band centre cannot be reliably determined because of stray-light contamination. This behaviour likely reflects the limited mineralogical variability of the mare basalts, as well as the combined influence of residual stray light and photometric effects. In contrast, band depth maps exhibit greater spatial variability, primarily associated with ejecta deposits showing enhanced absorption strengths, consistent with less weathered materials, such as those surrounding the Messier and Messier A craters. Finally, cube C2, which exclusively covers highland terrains and was acquired under less favourable illumination conditions, displays variability that is more strongly controlled by photometric effects and local topography than by intrinsic compositional differences (Fig. <xref ref-type="fig" rid="F6"/>).</p>
</sec>
</sec>
<sec id="Ch1.S4.SS4">
  <label>4.4</label><title>Spectral Slopes</title>
      <p id="d2e2021">Spectral slopes are sensitive indicators of regolith maturity, grain-size variations, and compositional differences <xref ref-type="bibr" rid="bib1.bibx8 bib1.bibx48" id="paren.47"/>. Lunar reflectance spectra typically exhibit steep, or “red”, slopes, characterised by increasing reflectance with increasing wavelength. This spectral reddening is primarily driven by space weathering processes, which progressively modify the lunar surface through regolith maturation, comminution of grains, and the formation of submicroscopic and nanophase metallic iron (<inline-formula><mml:math id="M112" display="inline"><mml:mrow class="chem"><mml:msup><mml:mi mathvariant="normal">npFe</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>) particles that dominate the observed spectral changes <xref ref-type="bibr" rid="bib1.bibx34 bib1.bibx48 bib1.bibx57" id="paren.48"/>.</p>

      <fig id="F8" specific-use="star"><label>Figure 8</label><caption><p id="d2e2043">Spectral slope distributions for C2, C3, and C4. Panel <bold>(a)</bold>: Spectral slope between 0.55 and 1.50 <inline-formula><mml:math id="M113" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (SI). Panel <bold>(b)</bold>: Spectral slope between 1.50 and 2.60 <inline-formula><mml:math id="M114" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (SII). Panel <bold>(c)</bold>: Spectral slope between 0.55 and 2.60 <inline-formula><mml:math id="M115" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (GS). These parameters were calculated using the non-ratioed data.</p></caption>
          <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f08.jpg"/>

        </fig>

      <p id="d2e2092">In this study, spectral slopes were computed after thermal emission removal, following the definitions of <xref ref-type="bibr" rid="bib1.bibx13" id="text.49"/> and <xref ref-type="bibr" rid="bib1.bibx17" id="text.50"/>. Specifically, we calculated the slope between 0.55 and 1.50 <inline-formula><mml:math id="M116" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (SI), the slope between 1.50 and 2.60 <inline-formula><mml:math id="M117" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (SII), each referenced to the 1 and 2 <inline-formula><mml:math id="M118" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption bands, respectively, and a global slope (GS) spanning 0.55 to 2.60 <inline-formula><mml:math id="M119" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F8"/>).</p>
      <p id="d2e2145">The SI primarily reflects variations in the visible to near-infrared continuum and is particularly sensitive to composition and space-weathering effects, such as the presence of nanophase metallic iron and glass content, which induce spectral reddening and darkening. Consequently, higher SI values are generally associated with more mature regolith, whereas lower slopes indicate fresher or less weathered materials, such as those exposed by recent impacts <xref ref-type="bibr" rid="bib1.bibx50" id="paren.51"/>.</p>
      <p id="d2e2151">The SII slope is influenced both by space-weathering processes and by the relative abundance and composition of mafic minerals. Variations in pyroxene and olivine composition, as well as mineralogical differences, can affect the continuum shape in this wavelength interval <xref ref-type="bibr" rid="bib1.bibx6 bib1.bibx44" id="paren.52"/>. As a result, SII can capture subtler compositional variations within mare basalts and between mare and highland terrains.</p>
      <p id="d2e2157">The global slope (GS) integrates the spectral behaviour across the full 0.55–2.60 <inline-formula><mml:math id="M120" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> range and therefore represents a combined indicator of regolith maturity, composition, and photometric effects. While GS is less diagnostic of specific mineral phases, it provides a useful first-order metric for comparing terrains and identifying large-scale trends related to space weathering and surface evolution <xref ref-type="bibr" rid="bib1.bibx37 bib1.bibx57" id="paren.53"/>.</p>
      <p id="d2e2173">Together, these slope parameters provide a robust framework for disentangling compositional variability from maturity-related effects and for contextualising absorption-band analyses within the broader spectral continuum.</p>
      <p id="d2e2176">It is worth noting that the global spectral slope (GS) is generally linked with the two spectral slopes SI and SII; consequently, the three parameters should not be regarded as independent. Overall, SI exhibits a trend closely comparable to that of GS. Within cube C4, the fresh Maskelyne G crater, located in Mare Tranquillitatis, stands out as the region with the lowest SI and GS values, consistent with relatively unweathered material. Nonetheless, C4 displays appreciable variability within Mare Tranquillitatis, with less reddened slopes in the western portion compared to areas nearer the highlands. Specifically, the portion of C4 within the mare bordering the highlands near Ruin Basin exhibits high SI and GS values (see Fig. <xref ref-type="fig" rid="F8"/>a and c). This trend correlates with a lower titanium content compared to the typical high-titanium basalts of Mare Tranquillitatis. This indicates that, in this specific region, the steeper spectral slopes are primarily controlled by compositional variations – specifically, the decrease in titanium-bearing phases (such as ilmenite) which would otherwise reduce the spectral slope (e.g., <xref ref-type="bibr" rid="bib1.bibx39" id="altparen.54"/>). In contrast to the variable mare units, the highland terrains exhibit a highly homogeneous spectral signature. This is particularly evident in the longer-wavelength slope (SII), where the highlands display uniformly low values, highlighting a stark and sharp transition at the mare–highland boundary. No significant localised variations or anomalies associated with small, fresh impact craters are observed within the highland portion of the track, pointing to a spectrally mature and uniform regolith cover.</p>
      <p id="d2e2184">Cube C3, largely confined to Mare Fecunditatis, also exhibits noticeable variability, with higher spectral slope values concentrated in its central part. For this cube, the three slope parameters (SI, SII, and GS) display broadly similar spatial trends, despite localised differences. The most pronounced discrepancies are observed between SII and the other two slopes in cube C4, where mare regions systematically show higher SII values than the adjacent highlands, revealing a clear mare–highland dichotomy in the longer-wavelength spectral slope. In contrast, cube C2 does not exhibit significant or systematic trends in spectral slope parameters and appears relatively homogeneous, likely owing to the less favourable illumination conditions and data quality limitations discussed previously.</p>

      <fig id="F9" specific-use="star"><label>Figure 9</label><caption><p id="d2e2190">Panel <bold>(a)</bold>: Coloured boxes indicate regions within C3 exhibiting significant spectral variability. Panel <bold>(b)</bold>: Close-up of the 2 <inline-formula><mml:math id="M121" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth and the spectral slope between 0.55 and 2.60 <inline-formula><mml:math id="M122" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (GS). The red box encompasses a mare–highlands transition region in the north-western part of C3. The green box highlights the ejecta of Messier and Messier A craters. The orange and blue boxes correspond to the central region of Mare Fecunditatis, while the magenta box marks the rim of Langrenus crater.</p></caption>
          <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f09.jpg"/>

        </fig>

      <fig id="F10" specific-use="star"><label>Figure 10</label><caption><p id="d2e2227">Panel <bold>(a)</bold>: Regions exhibiting notable spectral variability within C4. Panel <bold>(b)</bold>: Close-up of the 2 <inline-formula><mml:math id="M123" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth and the spectral slope between 0.55 and 2.60 <inline-formula><mml:math id="M124" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (GS). The red box indicates the Maskelyne G crater region, the green box shows a mare unit within Mare Tranquillitatis, and the orange box marks a mare–highlands transition region.</p></caption>
          <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f10.jpg"/>

        </fig>

</sec>
</sec>
<sec id="Ch1.S5">
  <label>5</label><title>Mineralogical Analysis of Lunar Regions Using the MAJIS Dataset</title>
      <p id="d2e2272">In this section, we focus primarily on cubes C3 and C4, which predominantly cover basaltic mare terrains, with a minor portion of highlands included in C4. Both C3 and C4 are dominated by dark basaltic surfaces but exhibit considerable spectral variability. This variability is largely driven by the presence of small, fresh impact craters, such as Maskelyne G in C4 and the ejecta blankets of Messier and Messier A in C3 (Figs. <xref ref-type="fig" rid="F9"/> and <xref ref-type="fig" rid="F10"/>). Highland areas, where present, appear spectrally brighter, as shown in the I/F maps at 0.55 <inline-formula><mml:math id="M125" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="F1"/>).</p>
      <p id="d2e2291">Cube C3 also displays spectral variability – albeit less pronounced – within Mare Fecunditatis, where these prominent ejecta blankets exhibit especially strong absorption bands. On the other hand, a darker region between Ibn Battuta and Lindbergh craters shows higher spectral slopes, suggesting possible compositional heterogeneity within the same mare unit. Cube C2, which covers the highlands east of Mare Fecunditatis, does not show any particular trend.</p>

      <fig id="F11" specific-use="star"><label>Figure 11</label><caption><p id="d2e2296">Panel <bold>(a)</bold>: Regions of interest considered for C4. ROI colours correspond with those in panels <bold>(b)</bold>–<bold>(e)</bold>. Panel <bold>(b)</bold>: Band centre at 1 <inline-formula><mml:math id="M126" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> versus band centre at 2 <inline-formula><mml:math id="M127" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, with green and pink boxes indicating regions corresponding to low-calcium (LCP) and high-calcium pyroxenes (HCP), respectively. Band centres were calculated from the ratioed cube. The highland spectrum is not included due to issues described in Sect. <xref ref-type="sec" rid="Ch1.S4"/>. Panel <bold>(c)</bold>: Band depth at 1 <inline-formula><mml:math id="M128" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> versus band depth at 2 <inline-formula><mml:math id="M129" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. Panel <bold>(d)</bold>: Spectral slope between 0.55 and 2.60 <inline-formula><mml:math id="M130" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> plotted against 1 <inline-formula><mml:math id="M131" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth. Grey circles indicate fresh material, black circles indicate mare soils. Red and black arrows represent increasing iron content and weathering, respectively. Panel <bold>(e)</bold>: I/F at 0.55 <inline-formula><mml:math id="M132" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> versus 1 <inline-formula><mml:math id="M133" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth. The green dot represents Maskelyne G crater, the brown dot represents highland regions. LCP and HCP thresholds are from <xref ref-type="bibr" rid="bib1.bibx28 bib1.bibx29" id="text.55"/>.</p></caption>
        <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f11.png"/>

      </fig>

      <p id="d2e2414">The distribution of 1 and 2 <inline-formula><mml:math id="M134" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption band centres in cube C4 reveals a systematic shift towards longer wavelengths in the central mare region, consistent with increasing <inline-formula><mml:math id="M135" display="inline"><mml:mrow class="chem"><mml:msup><mml:mi mathvariant="normal">Fe</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M136" display="inline"><mml:mrow class="chem"><mml:msup><mml:mi mathvariant="normal">Ca</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> contents in pyroxenes (Figs. <xref ref-type="fig" rid="F7"/> and <xref ref-type="fig" rid="F10"/>). However, the Maskelyne G crater exhibits band centres shifted towards shorter wavelengths, potentially indicating a different pyroxene composition (Fig. <xref ref-type="fig" rid="F11"/>a, green dot). Conversely, band centre estimations in highland regions remain challenging due to weaker absorption features and increased spectral noise (Fig. <xref ref-type="fig" rid="F4"/>e). In cube C3, reliable estimates of the 1 <inline-formula><mml:math id="M137" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band centre are not achieved, and no significant variation is observed in the 2 <inline-formula><mml:math id="M138" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band centre. Nevertheless, the band depths at 1 and 2 <inline-formula><mml:math id="M139" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> in C4 are clearly correlated (Fig. <xref ref-type="fig" rid="F11"/>c), with the deepest bands occurring in fresh crater materials and the central mare, confirming the presence of mafic silicates.</p>
      <p id="d2e2496">Figures <xref ref-type="fig" rid="F9"/> and <xref ref-type="fig" rid="F10"/> highlight regions within cubes C3 and C4 that exhibit notable mineralogical and spectral diversity. In particular, the ejecta of Messier and Messier A (green box in Fig. <xref ref-type="fig" rid="F9"/>) display deep 2 <inline-formula><mml:math id="M140" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption bands and low spectral slopes, characteristic of fresh material. By contrast, the darker region (blue box in Fig. <xref ref-type="fig" rid="F9"/>) shows more moderate absorption features combined with steeper slopes, indicative of a more mature regolith. Average spectra from selected regions in cubes C3 and C4 are presented in Figs. <xref ref-type="fig" rid="F4"/> and <xref ref-type="fig" rid="F5"/>. These regions encompass a range of terrain types and spectral characteristics. The spectrum from Maskelyne G crater (green line in Fig. <xref ref-type="fig" rid="F4"/>) is particularly distinct. After continuum removal (Fig. <xref ref-type="fig" rid="F4"/>d), it displays markedly deeper 1- and 2 <inline-formula><mml:math id="M141" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption bands, consistent with fresher, pyroxene-rich material.</p>
      <p id="d2e2536">Figure <xref ref-type="fig" rid="F11"/>b illustrates the typical trend of band centres for pyroxene-bearing surfaces, with each coloured dot corresponding to the regions of interest selected in Fig. <xref ref-type="fig" rid="F11"/>a. The data indicate the presence of both low-<inline-formula><mml:math id="M142" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Ca</mml:mi></mml:mrow></mml:math></inline-formula> and high-<inline-formula><mml:math id="M143" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Ca</mml:mi></mml:mrow></mml:math></inline-formula> clinopyroxenes. Maskelyne G crater, along with two nearby fresh craters (purple and red ROIs), appears richer in low-<inline-formula><mml:math id="M144" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Ca</mml:mi></mml:mrow></mml:math></inline-formula> pyroxene, whereas other regions are dominated by high-<inline-formula><mml:math id="M145" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Ca</mml:mi></mml:mrow></mml:math></inline-formula> pyroxenes. Mare Tranquillitatis is also known to have the highest titanium concentrations on the Moon, associated with ilmenite and <inline-formula><mml:math id="M146" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Fe</mml:mi></mml:mrow></mml:math></inline-formula>-rich basalts, and a correspondingly lower abundance of plagioclase feldspar (Fig. <xref ref-type="fig" rid="F3"/>b and d).</p>
      <p id="d2e2586">Figure <xref ref-type="fig" rid="F11"/>d shows spectral slope plotted against 1 <inline-formula><mml:math id="M147" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth, following the approach of <xref ref-type="bibr" rid="bib1.bibx34" id="text.56"/> (who originally used the 0.57–1.50 <inline-formula><mml:math id="M148" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> continuum), revealing four distinct spectral populations: <list list-type="custom"><list-item><label>1.</label>
      <p id="d2e2616">fresh materials with high band depths and low spectral slopes,</p></list-item><list-item><label>2.</label>
      <p id="d2e2620">mature mare soils with low band depths and high spectral slopes,</p></list-item><list-item><label>3.</label>
      <p id="d2e2624">Maskelyne G crater, which deviates from the general trend with the lowest spectral slope values, consistent with very fresh, minimally weathered material, and</p></list-item><list-item><label>4.</label>
      <p id="d2e2628">highlands with low 1 <inline-formula><mml:math id="M149" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth and high spectral slopes.</p></list-item></list></p>
      <p id="d2e2641">Finally, Fig. <xref ref-type="fig" rid="F11"/>e demonstrates a correlation between reflectance at 0.55 <inline-formula><mml:math id="M150" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (I/F) and 1 <inline-formula><mml:math id="M151" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth: higher reflectance values generally correspond to deeper absorption bands, except in the highlands, further supporting compositional and maturity differences across the studied regions.</p>

      <fig id="F12" specific-use="star"><label>Figure 12</label><caption><p id="d2e2669">RGB map combining data from C2, C3, and C4 cubes. The red channel represents the spectral slope between 0.55 and 2.60 <inline-formula><mml:math id="M152" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, the green channel shows the 2 <inline-formula><mml:math id="M153" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth, and the blue channel displays the 1 <inline-formula><mml:math id="M154" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth.</p></caption>
        <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f12.png"/>

      </fig>

      <p id="d2e2708">RGB colour composite maps offer an intuitive means of visualising spectral heterogeneity. Figure <xref ref-type="fig" rid="F12"/> presents an RGB composite of cubes C2, C3, and C4, where the red channel represents the spectral slope between 0.55 and 2.60 <inline-formula><mml:math id="M155" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (a proxy for surface maturity), the green channel indicates 2 <inline-formula><mml:math id="M156" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth, and the blue channel shows 1 <inline-formula><mml:math id="M157" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth, indicative of mafic mineral presence. Cube C4 exhibits the greatest spectral variability, with a sharp contrast between highland and mare regions. Even within Mare Tranquillitatis, subtle colour variations are evident. In particular, the central portion of Mare Tranquillitatis and the area surrounding Maskelyne G crater display a cyan hue, indicating a higher abundance of pyroxene-bearing material (Fig. <xref ref-type="fig" rid="F12"/>).</p>
      <p id="d2e2745">The mineralogical diversity described here is also supported by thermophysical analyses of the same MAJIS observations (<xref ref-type="bibr" rid="bib1.bibx71" id="altparen.57"/>, this issue), which reveal systematic terrain-dependent differences in surface temperature and emissivity in the 3–5.56 <inline-formula><mml:math id="M158" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> range, consistent with compositional and surface-texture contrasts between mare and highland terrains. In contrast, plagioclase-rich highlands, characterised by weak mafic bands and steep, reddened slopes, display lower emissivity and cooler temperatures. Fresh crater materials, such as those at Maskelyne G, show both enhanced pyroxene signatures and localised thermal anomalies, reflecting reduced maturity and blocky textures. This close agreement between VNIR and IR observations highlights the tight coupling between composition, maturity, and thermophysical behaviour along the MAJIS track (<xref ref-type="bibr" rid="bib1.bibx71" id="altparen.58"/>, this issue).</p>

      <fig id="F13" specific-use="star"><label>Figure 13</label><caption><p id="d2e2766">Panel <bold>(a)</bold>: Density scatter plot of spectral slope between 0.75 and 1.50 <inline-formula><mml:math id="M159" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math id="M160" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">REF</mml:mi><mml:mi mathvariant="normal">Slope</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) versus 1 <inline-formula><mml:math id="M161" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth (STEP 2; see Appendix <xref ref-type="sec" rid="App1.Ch1.S2"/>) for cube C4. Two clusters corresponding to the highlands and Mare Tranquillitatis are clearly distinguishable. Black and red circles represent highland regions with 1 <inline-formula><mml:math id="M162" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth <inline-formula><mml:math id="M163" display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula> 0 and <inline-formula><mml:math id="M164" display="inline"><mml:mo>&lt;</mml:mo></mml:math></inline-formula> 0, respectively. Orange and green ovals identify the two population observed within the Mare Tranquillitatis. Points within the blue oval belong to the transition region between the highlands and Mare Tranquillitatis, just beyond the Ruin Basin. The magenta oval indicates data with the strongest mafic signatures. Panel <bold>(b)</bold>: Mean spectra of the regions highlighted in Fig. <xref ref-type="fig" rid="F13"/>a.</p></caption>
        <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f13.png"/>

      </fig>

</sec>
<sec id="Ch1.S6">
  <label>6</label><title>Discussion of Ratioed Spectra: Mean Behaviour and Mineralogical/Maturity Trends</title>
      <p id="d2e2849">Here we discuss the spectral behaviour and the mineralogical variation highlighted after spectral ratioing described in Sect. <xref ref-type="sec" rid="Ch1.S4.SS2"/>. The scatter plot of the spectral slope between 0.75 and 1.50 <inline-formula><mml:math id="M165" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math id="M166" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">REF</mml:mi><mml:mi mathvariant="normal">Slope</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) versus 1 <inline-formula><mml:math id="M167" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth (Fig. <xref ref-type="fig" rid="F13"/>a) reveals two distinct spectral populations corresponding to the lunar highlands and Mare Tranquillitatis. Highland points occupy the upper-left quadrant, characterised by relatively shallow 1 <inline-formula><mml:math id="M168" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption bands and steep spectral slopes in the 0.75–1.50 <inline-formula><mml:math id="M169" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> range. These features are indicative of feldspathic compositions dominated by plagioclase with minimal mafic absorption and are consistent with mature, weathered surfaces exhibiting high spectral reddening.</p>
      <p id="d2e2908">By contrast, Mare Tranquillitatis points cluster in the lower-right quadrant, displaying deeper 1 <inline-formula><mml:math id="M170" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption bands and lower continuum slopes. These spectra reflect higher mafic mineral content, particularly pyroxenes, and spectral properties influenced by the different compositional response of <inline-formula><mml:math id="M171" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Fe</mml:mi></mml:mrow></mml:math></inline-formula>-rich basaltic materials to space weathering processes. In particular, the higher iron abundance in mare basalts enhances optical maturation effects, producing spectral characteristics distinct from those observed in feldspathic highland terrains. <inline-formula><mml:math id="M172" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">REF</mml:mi><mml:mi mathvariant="normal">Slope</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> variability among the mare spectra is reduced relative to the highlands (see also Fig. <xref ref-type="fig" rid="FB1"/> in Appendix <xref ref-type="sec" rid="App1.Ch1.S2"/>, right panel), indicating more homogeneous surface properties in terms of maturity.</p>
      <p id="d2e2944">Within the mare population, two distinct clusters are apparent. The first (orange circle in Fig. <xref ref-type="fig" rid="F13"/>a, <inline-formula><mml:math id="M173" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">REF</mml:mi><mml:mi mathvariant="normal">Slope</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> between 0.35 and 0.40) corresponds to spectra closer to the highland boundary, while the second (green circle, <inline-formula><mml:math id="M174" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">REF</mml:mi><mml:mi mathvariant="normal">Slope</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M175" display="inline"><mml:mo>&lt;</mml:mo></mml:math></inline-formula> 0.37) represents spectra from more central mare regions. This spatial distinction may reflect minor differences in regolith maturity or local mixing with highland material.</p>
      <p id="d2e2978">A subtle trend within the highland population shows increasing spectral slope with decreasing 1 <inline-formula><mml:math id="M176" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth, consistent with high maturity, as previously documented <xref ref-type="bibr" rid="bib1.bibx35" id="paren.59"/>. Between the highland and mare populations, an intermediate group (blue oval in Fig. <xref ref-type="fig" rid="F13"/>a) corresponds to a transitional region situated between the highlands and Mare Tranquillitatis near the margins of the Ruin Basin. This scatter plot captures a spectral gradient reflecting the transition from feldspathic highlands to basaltic mare surfaces.</p>
      <p id="d2e2997">Representative mean spectra for each group are shown in Fig. <xref ref-type="fig" rid="F13"/>b. In the highlands, some spectra (black spectrum) exhibit band depths similar to the reference spectrum used for ratioing but with a redder visible slope, typically located in the brightest highland areas. Most highland spectra (red spectrum) display weak 1 <inline-formula><mml:math id="M177" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> bands centred slightly shortward of 1 <inline-formula><mml:math id="M178" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. Both highland mean spectra lack the 2 <inline-formula><mml:math id="M179" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption feature, as expected for mature highland soils.</p>
      <p id="d2e3032">In Mare Tranquillitatis, most spectra (green spectrum) show deeper 1 <inline-formula><mml:math id="M180" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> bands (centred slightly longward of 1 <inline-formula><mml:math id="M181" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>), although the 2 <inline-formula><mml:math id="M182" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band in the ratioed mean spectrum is not prominent. The mean spectrum from the Ruin Basin margin (blue curve) exhibits deeper 1 <inline-formula><mml:math id="M183" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> bands than highland spectra, centred around 0.95 <inline-formula><mml:math id="M184" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, with a deeper 2 <inline-formula><mml:math id="M185" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band, indicating a higher content of low-<inline-formula><mml:math id="M186" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Ca</mml:mi></mml:mrow></mml:math></inline-formula> pyroxenes. The magenta curve represents spectra from mare regions with the deepest 1 <inline-formula><mml:math id="M187" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> bands; for these, small craters in Mare Tranquillitatis also show the 2 <inline-formula><mml:math id="M188" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band, reflecting enrichment in pyroxenes. Spectra with the lowest <inline-formula><mml:math id="M189" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">REF</mml:mi><mml:mi mathvariant="normal">Slope</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, corresponding to the least weathered and most mafic-rich surfaces, are associated with the interior of Maskelyne G crater and other small craters in the mare, where fresh basaltic exposures are present.</p>
</sec>
<sec id="Ch1.S7">
  <label>7</label><title>MAJIS Observations Beyond 2.6 <inline-formula><mml:math id="M190" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></title>
      <p id="d2e3153">Although MAJIS acquired only four spectral cubes over the lunar surface, these data provide reflectance spectra extending up to 5 <inline-formula><mml:math id="M191" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. This extended wavelength range opens new possibilities for detecting and analysing spectral features previously inaccessible to imaging spectrometers such as M<sup>3</sup>. After removing the thermal emission component (see Appendix <xref ref-type="sec" rid="App1.Ch1.S1"/>, Fig. <xref ref-type="fig" rid="FA1"/>b and c), the resulting reflectance spectra still exhibit a generally red slope, consistent with space-weathered materials.</p>
      <p id="d2e3179">Several broad and recurring absorption features are evident, most notably near 2.8 <inline-formula><mml:math id="M193" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> and around 4.8 <inline-formula><mml:math id="M194" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (see Fig. <xref ref-type="fig" rid="FA1"/> in Appendix <xref ref-type="sec" rid="App1.Ch1.S1"/>). An absorption feature between 2.8 and 3.0 <inline-formula><mml:math id="M195" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> has previously been attributed to the presence of hydroxylated or hydrated compounds based on M<sup>3</sup> observations <xref ref-type="bibr" rid="bib1.bibx59" id="paren.60"/>. This feature is commonly associated with <inline-formula><mml:math id="M197" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">OH</mml:mi><mml:mo>/</mml:mo><mml:msub><mml:mi mathvariant="normal">H</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula>-bearing phases and is observed across the lunar surface, with generally stronger signatures at higher latitudes and variations related to local time and surface temperature, possibly linked to solar-wind implantation or endogenic processes. In the MAJIS dataset, however, the spectral interval between 2.85 and 2.95 <inline-formula><mml:math id="M198" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> is affected by an instrumental artefact corresponding to a spectral gap at the interface between two segments of the Linear Variable Filter (LVF) <xref ref-type="bibr" rid="bib1.bibx61" id="paren.61"/>. This gap was intentionally selected due to the absence of relevant spectral features for the Jovian targets but significantly complicates the reliable interpretation of potential absorptions in this crucial range. Nevertheless, <xref ref-type="bibr" rid="bib1.bibx33" id="text.62"/>, this issue, discuss this specific feature and its possible interpretation. These instrumental limitations highlight the need for caution when interpreting preliminary MAJIS data.</p>
      <p id="d2e3262">A broader and more pronounced absorption feature is observed at approximately 4.8 <inline-formula><mml:math id="M199" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (see Fig. <xref ref-type="fig" rid="FA1"/> in Appendix <xref ref-type="sec" rid="App1.Ch1.S1"/>). This spectral region remains largely unexplored in lunar remote sensing, particularly regarding silicate mineralogy. Laboratory measurements of HED meteorites (howardites, eucrites, and diogenites) and olivine reported by <xref ref-type="bibr" rid="bib1.bibx12" id="text.63"/> and <xref ref-type="bibr" rid="bib1.bibx30" id="text.64"/> show absorptions in the 4.74–5.10 <inline-formula><mml:math id="M200" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> range, associated with pyroxene and olivine components. The presence of a similar absorption in the MAJIS lunar spectra suggests a possible mineralogical origin; however, its spatial characterisation remains challenging due to uncertainties associated with thermal emission removal.</p>
      <p id="d2e3297">Specifically, lunar surface radiance measurements are affected by a combination of reflected solar radiation and intrinsic thermal emission from the regolith. Correcting for the thermal contribution is inherently degenerate because the emitted component depends on surface emissivity, which is itself related to reflectance through Kirchhoff's law. Consequently, variations in the assumed reflectance modify the emissivity and the modelled thermal emission, allowing different combinations of reflectance, emissivity, and surface temperature to reproduce the same observed signal. Therefore, thermal removal in this wavelength range cannot yield a unique reflectance solution and could account for the systematic signature near 4.8 <inline-formula><mml:math id="M201" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>.</p>
      <p id="d2e3310">Given these complexities related to instrumentation and data interpretation at wavelengths longer than 2.6 <inline-formula><mml:math id="M202" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, a comprehensive analysis of these absorption features requires further dedicated investigation. As this topic lies beyond the scope of the present study, a detailed discussion is deferred to future work.</p>

      <fig id="F14" specific-use="star"><label>Figure 14</label><caption><p id="d2e3325">Comparison between M<sup>3</sup> and MAJIS spectral index maps. Panel <bold>(a)</bold> shows the C4 1 <inline-formula><mml:math id="M204" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth map overlaid on the M<sup>3</sup> basemap. Stray light affecting the 1 <inline-formula><mml:math id="M206" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band region prevents reliable parameter retrieval for C3; therefore, only C4 is considered in the MAJIS–M<sup>3</sup> comparison. Panel <bold>(b)</bold> presents the 2 <inline-formula><mml:math id="M208" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band centre distributions for C3 and C4 displayed on the M<sup>3</sup> layer. The MAJIS spectral index ranges are indicated on the maps, while the scale bars on the right correspond to the M<sup>3</sup> basemaps. The spatial resolution of the M<sup>3</sup> spectral parameter maps (1.4 <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> per pixel) is significantly coarser than that of the original M<sup>3</sup> Global Mode data (140 <inline-formula><mml:math id="M214" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> per pixel). Panel <bold>(c)</bold> displays the average spectra of three selected terrain types: the fresh crater Maskelyne (green), Mare Soil (red), and the Highlands (blue). A remarkably good agreement is observed between MAJIS (solid lines) and M<sup>3</sup> (dashed lines) spectra for both the Mare Soil and Maskelyne regions. Conversely, a more pronounced spectral mismatch is observed for the Highlands, which is attributed to variable local illumination geometries driven by macroscopic surface roughness, combined with the lack of photometric correction for the MAJIS data.</p></caption>
        <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f14.jpg"/>

      </fig>

</sec>
<sec id="Ch1.S8">
  <label>8</label><title>Comparison Between MAJIS-Derived and M<sup>3</sup> Public Spectral Parameter Maps</title>
      <p id="d2e3481">A comparison between spectral index maps derived from publicly available datasets (e.g., M<sup>3</sup>) and those produced in this study using MAJIS observations reveals a strong degree of consistency, both in terms of spatial distribution and absolute values (see Fig. <xref ref-type="fig" rid="F14"/>). This agreement is noteworthy given that M<sup>3</sup> spectral index maps have a spatial resolution approximately ten times coarser than the M<sup>3</sup> Global Mode images (<inline-formula><mml:math id="M220" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 140 <inline-formula><mml:math id="M221" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> per pixel), and therefore significantly lower than that of MAJIS (see Table <xref ref-type="table" rid="T1"/>).</p>
      <p id="d2e3531">This consistency supports the reliability of the MAJIS products and highlights their potential to complement existing lunar spectral datasets. In particular, the 1 <inline-formula><mml:math id="M222" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth map – available only for cube C4, corrected for stray light – shows higher values over mare regions and lower values over the highlands, in agreement with expectations based on lunar mineralogy (see Fig. <xref ref-type="fig" rid="F14"/>). Mafic-rich basalts in the maria typically exhibit deeper absorption features due to their higher pyroxene content, whereas the highlands, dominated by anorthositic compositions, display shallower bands. To further investigate this consistency, a direct comparison of the average spectra of three different terrains was conducted (see Fig. <xref ref-type="fig" rid="F14"/>c). While the average spectra of mare soil and Maskelyne exhibit a remarkably good agreement between the two sensors, the highlands spectra display a more noticeable divergence in terms of overall slope and band depth. This discrepancy is highly compatible with the high topographic and macroscopic surface roughness characteristic of the lunar highlands. When observed under MAJIS's high phase angle (<inline-formula><mml:math id="M223" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 90°), rugged and sloped terrains significantly enhance local shadowing and photometric variations, leading to a more pronounced spectral mismatch compared to the flatter and smoother mare surfaces.</p>
      <p id="d2e3555">A similar trend is observed in the spatial distribution of the 2 <inline-formula><mml:math id="M224" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band centre. In cube C4, the highest band centre values are concentrated within the Mare Tranquillitatis region. These longer-wavelength band centre positions indicate a predominance of <inline-formula><mml:math id="M225" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Fe</mml:mi></mml:mrow></mml:math></inline-formula>- and <inline-formula><mml:math id="M226" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Ca</mml:mi></mml:mrow></mml:math></inline-formula>-rich clinopyroxenes, consistent with previous findings from M<sup>3</sup> data, which also reported a shift towards longer wavelengths in the 2 <inline-formula><mml:math id="M228" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band centre (Fig. <xref ref-type="fig" rid="F14"/>a and b).</p>
      <p id="d2e3607">For cube C3, which lies almost entirely within Mare Fecunditatis, the 1 <inline-formula><mml:math id="M229" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth values are more spatially homogeneous, reflecting the geochemical uniformity of this mare region.</p>
      <p id="d2e3620">When comparing these spectral parameters, several physical, geometric, and instrumental factors must be carefully considered. First, a direct comparison of absolute reflectance levels is intrinsically complex: MAJIS observations are expressed as I/F and were acquired at a high, fixed phase angle of <inline-formula><mml:math id="M230" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 90° without photometric correction, whereas M<sup>3</sup> data represent photometrically corrected reflectance <xref ref-type="bibr" rid="bib1.bibx3" id="paren.65"/>. This major difference in viewing geometry not only shifts the overall albedo levels but also directly affects the absorption band parameters (such as depth and shape), which are highly sensitive to photometric variations. Second, while thermal emission removal was applied to both datasets to ensure spectral integrity at longer wavelengths, this correction was performed using different thermal models and algorithms. Finally, different spatial resolutions lead to distinct sub-pixel mixing effects within the footprints of each sensor, and both instruments are subject to their minor, inherent calibration limits. Nevertheless, despite these different observational conditions and the early-stage calibration of MAJIS, the outstanding performance of the instrument is confirmed by the highly consistent geological trends and parameter ranges resolved by both sensors.</p>
      <p id="d2e3642">Overall, both the spatial distribution patterns and the numerical ranges of spectral parameters derived from MAJIS appear broadly consistent with those obtained from M<sup>3</sup>. This further validates the spectral integrity of MAJIS observations, even at this early stage of data analysis, and demonstrates the instrument's potential for future mineralogical mapping of the Galilean moons of Jupiter.</p>
</sec>
<sec id="Ch1.S9">
  <label>9</label><title>Discussion</title>
      <p id="d2e3662">The MAJIS instrument onboard the JUICE mission represents a major advance in lunar hyperspectral imaging, providing high-resolution reflectance spectra. Although only a limited number of spectral cubes (C2, C3, and C4) were acquired during the lunar flyby, these data provide a valuable opportunity to investigate the spectral, mineralogical, and maturity-related properties of the lunar surface at high spatial resolution. Spectral parameters extracted from MAJIS not only reproduce well-established mineralogical trends identified by previous missions such as Chandrayaan-1/M<sup>3</sup> and SELENE/Kaguya, but also extend the analysis into previously unexplored spectral domains.</p>
      <p id="d2e3674">Analyses of cubes C3 and C4 reveal significant mineralogical diversity within the mare-dominated regions of Mare Tranquillitatis and Mare Fecunditatis. Pronounced 1- and 2 <inline-formula><mml:math id="M234" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption bands – particularly in C4 – indicate the dominance of pyroxene-rich basalts, consistent with previous classifications of these maria as mafic and <inline-formula><mml:math id="M235" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Fe</mml:mi></mml:mrow></mml:math></inline-formula>-rich. Spectral trends in C4 show a systematic shift of the 2 <inline-formula><mml:math id="M236" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band centre towards longer wavelengths within Mare Tranquillitatis, indicative of high-<inline-formula><mml:math id="M237" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Ca</mml:mi></mml:mrow></mml:math></inline-formula> clinopyroxenes. However, localised craters such as Maskelyne G exhibit the opposite trend, suggesting a pigeonite-rich composition. This mineralogical variability, observed even within the same mare unit, is especially evident in fresh craters and their ejecta, which expose less weathered and compositionally distinct subsurface material.</p>
      <p id="d2e3713">Cube C3, covering Mare Fecunditatis, exhibits more spatially homogeneous 2 <inline-formula><mml:math id="M238" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band centre values, consistent with a relatively uniform basaltic composition. Nevertheless, localised features such as the Messier and Messier A craters display deeper absorption bands and spectral characteristics typical of fresher material.</p>
      <p id="d2e3726">Analysis of spectral slope and band depth across the region demonstrates MAJIS's capability to capture variations in soil maturity. The RGB colour composite map (Fig. <xref ref-type="fig" rid="F12"/>), combining slope and band depth parameters, clearly distinguishes mature highland terrains from less weathered mare regions. Fresh ejecta, such as those associated with Messier and Maskelyne G, exhibit low spectral slopes and strong absorption bands, characteristic of immature soils. However, the spectral effects of lunar space weathering are generally expected to progressively saturate on timescales of the order of <inline-formula><mml:math id="M239" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 1 <inline-formula><mml:math id="M240" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">Gyr</mml:mi></mml:mrow></mml:math></inline-formula>. Consequently, the maturity variations discussed here should primarily be interpreted in relative terms, reflecting differences in regolith evolution, exposure conditions, and resurfacing processes rather than direct absolute age differences beyond this timescale <xref ref-type="bibr" rid="bib1.bibx41" id="paren.66"/>.</p>
      <p id="d2e3750">Scatter plots (e.g., Fig. <xref ref-type="fig" rid="F13"/>a) illustrate the complex relationship between spectral slope and 1 <inline-formula><mml:math id="M241" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth. Highland terrains show a strong anticorrelation between these parameters, indicating the dominant influence of space weathering. Nevertheless, because weathering-related spectral reddening and attenuation of mafic absorption bands tend to approach saturation over geological timescales, the observed correlations are unlikely to represent a simple linear progression with surface age <xref ref-type="bibr" rid="bib1.bibx41 bib1.bibx50" id="paren.67"/>. In contrast, the maria display two distinct clusters characterised by nearly constant spectral slope values (0.035 and 0.030) and increasing 1 <inline-formula><mml:math id="M242" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth, reflecting variations in pyroxene abundance and/or maturity. Spectra exhibiting anomalous or negative band depth values (Fig. <xref ref-type="fig" rid="F13"/>a, magenta oval) are spatially associated with highland terrains, particularly in shadowed areas, supporting the interpretation that unresolved topography and illumination geometry significantly influence apparent spectral characteristics.</p>
      <p id="d2e3780">Whereas previous lunar hyperspectral observations provided limited coverage and/or usability in the 2.6–5.4 <inline-formula><mml:math id="M243" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m range, MAJIS enables the investigation of potential absorption features within this spectral domain. The 2.8–3.0 <inline-formula><mml:math id="M244" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> feature is discussed in <xref ref-type="bibr" rid="bib1.bibx33" id="text.68"/>, this issue, and may be related to <inline-formula><mml:math id="M245" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">OH</mml:mi><mml:mo>/</mml:mo><mml:msub><mml:mi mathvariant="normal">H</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula>-bearing phases. A preliminary thermal correction reveals a broad feature near 4.8 <inline-formula><mml:math id="M246" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> that could be attributed to pyroxene and/or olivine, although thermal removal remains uncertain owing to degeneracy between thermal emission and reflected solar components. Despite challenges related to signal saturation and increased noise beyond 4 <inline-formula><mml:math id="M247" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, this wavelength range holds considerable promise for future mineralogical investigations.</p>
      <p id="d2e3842">Comparison of MAJIS-derived spectral maps with those from M<sup>3</sup> demonstrates excellent agreement in both spatial distribution and spectral parameter ranges. MAJIS reproduces the expected deeper band depths in mare regions and shallower features in feldspathic highlands. Similarly, 2 <inline-formula><mml:math id="M249" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band centres derived from MAJIS follow trends consistent with <inline-formula><mml:math id="M250" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Ca</mml:mi></mml:mrow></mml:math></inline-formula>- and <inline-formula><mml:math id="M251" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Fe</mml:mi></mml:mrow></mml:math></inline-formula>-rich clinopyroxene distributions mapped by M<sup>3</sup>. This validation is particularly robust for cube C4, which was corrected for stray light and currently represents the most reliable MAJIS lunar dataset. The strong agreement with legacy datasets confirms the quality of MAJIS calibration, providing reliable spectral parameters and establishing a solid foundation for future observations of the Jovian moons.</p>
</sec>
<sec id="Ch1.S10" sec-type="conclusions">
  <label>10</label><title>Conclusions</title>
      <p id="d2e3897">Analysis of spectral parameters derived from MAJIS data highlights the instrument's strong potential for lunar mineralogical studies. Despite the limited spatial coverage, this dataset represents an important milestone, an in-flight assessment of MAJIS performance and the first remotely acquired hyperspectral lunar observations since Chandrayaan-1/M<sup>3</sup> <xref ref-type="bibr" rid="bib1.bibx59" id="paren.69"/>, Cassini/VIMS <xref ref-type="bibr" rid="bib1.bibx2" id="paren.70"/>, and the more recent Imaging Infrared Spectrometer (IIRS) onboard Chandrayaan-2 <xref ref-type="bibr" rid="bib1.bibx54" id="paren.71"><named-content content-type="pre">e.g.</named-content></xref>.</p>
      <p id="d2e3920">Although preliminary, MAJIS lunar observations demonstrate the instrument's suitability for high-resolution mineralogical mapping of planetary surfaces.</p>
      <p id="d2e3923">The principal results of this study may be summarised as follows: <list list-type="bullet"><list-item>
      <p id="d2e3928"><italic>Validation of spectral parameters:</italic> MAJIS successfully reproduces well-established spectral trends identified by previous missions (M<sup>3</sup>, Kaguya, Clementine), including deeper 1 and 2 <inline-formula><mml:math id="M255" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption bands in mafic-rich mare regions and weaker features in feldspathic highlands.</p></list-item><list-item>
      <p id="d2e3953"><italic>Mineralogical heterogeneity:</italic> Within Imbrian mare units, local variations in pyroxene composition – ranging from high-<inline-formula><mml:math id="M256" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">Ca</mml:mi></mml:mrow></mml:math></inline-formula> clinopyroxene to pigeonite – are detected, particularly in fresh craters such as Maskelyne G.</p></list-item><list-item>
      <p id="d2e3967"><italic>Soil maturity discrimination:</italic> Variations in spectral slope and band depth effectively distinguish fresh from mature terrains, revealing clustering patterns consistent with impact gardening, space weathering processes and compositional variations.</p></list-item><list-item>
      <p id="d2e3973"><italic>Extended spectral coverage beyond 2.6 μm:</italic> MAJIS provides lunar I/F spectra up to 5 <inline-formula><mml:math id="M257" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, revealing potential absorption bands possibly associated with mafic mineral phases, thereby opening new perspectives for future spectral investigations. Further work is required to minimise the risk of false detections arising from thermal correction uncertainties.</p></list-item><list-item>
      <p id="d2e3989"><italic>Cross-mission consistency:</italic> Comparisons with M<sup>3</sup>-derived spectral maps confirm the accuracy and complementarity of MAJIS observations, supporting its applicability to mineralogical investigations of icy moons and other planetary bodies.</p></list-item></list></p>
      <p id="d2e4003">Overall, the MAJIS lunar dataset constitutes a critical test of hyperspectral imaging performance and demonstrates the instrument's capability to resolve both compositional and maturity-related variations at regional scales. Its successful application to the Mare Tranquillitatis–Mare Fecunditatis region not only validates instrument performance but also provides an essential baseline ahead of MAJIS observations of the Jovian system.</p>
      <p id="d2e4007">Beyond delivering new spectral observations, this study highlights the broader scientific value of MAJIS for planetary surface characterisation and underscores the importance of cross-mission spectral analyses in advancing our understanding of lunar lithological diversity, magmatic evolution, and surface modification processes.</p>
</sec>

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

<app id="App1.Ch1.S1">
  <label>Appendix A</label><title>Data Processing</title>
      <p id="d2e4022">In this section, we detail the preprocessing steps applied to the MAJIS dataset: <list list-type="custom"><list-item><label>1.</label>
      <p id="d2e4027"><italic>Saturation Filtering.</italic> We began with the calibrated MAJIS radiance cubes (<xref ref-type="bibr" rid="bib1.bibx33" id="altparen.72"/>, this issue). To avoid potential saturation artefacts, we excluded all pixels with digital number (DN) values exceeding 20 000 and <inline-formula><mml:math id="M259" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 11 000 for the VIS and IR channels, respectively, in the raw VIS-NIR data after addition of the dark current.</p></list-item><list-item><label>2.</label>
      <p id="d2e4043"><italic>Thermal Emission Removal.</italic> Lunar reflectance spectra beyond <inline-formula><mml:math id="M260" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 2.6 <inline-formula><mml:math id="M261" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> are significantly affected by thermal emission. We corrected this component using a simplified empirical model adapted from <xref ref-type="bibr" rid="bib1.bibx31" id="text.73"/>:<disp-formula id="App1.Ch1.S1.E1" content-type="numbered"><label>A1</label><mml:math id="M262" display="block"><mml:mrow><mml:msubsup><mml:mi>R</mml:mi><mml:mn mathvariant="normal">0</mml:mn><mml:mo>′</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mi mathvariant="italic">ξ</mml:mi><mml:mo>)</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></disp-formula>where: <list list-type="bullet"><list-item>
      <p id="d2e4116"><inline-formula><mml:math id="M263" display="inline"><mml:mrow><mml:msubsup><mml:mi>R</mml:mi><mml:mn mathvariant="normal">0</mml:mn><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> is the observed radiance,</p></list-item><list-item>
      <p id="d2e4132"><inline-formula><mml:math id="M264" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is the reflected solar component,</p></list-item><list-item>
      <p id="d2e4146"><inline-formula><mml:math id="M265" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula> is the surface emissivity,</p></list-item><list-item>
      <p id="d2e4156"><inline-formula><mml:math id="M266" display="inline"><mml:mi mathvariant="italic">ξ</mml:mi></mml:math></inline-formula> is the roughness parameter (ranging from 0 to 1),</p></list-item><list-item>
      <p id="d2e4166"><inline-formula><mml:math id="M267" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is the blackbody radiance given by the Planck function at temperature <inline-formula><mml:math id="M268" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula> (in <inline-formula><mml:math id="M269" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">K</mml:mi></mml:mrow></mml:math></inline-formula>).</p></list-item></list></p>
      <p id="d2e4200">The thermal removal radiance (<inline-formula><mml:math id="M270" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mtext>TR</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>) is obtained by subtracting the thermal emission from <inline-formula><mml:math id="M271" display="inline"><mml:mrow><mml:msubsup><mml:mi>R</mml:mi><mml:mn mathvariant="normal">0</mml:mn><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="FA1"/>).</p></list-item></list></p>

      <fig id="FA1" specific-use="star"><label>Figure A1</label><caption><p id="d2e4231">Example of MAJIS spectra before <bold>(a)</bold> and after thermal removal <bold>(b, c)</bold>. Panel <bold>(a)</bold> shows an I/F MAJIS spectrum (red) with the best-fit model (black). Panel <bold>(b)</bold> displays the MAJIS spectra after thermal removal over the entire VIS-NIR and IR range. Panel <bold>(c)</bold> provides a close-up on the IR spectral range shown in panel <bold>(b)</bold>.</p></caption>
        <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f15.png"/>

      </fig>

      <p id="d2e4259"><list list-type="custom">
          <list-item><label>3.</label>

      <p id="d2e4264"><italic>Conversion to I/F.</italic> Radiance data were converted to units of calibrated radiance factor (I/F) using the MODTRAN solar irradiance spectrum (<inline-formula><mml:math id="M272" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mtext>Sun</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>, in <inline-formula><mml:math id="M273" display="inline"><mml:mrow class="unit"><mml:msup><mml:mi mathvariant="normal">Wm</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">µ</mml:mi><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>), resampled to the MAJIS wavelengths. The conversion was performed using the standard formula:

                <disp-formula id="App1.Ch1.S1.E2" content-type="numbered"><label>A2</label><mml:math id="M274" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi>I</mml:mi><mml:mi>F</mml:mi></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">π</mml:mi><mml:msub><mml:mi>R</mml:mi><mml:mtext>TR</mml:mtext></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mtext>Sun</mml:mtext></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></disp-formula>

              where: <list list-type="bullet"><list-item>
      <p id="d2e4337">I/F is the radiance factor,</p></list-item><list-item>
      <p id="d2e4341"><inline-formula><mml:math id="M275" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mtext>TR</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is the radiance after thermal removal,</p></list-item><list-item>
      <p id="d2e4355"><inline-formula><mml:math id="M276" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mtext>Sun</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is the solar flux per unit wavelength at 1 <inline-formula><mml:math id="M277" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">AU</mml:mi></mml:mrow></mml:math></inline-formula>.</p></list-item></list></p>

      <p id="d2e4376">We adopted initial temperature estimates (<inline-formula><mml:math id="M278" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>) from <xref ref-type="bibr" rid="bib1.bibx71" id="text.74"/>, this issue and explored a range of <inline-formula><mml:math id="M279" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M280" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">K</mml:mi></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math id="M281" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M282" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> [<inline-formula><mml:math id="M283" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">15</mml:mn><mml:mo>,</mml:mo><mml:mo>+</mml:mo><mml:mn mathvariant="normal">15</mml:mn></mml:mrow></mml:math></inline-formula>] <inline-formula><mml:math id="M284" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">K</mml:mi></mml:mrow></mml:math></inline-formula>) in 1 <inline-formula><mml:math id="M285" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">K</mml:mi></mml:mrow></mml:math></inline-formula> increments. The Bayesian retrieval provides an effective radiometric temperature for each MAJIS pixel, assuming a single-temperature surface with spectrally constrained emissivity. This temperature is physically meaningful but does not explicitly account for sub-pixel anisothermality due to mutual heating between unresolved surface facets. In the formulation of <xref ref-type="bibr" rid="bib1.bibx31" id="text.75"/>, this effect is parameterised through a self-heating parameter, which redistributes thermal emission without altering the underlying radiative equilibrium. When removing thermal emission from reflectance-calibrated spectra, allowing the temperature to vary within <inline-formula><mml:math id="M286" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M287" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">K</mml:mi></mml:mrow></mml:math></inline-formula> around the Bayesian value compensates for self-heating effects not explicitly represented in the Bayesian inversion, rather than correcting an inaccurate temperature estimate. Emissivity (<inline-formula><mml:math id="M288" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula>) was varied from 0.5 to 0.9, and the roughness parameter (<inline-formula><mml:math id="M289" display="inline"><mml:mi mathvariant="italic">ξ</mml:mi></mml:math></inline-formula>) from 0.0 to 1.0, both in steps of 0.1. For each pixel, we selected the combination of <inline-formula><mml:math id="M290" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M291" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula>, and <inline-formula><mml:math id="M292" display="inline"><mml:mi mathvariant="italic">ξ</mml:mi></mml:math></inline-formula> that minimised the Root Mean Square (RMS) difference between the modelled and observed spectra in the thermal region. An example of thermal removal applied to a MAJIS spectrum is provided in Fig. <xref ref-type="fig" rid="FA1"/>. For further methodological details concerning the retrieval of surface temperature and emissivity from MAJIS data, we refer to <xref ref-type="bibr" rid="bib1.bibx71" id="text.76"/>, this issue.</p>
          </list-item>
          <list-item><label>4.</label>

      <p id="d2e4521"><italic>Spectral Smoothing.</italic> To reduce high-frequency noise, we applied a median filter using the medfilt function from the Python scipy.signal library with a kernel size of 7 channels (see Fig. <xref ref-type="fig" rid="FA2"/>). This smoothing preserves spectral features while minimising random fluctuations.</p>
          </list-item>
        </list></p><fig id="FA2"><label>Figure A2</label><caption><p id="d2e4533">Example of MAJIS spectra before (purple) and after (green) application of a smoothing algorithm.</p></caption>
        <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f16.png"/>

      </fig>

</app>

<app id="App1.Ch1.S2">
  <label>Appendix B</label><title>Spectral Ratioing Methodology and Application</title>
      <p id="d2e4550">Below we describe the steps undertaken to obtain the ratioed cubes:</p>
<sec id="App1.Ch1.S2.SSx1" specific-use="unnumbered">
  <title>Step 1 – Initial Ratioing and Band Depth Estimation</title>
      <p id="d2e4558">In the first step, the ratioed spectrum (<inline-formula><mml:math id="M293" display="inline"><mml:mrow><mml:msub><mml:mtext>Rat</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) at pixel position (<inline-formula><mml:math id="M294" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi></mml:mrow></mml:math></inline-formula>) was computed by dividing the reflectance spectrum at that pixel by the mean spectrum (<inline-formula><mml:math id="M295" display="inline"><mml:mrow><mml:msub><mml:mtext>Mean</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>), obtained by averaging all spectra at the same “sample” (<inline-formula><mml:math id="M296" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> position along-slit) across the entire cube. This approach minimises flat-field artefacts and corrects for detector-related effects fixed along the slit. The ratioed data are computed as:

            <disp-formula id="App1.Ch1.S2.E3" content-type="numbered"><label>B1</label><mml:math id="M297" display="block"><mml:mrow><mml:msub><mml:mtext>Rat</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mtext>Reflectance</mml:mtext><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mtext>Mean</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></disp-formula></p>
      <p id="d2e4651">From this first ratioed cube (hereafter referred to as the STEP 1 cube), we computed the band depth at 1 <inline-formula><mml:math id="M298" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (BD<inline-formula><mml:math id="M299" display="inline"><mml:mrow><mml:mi mathvariant="normal">@</mml:mi><mml:mn mathvariant="normal">1</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>) using the standard formula:

            <disp-formula id="App1.Ch1.S2.E4" content-type="numbered"><label>B2</label><mml:math id="M300" display="block"><mml:mrow><mml:mtext mathvariant="normal">BD</mml:mtext><mml:mi mathvariant="normal">@</mml:mi><mml:mn mathvariant="normal">1</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mtext>Rat</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn mathvariant="normal">0.50</mml:mn><mml:mo>(</mml:mo><mml:msub><mml:mtext>Rat</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mn mathvariant="normal">0.75</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow><mml:mo>)</mml:mo><mml:mo>+</mml:mo><mml:msub><mml:mtext>Rat</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1.50</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow><mml:mo>)</mml:mo><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></disp-formula></p>
      <p id="d2e4769">The histogram of the 1 <inline-formula><mml:math id="M301" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth values from the STEP 1 cube is shown in Fig. <xref ref-type="fig" rid="FB1"/> (left panel, red). The right panel shows the histogram of the <inline-formula><mml:math id="M302" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">REF</mml:mi><mml:mi mathvariant="normal">Slope</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> parameter, computed as the slope of the continuum between 0.75 and 1.50 <inline-formula><mml:math id="M303" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> in the unratioed reflectance cube. The two histograms exhibit a bimodal, anticorrelated distribution, distinguishing spectra from highlands and Mare Tranquillitatis terrains. Highland spectra are characterised by weak or absent 1 <inline-formula><mml:math id="M304" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> absorption features and steep red continuum slopes (<inline-formula><mml:math id="M305" display="inline"><mml:mo lspace="0mm">&gt;</mml:mo></mml:math></inline-formula> 0.055), while spectra from Mare Tranquillitatis show deeper absorption bands and flatter slopes (<inline-formula><mml:math id="M306" display="inline"><mml:mrow><mml:msub><mml:mtext>REF</mml:mtext><mml:mtext>Slope</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M307" display="inline"><mml:mo>&lt;</mml:mo></mml:math></inline-formula> 0.05). The 1 <inline-formula><mml:math id="M308" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band depth and 0.75–1.50 <inline-formula><mml:math id="M309" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> continuum slope are known to provide a means of discriminating between fresh or mature highland and mare materials <xref ref-type="bibr" rid="bib1.bibx34 bib1.bibx35" id="paren.77"/>. Notably, spectra with BD<inline-formula><mml:math id="M310" display="inline"><mml:mrow><mml:mi mathvariant="normal">@</mml:mi><mml:mn mathvariant="normal">1</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M311" display="inline"><mml:mo>&lt;</mml:mo></mml:math></inline-formula> 0 – primarily from the highlands – indicate that the reference spectra used in STEP 1 (<inline-formula><mml:math id="M312" display="inline"><mml:mrow><mml:msub><mml:mtext>Mean</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) themselves contain weaker absorption features than the pixel spectra, producing a negative band depth. This highlights the importance of the denominator choice in spectral ratioing.</p><fig id="FB1"><label>Figure B1</label><caption><p id="d2e4901">Left Panel: Histogram of STEP 1 band depth at 1 <inline-formula><mml:math id="M313" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> in red and STEP 2 band depth at 1 <inline-formula><mml:math id="M314" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> in black. Right Panel: Histogram of <inline-formula><mml:math id="M315" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">REF</mml:mi><mml:mi mathvariant="normal">Slope</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>.</p></caption>
          
          <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f17.png"/>

        </fig>

</sec>
<sec id="App1.Ch1.S2.SSx2" specific-use="unnumbered">
  <title>Step 2 – Improved Ratioing with Highland Reference</title>
      <p id="d2e4949">To mitigate the influence of reference spectrum selection, a second ratioing step was performed. In STEP 2, we constructed a new reference spectrum (<inline-formula><mml:math id="M316" display="inline"><mml:mrow><mml:msub><mml:mtext>Mean</mml:mtext><mml:mi mathvariant="normal">h</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) by averaging only those highland spectra that: <list list-type="bullet"><list-item>
      <p id="d2e4965">had negative band depth at 1 <inline-formula><mml:math id="M317" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> values from STEP 1,</p></list-item><list-item>
      <p id="d2e4979">showed <inline-formula><mml:math id="M318" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">REF</mml:mi><mml:mi mathvariant="normal">Slope</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> values between 0.055 and 0.07.</p></list-item></list></p>
      <p id="d2e4993">These spectra exhibit minimal spectral features around 1 <inline-formula><mml:math id="M319" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> and closely approximate a featureless continuum, making them suitable as a refined denominator.</p>
      <p id="d2e5006">The new ratioed spectrum (<inline-formula><mml:math id="M320" display="inline"><mml:mrow><mml:msub><mml:mtext>Rat</mml:mtext><mml:mi mathvariant="normal">h</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) was computed as:

            <disp-formula id="App1.Ch1.S2.E5" content-type="numbered"><label>B3</label><mml:math id="M321" display="block"><mml:mrow><mml:msub><mml:mtext>Rat</mml:mtext><mml:mi mathvariant="normal">h</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mtext>Reflectance</mml:mtext><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mtext>Mean</mml:mtext><mml:mi mathvariant="normal">h</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></disp-formula></p>
      <p id="d2e5063">The updated band depth at 1 <inline-formula><mml:math id="M322" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> values derived from STEP 2 are shown in black in the left panel of Fig. <xref ref-type="fig" rid="FB1"/>. The overall distribution of band depth at 1 <inline-formula><mml:math id="M323" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> values in the STEP 2 cube is similar to that from STEP 1, but values are systematically higher, indicating a more accurate preservation of absorption band strength. Spectra that still exhibit negative BD<inline-formula><mml:math id="M324" display="inline"><mml:mrow><mml:mi mathvariant="normal">@</mml:mi><mml:mn mathvariant="normal">1</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula> values in STEP 2 are discussed in Sect. <xref ref-type="sec" rid="Ch1.S6"/>; these arise from spectral shapes that, when ratioed against the featureless <inline-formula><mml:math id="M325" display="inline"><mml:mrow><mml:msub><mml:mtext>Mean</mml:mtext><mml:mi mathvariant="normal">h</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> spectrum, yield a local convexity at 1 <inline-formula><mml:math id="M326" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, producing a formal negative band depth in Eq. (<xref ref-type="disp-formula" rid="App1.Ch1.S2.E4"/>). An averaged spectrum from this group is shown in Fig. <xref ref-type="fig" rid="F13"/>b (black spectrum).</p>
</sec>
</app>

<app id="App1.Ch1.S3">
  <label>Appendix C</label><title>Spectral Parameter Retrieval</title>
<sec id="App1.Ch1.S3.SS1">
  <label>C1</label><title>Band centres and Depths</title>
      <p id="d2e5149">To derive band centres, we first removed the spectral continuum by dividing the reflectance spectrum by a straight line connecting the reflectance maxima (or “shoulders”) on either side of the absorption feature. The 1 <inline-formula><mml:math id="M327" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band shoulders were defined within the ranges 0.66–0.75 <inline-formula><mml:math id="M328" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (left shoulder) and 1.45–1.55 <inline-formula><mml:math id="M329" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (right shoulder). For the 2 <inline-formula><mml:math id="M330" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band, we used the same left shoulder interval (1.45–1.55 <inline-formula><mml:math id="M331" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>), while the right shoulder was defined in the 2.6–2.7 <inline-formula><mml:math id="M332" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> region, with thermal removal applied to minimise the influence of thermal emission beyond 2.5 <inline-formula><mml:math id="M333" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> and avoiding the absorption at 2.8 <inline-formula><mml:math id="M334" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>.</p>

      <fig id="FC1"><label>Figure C1</label><caption><p id="d2e5235">Example of the C4 1 <inline-formula><mml:math id="M335" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (panel <bold>a</bold>) and 2 <inline-formula><mml:math id="M336" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> (panel <bold>b</bold>) bands after continuum removal for a specific sample and line. The MAJIS spectrum is shown in orange, while the blue curve represents the second-order polynomial fit modelling the two bands.</p></caption>
          
          <graphic xlink:href="https://angeo.copernicus.org/articles/44/1167/2026/angeo-44-1167-2026-f18.png"/>

        </fig>

      <p id="d2e5272">Due to residual noise in the spectra – even after smoothing – and a data gap coinciding with the 2 <inline-formula><mml:math id="M337" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> band region, a robust modelling of both bands was required. After extensive testing, we adopted a second-order polynomial fit to model the continuum-removed absorption bands (Fig. <xref ref-type="fig" rid="FC1"/>). The band centre was then defined as the wavelength corresponding to the minimum of this fitted polynomial, following established approaches <xref ref-type="bibr" rid="bib1.bibx10 bib1.bibx8" id="paren.78"/>. Band depth was calculated following <xref ref-type="bibr" rid="bib1.bibx9" id="text.79"/>, using continuum-removed reflectance spectra.</p>
</sec>
</app>
  </app-group><notes notes-type="codeavailability"><title>Code availability</title>

      <p id="d2e5299">The Python and IDL codes used to retrieve thermal removal and spectral parameters are direct implementations of published methods. These scripts were developed independently by specific authors (FZ and FA) for internal research purposes, are not publicly released, and may be shared on a case-by-case basis upon justified request.</p>
  </notes><notes notes-type="dataavailability"><title>Data availability</title>

      <p id="d2e5305">MAJIS calibrated data acquired during the JUICE Moon–Earth flyby in August 2024 are available through the following Guest Storage Facility: European Space Agency, 2026, ESA-JUICE<inline-formula><mml:math id="M338" display="inline"><mml:mi mathvariant="italic">_</mml:mi></mml:math></inline-formula>LEGA-Special-Issue<inline-formula><mml:math id="M339" display="inline"><mml:mi mathvariant="italic">_</mml:mi></mml:math></inline-formula>v1.0, <ext-link xlink:href="https://doi.org/10.57780/esa-2bb387d" ext-link-type="DOI">10.57780/esa-2bb387d</ext-link> <xref ref-type="bibr" rid="bib1.bibx51" id="paren.80"/>.</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d2e5331">FZ and FA carried out data analysis. FZ prepared the manuscript with major contributions from FA, FP, FT, GP, MCDS, SLM. YL, CR and OK contributed to the discussion of results. AM and CC revised the manuscript. FP and GP are, respectively the PI and Co-PI of the MAJIS instrument. All authors have read and approved the manuscript.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d2e5337">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="d2e5343">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><notes notes-type="sistatement"><title>Special issue statement</title>

      <p id="d2e5349">This article is part of the special issue “The first-ever lunar–Earth flyby: a unique test environment for Juice”. It is not associated with a conference.</p>
  </notes><ack><title>Acknowledgements</title><p id="d2e5355">The authors wish to thank ESA teams from SOC, MOC and ESTEC, as well as Airbus Defence and Space for their technical and operational support to the MAJIS project. JUICE is a mission under ESA leadership with contributions from its Member States, NASA, JAXA and the Israel Space Agency. It is the first Large-class mission in ESA's Cosmic Vision programme.</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d2e5360">FZ, GP, FA, FT, MCDS, AM and CC acknowledge support from the Italian Space Agency (ASI), implementation agreement ASI–INAF n. 2023-6-HH.0. CR, FP and YL acknowledge support from the Centre National d'Études Spatiales (CNES), contract CNES–CNRS no. 180 117, France (ROR: <uri>https://ror.org/04h1h0y33</uri>, last access: 18 June 2026), within the framework of the JUICE space mission.</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d2e5369">This paper was edited by Stephanie C. Werner and reviewed by Benjamin Bultel and one anonymous referee.</p>
  </notes><ref-list>
    <title>References</title>

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