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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta>
      <journal-id journal-id-type="nlm-ta">Microstructures</journal-id>
      <journal-id journal-id-type="publisher-id">MICROSTRUCTURES</journal-id>
      <journal-title-group>
        <journal-title>Microstructures</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2770-2995</issn>
      <publisher>
        <publisher-name>OAE Publishing Inc.</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
	 <article-id pub-id-type="doi">10.20517/microstructures.2025.129</article-id>
      <article-categories>
        <subj-group>
          <subject>Research Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Exploring Ru/CeO<sub>2</sub> catalysts supported by ceria MOF-derived materials for improved ammonia synthesis and decomposition efficiency at mild conditions</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Singh</surname>
            <given-names>Swati</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Kim</surname>
            <given-names>Seok-Jin</given-names>
          </name>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Yavuz</surname>
            <given-names>Cafer Tayyar</given-names>
          </name>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Tan</surname>
            <given-names>Mingwu</given-names>
          </name>
          <xref ref-type="aff" rid="I4">
            <sup>4</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Komarala</surname>
            <given-names>Eswaravara Prasadarao</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Polychronopoulou</surname>
            <given-names>Kyriaki</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1" />
        </contrib>
      </contrib-group>
      <aff id="I1">
        <sup>1</sup>Mechanical Engineering Department, Khalifa University, P.O. Box 127788, Abu Dhabi, United Arab Emirates.</aff>
      <aff id="I2">
        <sup>2</sup>Center for Catalysis and Separations (CeCaS), Khalifa University, P.O. Box 127788, Abu Dhabi, United Arab Emirates.</aff>
      <aff id="I3">
        <sup>3</sup>KAUST Catalysis Center, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia.</aff>
      <aff id="I4">
        <sup>4</sup>Institute of Sustainability for Chemicals, Energy and Environment (ISCE2), Agency for Science, Technology and Research (A*STAR), Jurong Island 627833, Singapore.</aff>
      <author-notes>
        <corresp id="cor1">Correspondence to: Dr. Kyriaki Polychronopoulou, Mechanical Engineering Department, Khalifa University, P.O. Box 127788, Abu Dhabi, United Arab Emirates; Center for Catalysis and Separations (CeCaS), Khalifa University, P.O. Box 127788, Abu Dhabi, United Arab Emirates. E-mail: <email>kyriaki.polychrono@ku.ac.ae</email></corresp>
      <fn fn-type="other">
          <p>
            <bold>Received:</bold> 2 Sep 2025 | <bold>First Decision:</bold> 29 Oct 2025 | <bold>Revised:</bold> 20 Dec 2025 | <bold>Accepted:</bold> 13 Jan 2026 | <bold>Published:</bold> 12 May 2026</p>
        </fn>
        <fn fn-type="other">
          <p>
            <bold>Academic Editor:</bold> Yida Deng | <bold>Copy Editor:</bold> Fangling Lan |  <bold>Production Editor:</bold> Fangling Lan</p>
        </fn>
      </author-notes>
	  <pub-date pub-type="ppub">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>12</day>
        <month>5</month>
        <year>2026</year>
      </pub-date>
      <volume>6</volume>
	  <issue>3</issue>
      <elocation-id>2026058</elocation-id>
	  
      <permissions>
        <copyright-statement>© The Author(s) 2026.</copyright-statement>
        <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
          <license-p>© The Author(s) 2026. <bold>Open Access</bold> This article is licensed under a Creative Commons Attribution 4.0 International License (<uri xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</uri>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
        </license>
      </permissions>
      <abstract>
        <p>Ammonia (NH<sub>3</sub>) plays a crucial role in global agriculture and the development of emerging hydrogen energy systems. However, developing highly efficient catalysts for NH<sub>3</sub> synthesis under mild conditions remains a significant challenge due to kinetic and thermodynamic limitations. In this study, we report a Ru/CeO<sub>2</sub> catalyst synthesized using a metal-organic framework (MOF)-derived strategy, which allows for simultaneous control over the morphology of CeO<sub>2</sub> (nanorod shaped), the concentration of oxygen vacancies, and the dispersion of Ru. The optimized catalyst containing 0.5 wt.% Ru delivered an impressive NH<sub>3</sub> synthesis rate of 4,665 μmol gcat<sup>-1</sup> h<sup>-1</sup> at 400 °C and 50 bar, while maintaining excellent stability for 45 h of continuous operation. In addition, it achieved a high NH<sub>3</sub> conversion of 93% at 550 °C and 1 bar. Notably, its performance surpasses that of conventional Ru-based catalysts by nearly twofold when normalized to the Ru loading. Comprehensive characterizations, including <italic>in situ</italic> X-ray photoelectron spectroscopy, Raman spectroscopy, and scanning transmission electron microscopy, reveal the formation of abundant oxygen vacancies, sub-nanometer Ru clusters, and strong metal support interaction. These factors collectively enhance the activation of N<sub>2</sub> and its hydrogenation. This study highlights the effectiveness of MOF-templated defect engineering in developing robust Ru/CeO<sub>2</sub> catalysts and provides valuable insights into structure-performance relationships. The dual functionality in both NH<sub>3</sub> synthesis and decomposition highlights the potential of this approach for energy-efficient NH<sub>3</sub>-based energy systems.</p>
      </abstract>
      <kwd-group>
        <kwd>Ammonia</kwd>
        <kwd>cracking</kwd>
        <kwd>metal-organic framework</kwd>
        <kwd>ceria, metal oxides</kwd>
        <kwd>catalyst</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>INTRODUCTION</title>
      <p>Ammonia (NH<sub>3</sub>) is a vital component in fertilizers and various chemicals<sup>[<xref ref-type="bibr" rid="B1">1</xref>]</sup>. Its potential as a renewable energy carrier, thanks to its substantial hydrogen storage capacity (17.6 wt.%) and ease of storage and transportation<sup>[<xref ref-type="bibr" rid="B2">2</xref>]</sup>, has recently been recognized. However, the current NH<sub>3</sub> synthesis process, which requires high pressure and temperature (400-500 °C, 20-30 MPa)<sup>[<xref ref-type="bibr" rid="B3">3</xref>]</sup>, consumes a significant portion (1%-2%) of global energy annually<sup>[<xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B5">5</xref>]</sup>. The high associated costs underscore the need for technological advancements and scale-up of synthesis processes to enhance the NH<sub>3</sub>-based economy<sup>[<xref ref-type="bibr" rid="B5">5</xref>-<xref ref-type="bibr" rid="B7">7</xref>]</sup>. Therefore, it is imperative to develop a sustainable process for NH<sub>3</sub> production, with the primary challenge being the development of highly active and stable catalysts at mild conditions.</p>
      <p>Ceria-based catalysts have demonstrated remarkable efficacy, specificity, and enduring stability across numerous catalytic reactions, marking significant advancements in ceria catalysis technology<sup>[<xref ref-type="bibr" rid="B8">8</xref>]</sup>. Recently, CeO<sub>2</sub> has emerged as a prime candidate for supporting Ru catalysts in NH<sub>3</sub> synthesis, owing to its distinct oxygen storage capacity, Ce<sup>4+</sup>/Ce<sup>3+</sup> redox properties, electronic characteristics, and thermal resilience<sup>[<xref ref-type="bibr" rid="B9">9</xref>-<xref ref-type="bibr" rid="B12">12</xref>]</sup>. Variations in ceria's morphology, size and heteroatom doping typically impact the formation energy (E<sub>Ov</sub>) of oxygen vacancies, thus influencing catalytic activity. Additionally, the electronic environment of ceria plays a pivotal role in catalytic performance by altering the metal-support interaction effects<sup>[<xref ref-type="bibr" rid="B13">13</xref>]</sup>. Previous studies<sup>[<xref ref-type="bibr" rid="B14">14</xref>-<xref ref-type="bibr" rid="B18">18</xref>]</sup> have shown that the morphology of CeO<sub>2</sub> strongly influences Ru dispersion, oxygen vacancy concentration, and the nature of Ru-Ce interactions, which in turn determine NH<sub>3</sub> synthesis activity. For instance, Ru supported on CeO<sub>2</sub> nanorods exhibited higher activity than nanocubes due to the formation of more oxygen vacancies and smaller Ru species, whereas larger Ru particles on nanocubes led to reduced efficiency<sup>[<xref ref-type="bibr" rid="B19">19</xref>]</sup>. Similarly, morphology-dependent variations in exposed facets and electronic structure of CeO<sub>2</sub> have been linked to significant differences in catalytic performance. Despite these advances, the optimal configuration of Ru species on CeO<sub>2</sub> surfaces for efficient NH<sub>3</sub> synthesis remains unresolved. A major challenge lies in the structural sensitivity of Ru, where only specific active sites (e.g., B5-type step edge sites) are effective for N<sub>2</sub> activation<sup>[<xref ref-type="bibr" rid="B20">20</xref>]</sup>. Conventional preparation methods often produce broad Ru particle size distributions and weak metal-support interactions, limiting atom utilization and stability. Although atomically dispersed Ru or sub-nanoclusters on oxide supports have shown promise<sup>[<xref ref-type="bibr" rid="B21.22">21.22</xref>]</sup>, their controlled synthesis on CeO<sub>2</sub> remains difficult. Thus, the key technical challenge is to develop scalable and precise synthetic strategies that can regulate Ru particle size, dispersion, and interfacial bonding with CeO<sub>2</sub>, in order to maximize active site exposure and improve catalytic efficiency<sup>[<xref ref-type="bibr" rid="B22">22</xref>]</sup>. Metal-organic frameworks (MOFs), which consist of metal ions or clusters coordinated by organic ligands, offer a promising solution due to their tunable attributes, such as pore size and geometry, metal composition, breathable framework<sup>[<xref ref-type="bibr" rid="B23">23</xref>,<xref ref-type="bibr" rid="B24">24</xref>]</sup>. MOF-derived supports have recently emerged as a powerful approach for designing advanced oxide-supported catalysts with precise control over structural and electronic properties<sup>[<xref ref-type="bibr" rid="B25">25</xref>]</sup>. During the thermal transformation of Ce-based MOFs, the ordered framework decomposes into highly crystalline CeO<sub>2</sub> with preferentially exposed facets (e.g., {111}), while the release of organic linkers simultaneously generates abundant oxygen vacancies. These defects not only enhance the redox capability of CeO<sub>2</sub> but also provide anchoring sites that stabilize sub-nanometer Ru species, thereby strengthening the Ru-Ce interfacial interactions. Moreover, the homogeneous distribution of metal precursors within the MOF lattice enables the formation of well-dispersed Ru nanoparticles with finely tuned size, preventing aggregation and maximizing metal utilization. Such synergistic regulation of morphology, oxygen vacancy concentration, and Ru dispersion is critical for optimizing N<sub>2</sub> activation and hydrogenation pathways, thereby offering a promising route to high-performance catalysts for ammonia synthesis under mild conditions<sup>[<xref ref-type="bibr" rid="B26">26</xref>,<xref ref-type="bibr" rid="B27">27</xref>]</sup>.</p>
      <p>In this study, catalysts consisting of MOF-derived CeO<sub>2</sub> as the support with varying loadings of Ru metal were developed. Initially, Ceria-MOF and Ru-MOF were prepared and subsequently calcined to yield the Ru/CeO<sub>2</sub> support. The aim was to induce enhanced metal-support interactions. The MOF-derived strategy employed in this work achieves several key effects that have not been realized in previous studies. The complete physicochemical properties of the developed catalysts were explored using various <italic>in-situ</italic> and <italic>ex-situ</italic> characterization techniques, including Inductively Coupled Plasma-Optical Emission Spectroscopy (ICP-OES), X-ray Diffraction (XRD), Raman Spectroscopy, Scanning Electron Microscopy (SEM), N<sub>2</sub>-adsorption, High-Resolution Transmission Electron Microscopy (HR-TEM), H<sub>2</sub> Temperature-programmed Reduction (TPR), H<sub>2</sub>-Temperature-programmed Desorption (TPD), X-ray photoelectron spectroscopy (XPS). The results of this study demonstrated that the catalysts had an optimal loading of 0.5 wt.% Ru for maximum NH<sub>3</sub> formation rate (4,665 µmol g<sup>-1</sup> h<sup>-1</sup> at 400 °C and 50 bar) was achieved at 10,000 mL g<sup>-1</sup>h<sup>-1</sup> weight hourly space velocity (WHSV) along with a NH<sub>3</sub> conversation of 93% at 550 °C, 1 bar.</p>
    </sec>
    <sec id="sec2">
      <title>EXPERIMENTAL</title>
      <sec id="sec2-1">
        <title>Materials</title>
        <p>(Ce(NO<sub>3</sub>)<sub>3</sub>·6H<sub>2</sub>O &gt; 99%), ruthenium (III) chloride hydrate (RuCl<sub>3</sub>·3H<sub>2</sub>O, &gt; 99%), 1,3,5-benzenetricarboxylate (BTC), and ethanol (&gt; 99%), were procured from Sigma-Aldrich and used without further purification; Deionized (DI) water.</p>
      </sec>
      <sec id="sec2-2">
        <title>Catalyst preparation</title>
        <p>Ce-MOF was synthesized following a reported procedure<sup>[<xref ref-type="bibr" rid="B28">28</xref>]</sup> and subsequently calcined at 500 °C to obtain CeO<sub>2</sub>. Ru-MOF was prepared via a solvothermal method using RuCl<sub>3</sub> and BTC. The XRD <InlineParagraph>[<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Figure 1</inline-supplementary-material>]</InlineParagraph> and SEM of the prepared Ce-MOF are presented in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Figure 2A</inline-supplementary-material>, confirming the successful preparation of Ce-MOF with nanorod morphology. <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Figure 2B</inline-supplementary-material> shows the SEM of the obtained CeO<sub>2</sub>. The <italic>n</italic>Ru/CeO<sub>2</sub> catalysts were synthesized by sonication-assisted mixing of Ce-MOF and Ru-MOF precursors, followed by drying and calcination at 500 °C. Ru loading was varied between <InlineParagraph>0.2-2 wt.%,</InlineParagraph> and catalysts were denoted as <italic>n</italic>Ru/CeO<sub>2</sub>, where <italic>n</italic> represents the Ru content (wt.%). Detailed synthesis procedures are provided in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material>.</p>
      </sec>
      <sec id="sec2-3">
        <title>Characterization</title>
        <p>Trace elemental analysis was performed using a Thermo Scientific™ iCAP™ 7600 ICP-OES. Powder XRD was recorded on a X’Pert PRO (Cu Kα, 1.5406 Å, 45 kV, 40 mA) over 2θ = 5°-80° (0.02° step, 10 s/step) using a zero-background holder. Raman spectra were obtained using Witec Alpha 300 RA (532 nm). Surface area and pore distribution were measured on a 3Flex Micromeritics system at 77 K after 8 h degassing at 120 °C (BET and BJH methods). TEM, high-angle annular dark-field (HAADF)-scanning transmission electron microscopy (STEM), and elemental mapping were performed on an FEI TITAN Cs-corrected ChemiSTEM; post-catalysis HR-TEM was acquired on Titan 80-300 ST (300 kV). H<sub>2</sub>-TPR and H<sub>2</sub>-TPD were conducted on 70 mg of catalyst in a U-tube microreactor (AutoChem 2920). <italic>Ex-situ</italic> XPS was performed on ESCALAB Theta Probe (Al Kα, 1,486.6 eV), calibrated to C 1s (284.8 eV). <italic>In-situ</italic> XRD was carried out on an INEL EQUINOX 3000 with XRK900 reactor under H<sub>2</sub>/N<sub>2</sub> (3:1) with stepwise heating to 200-700 °C (1 h per step) and cooling to room temperature (RT). <italic>In-situ</italic> high-resolution XPS was conducted on ULVAC-PHI Genesis 900 under H<sub>2</sub>/N<sub>2</sub> (3:1) at RT, 700 °C (2 h), and 400 °C. Full experimental details and characterization data are provided in the <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material>.</p>
      </sec>
      <sec id="sec2-4">
        <title>Evaluation of catalytic performance</title>
        <p>
          <italic>NH<sub>3</sub> synthesis and decomposition assessment</italic>
        </p>
        <p>NH<sub>3</sub> synthesis was evaluated in a fixed-bed quartz tube reactor using catalysts diluted with SiC. Reactions were conducted at 400 °C, pressures of 10-50 bar, and a WHSV of 10,000 mL g<sup>-1</sup> h<sup>-1</sup> with an N<sub>2</sub>/H<sub>2</sub> (1:3) feed. Catalysts were pre-reduced under H<sub>2</sub>/N<sub>2</sub> at 800 °C. Helium was used as an internal standard, and outlet NH<sub>3</sub> was quantified online using GC-TCD. NH<sub>3</sub> decomposition was performed in the same reactor after reduction at 700 °C under H<sub>2</sub>/N<sub>2</sub>. Measurements were carried out at a WHSV of 24,000 mL g<sup>-1</sup> h<sup>-1</sup> over a temperature range of 350-550 °C, with NH<sub>3</sub> as the feed gas and He as an internal standard. Each experiment was repeated thrice.</p>
      </sec>
      <sec id="sec2-5">
        <title>Stability of NH<sub>3</sub> synthesis activity test</title>
        <p>Catalyst stability was assessed under continuous NH<sub>3</sub> synthesis conditions at 400 °C and 50 bar for 45 h following reduction at 800 °C. NH<sub>3</sub> concentration in the outlet stream was continuously monitored to evaluate long-term performance. Each experiment was repeated thrice. Full experimental procedures and operating details are provided in the <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material>.</p>
      </sec>
    </sec>
    <sec id="sec3">
      <title>RESULTS AND DISCUSSION</title>
      <sec id="sec3-1">
        <title>Elemental composition and morphology of the prepared catalysts</title>
        <p>The Ru content in the as-synthesized catalysts, prepared via the MOF-derived method described in Section "Materials", was quantified using ICP-OES. The actual Ru compositions are provided in <xref ref-type="table" rid="t1">Table 1</xref>. Across all samples, the measured Ru content was slightly lower than the nominal loading, which is consistent with known losses due to the volatility of ruthenium oxides during thermal treatment<sup>[<xref ref-type="bibr" rid="B29">29</xref>]</sup>. Previous studies<sup>[<xref ref-type="bibr" rid="B28">28</xref>-<xref ref-type="bibr" rid="B30">30</xref>]</sup> have reported that CeO<sub>2</sub> can interact strongly with RuO<sub>x</sub> species, effectively stabilizing them and minimizing their volatilization compared to other oxide supports. In line with this, the ICP-OES data reveal minimal Ru loss for the 0.2Ru/CeO<sub>2</sub> and 0.5Ru/CeO<sub>2</sub> catalysts, especially at lower loadings. This suggests that stronger metal-support interactions may occur at reduced Ru content, enhancing the retention of Ru during synthesis. SEM analysis [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Figure 3A-C</inline-supplementary-material>] revealed that the Ce-MOF-derived CeO<sub>2</sub> support consists of interwoven nanorods (100-200 nm in diameter, 1-2 µm in length) forming a fibrillar network<sup>[<xref ref-type="bibr" rid="B31">31</xref>]</sup>. After calcination at 500 °C, the rod-like morphology is largely preserved, indicating strong shape inheritance from the Ce-MOF precursor. Ru deposition (0.2-1 wt.%) does not alter the primary ceria morphology; the nanorods remain cross-linked with open interparticle voids. At higher Ru loadings (0.5-1 wt.%), slight bundle thickening and local necking are observed, but no Ru agglomerates are detected, suggesting high Ru dispersion. The preserved open rod-based framework provides short diffusion paths, mechanical stability, and high external surface area, which are favorable for catalysis and consistent with previous reports<sup>[<xref ref-type="bibr" rid="B30">30</xref>-<xref ref-type="bibr" rid="B32">32</xref>]</sup>.</p>
        <table-wrap id="t1">
          <label>Table 1</label>
          <caption>
            <p>Physicochemical properties of <italic>n</italic>Ru/CeO<sub>2</sub> catalysts (<italic>n</italic> = 0.2, 0.5, 1, and 2)</p>
          </caption>
          <table frame="hsides" rules="groups" displaytype="1">
            <thead>
              <tr>
                <td style="border-bottom:1;">
                  <bold>Catalyst before reaction</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Ru (wt.%)</bold>
                  <break />
                  <bold>experimental</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Ru<sup>a</sup> (wt.%)</bold>
                  <break />
                  <bold>ICP-OES</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>2θ</bold>
                  <break />
                  <bold>(111)</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>d-spacing</bold>
                  <break />
                  <bold>(Å)<sup>b</sup></bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Lattice constant <italic>a</italic> (nm)</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Crystallite size (nm)<sup>c</sup></bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Surface area</bold> <break /><bold>(m<sup>2</sup>/g)</bold></td>
                <td style="border-bottom:1;">
                  <bold>Pore volume (cm<sup>3</sup>/g)</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Pore diameter</bold>
                  <break />
                  <bold>(nm)</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Intensity ratio (I<sub>(598)</sub>/I<sub>464+1168</sub>)<sup>d</sup></bold>
                </td>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>CeO<sub>2</sub> support</td>
                <td>-</td>
                <td>-</td>
                <td>29.07</td>
                <td>3.069</td>
                <td>0.5316</td>
                <td>23.9</td>
                <td>48</td>
                <td>0.13</td>
                <td>11</td>
                <td>1.02</td>
              </tr>
              <tr>
                <td>0.2Ru/CeO<sub>2</sub></td>
                <td>0.2</td>
                <td>0.22</td>
                <td>28.81</td>
                <td>3.096</td>
                <td>0.5363</td>
                <td>28.0</td>
                <td>61</td>
                <td>0.14</td>
                <td>9</td>
                <td>1.35</td>
              </tr>
              <tr>
                <td>0.5Ru/CeO<sub>2</sub></td>
                <td>0.5</td>
                <td>0.35</td>
                <td>28.97</td>
                <td>3.080</td>
                <td>0.5334</td>
                <td>21.8</td>
                <td>72</td>
                <td>0.14</td>
                <td>8</td>
                <td>1.64</td>
              </tr>
              <tr>
                <td>1Ru/CeO<sub>2</sub></td>
                <td>1</td>
                <td>0.41</td>
                <td>28.9</td>
                <td>3.087</td>
                <td>0.5347</td>
                <td>21.0</td>
                <td>74</td>
                <td>0.15</td>
                <td>8</td>
                <td>1.75</td>
              </tr>
              <tr>
                <td>2Ru/CeO<sub>2</sub></td>
                <td>2</td>
                <td>0.79</td>
                <td>28.8</td>
                <td>3.097</td>
                <td>0.5365</td>
                <td>20.5</td>
                <td>78</td>
                <td>0.13</td>
                <td>7</td>
                <td>1.84</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn>
              <p><sup>a</sup>Values determined by ICP-OES, <sup>b</sup>using Bragg’s Law, calculated by (111) facet from XRD patterns for <italic>ex-situ</italic> reduced samples, <sup>c</sup>using Scherrer Equation, <sup>d</sup>using Raman spectroscopy.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec id="sec3-2">
        <title>Structural and textural study of Ce MOF-derived supported catalysts</title>
        <p>
          <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Figure 4</inline-supplementary-material> displays the XRD patterns of the as-prepared CeO<sub>2</sub> supports and their corresponding <italic>n</italic>Ru/CeO<sub>2</sub> catalysts. <xref ref-type="fig" rid="fig1">Figure 1A</xref> shows the XRD patterns of the <italic>ex-situ</italic> reduced (under H<sub>2</sub>/Ar at 700 °C) catalysts, revealing the characteristic planes of CeO<sub>2</sub> as observed for the fresh catalysts with enhanced crystallinity across the board. The diffraction peaks observed at 28.7°, 33.3°,47.7°, 56.5°, 59.4°, 69.7°, 76.9°, and 79.3° correspond to the CeO<sub>2</sub> (111), (200), (220), (311), (222), (331), (420), and (422) planes, respectively. However, when compared, it was noted that crystallinity decreases as the Ru loading increases, along with slight peak broadening. The decrease in crystallinity with increased Ru loading is often due to the introduction of structural disorder (defects), formation of amorphous phases, or interference with the host material's crystal lattice<sup>[<xref ref-type="bibr" rid="B33">33</xref>,<xref ref-type="bibr" rid="B34">34</xref>]</sup>. These effects are typically more pronounced at higher loadings, where the influence of Ru on the material's structure becomes more significant, suggesting that the doping of Ru species could suppress the crystallinity of CeO<sub>2</sub>, probably due to the substitution of Ce<sup>4+</sup> (0.97 Å) in CeO<sub>2</sub> by Ru ions with a smaller radius (&lt; 0.7 Å)<sup>[<xref ref-type="bibr" rid="B35">35</xref>]</sup>. The crystallite size of fluorite CeO<sub>2</sub> support and <italic>n</italic>Ru/CeO<sub>2</sub> catalysts were in the range of 21-28 nm. The calculated lattice parameters for CeO<sub>2</sub> support and the Ru-loaded CeO<sub>2</sub> catalysts were 5.316 Å (CeO<sub>2</sub>), 5.3363 Å (0.2Ru/CeO<sub>2</sub>), 5.334 Å (0.5Ru/CeO<sub>2</sub>), 5.347 Å (1Ru/CeO<sub>2</sub>), and <InlineParagraph>5.365 Å</InlineParagraph> (2Ru/CeO<sub>2</sub>). Interestingly, this slight expansion of the lattice with Ru incorporation appears counterintuitive, given that Ru<sup>4+</sup> (ionic radius ~0.64 Å, 6-fold coordination) is smaller than Ce<sup>4+</sup> <InlineParagraph>(0.97 Å,</InlineParagraph> 8-fold coordination)<sup>[<xref ref-type="bibr" rid="B36">36</xref>]</sup>, which would typically lead to lattice contraction. Nevertheless, similar trends have been reported in previous studies, where Ru incorporation led to lattice expansion, likely due to structural distortions or defect formation<sup>[<xref ref-type="bibr" rid="B37">37</xref>,<xref ref-type="bibr" rid="B38">38</xref>]</sup>. To further support this observation, Raman spectroscopy was employed, discussed below in detail. CeO<sub>2</sub>, with its fluorite-type cubic structure, normally exhibits a prominent Raman band corresponding to the F<sub>2g</sub> symmetric oxygen breathing mode. Upon Ru addition, this peak was found to shift slightly toward lower wavenumbers (459.7 cm<sup>-1</sup>), providing additional evidence for lattice expansion caused by Ru substitution<sup>[<xref ref-type="bibr" rid="B39">39</xref>]</sup>. The N<sub>2</sub> adsorption/desorption and pore-size distribution of the as-prepared CeO<sub>2</sub> supports, and the corresponding <italic>n</italic>Ru/CeO<sub>2</sub> catalysts are shown in <xref ref-type="fig" rid="fig1">Figure 1B</xref> and <xref ref-type="fig" rid="fig1">C</xref>, respectively. The N<sub>2</sub> adsorption/desorption shows that both the CeO<sub>2</sub> supports and the corresponding <italic>n</italic>Ru/CeO<sub>2</sub> catalysts exhibit a typical type IV adsorption isotherm, with a clear H3-type hysteresis loop appearing between <InlineParagraph><italic>p/p</italic><sub>0</sub> = 0.6</InlineParagraph> and 1.0, suggesting that the CeO<sub>2</sub> supports and <italic>n</italic>Ru/CeO<sub>2</sub> catalysts possess a mesoporous structure. Additionally, there is an increase in the N<sub>2</sub> adsorption at higher pressures, indicating the presence of macropores within the CeO<sub>2</sub> support. The BET surface area, pore diameter, and pore volume of the samples are provided in <xref ref-type="table" rid="t1">Table 1</xref>. The BET specific surface areas of the catalysts, ranging from 48 to 74 m<sup>2</sup>/g, are in good agreement with values reported in the literature for similar CeO<sub>2</sub>-based materials<sup>[<xref ref-type="bibr" rid="B40">40</xref>-<xref ref-type="bibr" rid="B43">43</xref>]</sup>. The observed increase in surface area following Ru impregnation and subsequent thermal treatment is likely due to surface modifications of CeO<sub>2</sub> that create or expose additional interparticle voids, thereby enhancing N<sub>2</sub> adsorption capacity<sup>[<xref ref-type="bibr" rid="B44">44</xref>]</sup>. The increase in surface area with increasing Ru loading could also be due to the possible formation of surface defects (O vacancies)<sup>[<xref ref-type="bibr" rid="B45">45</xref>]</sup>. High defect content is beneficial to generate a high specific surface area, as also observed by Zhou <italic>et al</italic>.<sup>[<xref ref-type="bibr" rid="B46">46</xref>]</sup>, where they observed increasing surface area with increasing defect density within the Ce MOF structure.</p>
        <fig id="fig1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>(A) XRD profile of reduced (under 10% H<sub>2</sub>/Ar, at 700 °C), CeO<sub>2</sub> support and <italic>n</italic>Ru/CeO<sub>2</sub> catalysts, (B) N<sub>2</sub> adsorption-desorption isotherms, (C) inset shows the pore size distribution), obtained at 77 K of the as-prepared CeO<sub>2</sub> support and <italic>n</italic>Ru/CeO<sub>2</sub> catalysts (<italic>n</italic> = 0.2, 0.5, 1, and 2).</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures50129.fig.1.jpg" />
        </fig>
      </sec>
      <sec id="sec3-3">
        <title><italic>In-situ</italic> XRD (structural properties)</title>
        <p>For the <italic>n</italic>Ru/CeO<sub>2</sub> catalysts, XRD analysis was conducted under controlled reduction conditions to monitor structural changes in the 200-800 °C temperature range. The initial XRD measurement was performed at RT. The catalyst was then heated up to 200 °C and held for 1 h under a reducing gas mixture atmosphere (H<sub>2</sub>/N<sub>2</sub> = 3:1), followed by the acquisition of the XRD measurement. This process was repeated sequentially at 400, 600, and 700 °C, with each temperature maintained for 1 h before collecting the XRD measurements. After the final step at 700 °C, the catalyst was cooled down to RT under the same reducing atmosphere, and a final XRD analysis was performed to assess any post-reduction structural changes. As observed from <xref ref-type="fig" rid="fig2">Figure 2</xref>, the XRD peaks of the catalysts exhibit no changes in the characteristic CeO<sub>2</sub> diffraction peaks under atmospheric conditions or with increasing temperatures during reduction atmosphere, apart from an improvement in crystallinity. Notably, no Ru-related peaks are observed in the <italic>in-situ</italic> XRD patterns. This absence is attributed to the exceptionally small Ru particle size, determined to be less than 1.5 nm by HR-TEM, which falls below the detection limit of XRD analysis. Additionally, HR-TEM analysis (discussed below) confirmed the uniform dispersion of Ru nanoparticles across the catalyst surface, further explaining the absence of distinct Ru peaks in the <italic>in-situ</italic> XRD results.</p>
        <fig id="fig2" position="float">
          <label>Figure 2</label>
          <caption>
            <p><italic>In-situ</italic> XRD patterns of the nRu-CeO<sub>2</sub> catalysts, <italic>n</italic> = 0.2, 0.5, 1 at 25 °C (atmospheric), 200 °C, 400 °C, 600 °C, 700 °C (reduction, H<sub>2</sub>/N<sub>2</sub> = 3:1), and after cooling to RT. CeO<sub>2</sub> reflections are indexed.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures50129.fig.2.jpg" />
        </fig>
      </sec>
      <sec id="sec3-4">
        <title>Raman studies</title>
        <p>Oxygen vacancies (O<sub>Vs</sub>) are widely recognized as crucial descriptor for catalytic activity, as they not only lower the activation energy barrier for N<sub>2</sub> adsorption but also serve as active reaction sites. To investigate these defect sites, Raman spectroscopy was employed on <italic>ex-situ</italic> reduced (under H<sub>2</sub>/Ar at 700 °C) catalysts, as illustrated in <xref ref-type="fig" rid="fig3">Figure 3</xref>. The Raman spectra of CeO<sub>2</sub> primarily feature a prominent F<sub>2g</sub> band at 465.3 cm<sup>-1</sup>, characteristic of the fluorite phase. Additionally, weaker bands are observed at 257, 598, and 1,172 cm<sup>-1</sup>, which are attributed to the second-order transverse acoustic (2TA) mode, defect-induced (D) mode, and second-order longitudinal optical (2LO) mode, respectively<sup>[<xref ref-type="bibr" rid="B47">47</xref>-<xref ref-type="bibr" rid="B49">49</xref>]</sup>. A sharp and symmetric F<sub>2</sub>g band at <InlineParagraph>~465.3 cm<sup>-1</sup></InlineParagraph> indicates high crystallinity and a well-ordered fluorite structure, also observed from XRD results above. In addition, the incorporation of Ru metal causes a noticeable red-shift and broadening of the F<sub>2</sub>g vibrational band. The shift to 465.3 cm<sup>-1</sup>, accompanied by band broadening, suggests alterations in the Ce-O bonding environment due to Ru interaction, an effect that aligns with observations reported by <InlineParagraph>Giri <italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B47">47</xref>]</sup>,</InlineParagraph> indicating that the deposited Ru lowers the symmetry of the Ce-O bond, by introducing O<sub>Vs</sub> and Ru-Ce-O bond formation<sup>[<xref ref-type="bibr" rid="B47">47</xref>]</sup>. It has been reported that for pure RuO<sub>2</sub>, bands at 528, 644, and 716 cm<sup>-1</sup>, corresponding to the E<sub>g</sub>, A<sub>1g</sub>, and B<sub>2</sub>g modes, are typically observed<sup>[<xref ref-type="bibr" rid="B50">50</xref>]</sup>. However, these bands have low intensity relative to the CeO<sub>2</sub> bands and are not detectable in the Ru/CeO<sub>2</sub> spectra. This is likely due to the small amount of Ru present or the interaction between the Ru species and ceria, as supported by the XRD results. The I<sub>D</sub>-to-I<sub>F2g</sub> ratios, specifically I<sub>(598+1172)</sub>/I<sub>465.3</sub>, which reflect intrinsic defect concentrations such as oxygen vacancies (O<sub>V</sub>)<sup>[<xref ref-type="bibr" rid="B51">51</xref>]</sup>, are summarized in <xref ref-type="table" rid="t1">Table 1</xref>. The CeO<sub>2</sub> support synthesized in this study exhibited a notably higher ratio compared to CeO<sub>2</sub> supports reported in the literature, implying an oxygen vacancies abundance. This enhanced defect density is attributed to the unique synthesis route involving Ce-MOFs, which offers a more porous structure conducive to O<sub>V</sub> formation. Notably, a previous study reported I<sub>(1175+600)</sub>/I<sub>462</sub> ratios of only 0.07 and 0.04 for CeO<sub>2</sub>-rod and CeO<sub>2</sub>-cube, respectively, indicating low vacancy levels, while their corresponding Ru-loaded counterparts (Ru/CeO<sub>2</sub>-r and Ru/CeO<sub>2</sub>-c) showed slightly elevated ratios of 0.40 and 0.31<sup>[<xref ref-type="bibr" rid="B14">14</xref>]</sup>. In contrast, the present work exhibits systematically higher I<sub>(598+1172)</sub>/I<sub>465.3</sub> ratios, increasing with Ru loading from 1.02 (CeO<sub>2</sub>) to 1.35 (0.2Ru/CeO<sub>2</sub>), 1.64 (0.5Ru/CeO<sub>2</sub>), 1.75 (1Ru/CeO<sub>2</sub>), and 1.84 (2Ru/CeO<sub>2</sub>). This underscores the enhanced O<sub>V</sub> population due to both the preparation strategy and the synergistic effect of Ru incorporation. In our work, the CeO<sub>2</sub> support exhibits a characteristic peak at {111}, which aligns with the theoretical calculations that indicate oxygen vacancy formation energies vary with the exposed crystal plane in the order {110} &lt; {100} &lt; {111}<sup>[<xref ref-type="bibr" rid="B52">52</xref>,<xref ref-type="bibr" rid="B53">53</xref>]</sup>. The presence of this peak at {111} suggests that oxygen vacancies are effectively created on this plane, supporting the higher formation energy of vacancies observed for the {111} plane. This confirms that the {111} plane is more favorable for oxygen vacancy formation, as seen in our experimental results, where the catalytic activity is enhanced due to the presence of these vacancies. Moreover, DFT studies suggest that Ru dopants activate lattice oxygen by elongating Ce-O and Ru-O bond<sup>[<xref ref-type="bibr" rid="B54">54</xref>]</sup>, lengths relative to their parent oxides, thereby facilitating O<sub>v</sub> generation by acting as nucleation centers for O<sub>V</sub> clusters on CeO<sub>2</sub> surfaces<sup>[<xref ref-type="bibr" rid="B55">55</xref>]</sup>.</p>
        <fig id="fig3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>Raman spectra of CeO<sub>2</sub> support and <italic>n</italic>Ru/CeO<sub>2</sub> (<italic>n</italic> = 0.2, 0.5, 1, and 2). (A) zoomed-out region, and (B) zoomed-in region.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures50129.fig.3.jpg" />
        </fig>
      </sec>
      <sec id="sec3-5">
        <title>Reduction behavior</title>
        <p>To gain deeper insight into the metal-support interactions and redox characteristics of the synthesized catalysts, H<sub>2</sub>-TPR was conducted over the 35-800 °C temperature range of [<xref ref-type="fig" rid="fig4">Figure 4A</xref>]. H<sub>2</sub>-TPR profiles of <italic>n</italic>Ru/CeO<sub>2</sub> catalysts exhibit a prominent low-temperature reduction peak in Region I <InlineParagraph>(~50-150 °C)</InlineParagraph> corresponding to the reduction of RuO<sub>2</sub> to Ru, which shifts to lower temperatures with increasing Ru loading<sup>[<xref ref-type="bibr" rid="B56">56</xref>]</sup>. In contrast, the surface reduction peak of CeO<sub>2</sub> in Region II (150-500 °C) appears less pronounced in <italic>n</italic>Ru/CeO<sub>2</sub> catalysts compared to pure CeO<sub>2</sub><sup>[<xref ref-type="bibr" rid="B57">57</xref>]</sup>. Additionally, the bulk CeO<sub>2</sub> reduction Region III <InlineParagraph>(&gt; 500 °C)</InlineParagraph> is significantly suppressed in Ru-containing catalysts<sup>[<xref ref-type="bibr" rid="B58">58</xref>]</sup>. The downward shift of the RuO<sub>2</sub> reduction peak (observed around 50-150 °C) with increasing Ru loading from 0.2 to 0.5 wt.% indicates improved reducibility of the catalyst. This behavior suggests that Ru nanoparticles are highly dispersed at the atomic scale, as confirmed by HRTEM<bold>,</bold> where the particle size is below 1.5 nm. The distribution of active components on the catalyst surface plays a crucial role in the reduction of surface oxygen. With higher dispersion of Ru metal, hydrogen activation is facilitated more efficiently, leading to an increase in H<sub>2</sub> consumption<sup>[<xref ref-type="bibr" rid="B59">59</xref>]</sup>. Such fine dispersion promotes hydrogen spillover<sup>[<xref ref-type="bibr" rid="B60">60</xref>,<xref ref-type="bibr" rid="B61">61</xref>]</sup>, enabling H<sub>2</sub> to dissociatively chemisorbed and migrate onto the CeO<sub>2</sub> support more effectively. As the Ru loading increases from 0.2 to 0.5 wt%, a greater number of well-dispersed Ru species become available, enhancing the overall reduction process at lower temperatures. In case of 1Ru/CeO<sub>2</sub> catalyst, two step reduction of RuO<sub>2</sub> happens (observed around 50-150 °C), leading to the formation of RuO and Ru species. The multiple reduction peaks in H<sub>2</sub>-TPR profiles of 1RuO<sub>2</sub>/CeO<sub>2</sub> catalysts can be attributed to different RuO<sub>2</sub> particle sizes<sup>[<xref ref-type="bibr" rid="B62">62</xref>,<xref ref-type="bibr" rid="B63">63</xref>]</sup> and their varying interactions with the support, as seen in HRTEM where some larger Ru nanoparticles were observed. The weaker CeO<sub>2</sub> surface reduction in <italic>n</italic>Ru/CeO<sub>2</sub> implies that Ru promotes Ov formation at lower temperatures, leading to a more gradual, extended reduction. More surface oxygen is removed below 150 °C, generating abundant Ov compared to bare CeO<sub>2</sub>, likely via hydrogen spillover<sup>[<xref ref-type="bibr" rid="B64">64</xref>-<xref ref-type="bibr" rid="B66">66</xref>]</sup>. Among the samples, 0.5Ru/CeO<sub>2</sub> shows the most favorable reduction profile, suggesting easier Ov formation. Enhanced oxygen vacancies facilitate N<sub>2</sub> dissociation<sup>[<xref ref-type="bibr" rid="B67">67</xref>-<xref ref-type="bibr" rid="B69">69</xref>]</sup>, improving NH<sub>3</sub> synthesis performance.</p>
        <fig id="fig4" position="float">
          <label>Figure 4</label>
          <caption>
            <p>(A) H<sub>2</sub>-TPR profile of CeO<sub>2</sub> support and <italic>n</italic>Ru/CeO<sub>2</sub> catalysts (<italic>n</italic> = 0.2, 0.5, and 1), (B) H<sub>2</sub>-TPD profile of <italic>n</italic>Ru/CeO<sub>2</sub> catalysts <InlineParagraph>(<italic>n</italic> = 0.2,</InlineParagraph> 0.5, and 1).</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures50129.fig.4.jpg" />
        </fig>
      </sec>
      <sec id="sec3-6">
        <title>Metal dispersion</title>
        <p>The H<sub>2</sub>-TPD analysis of the <italic>n</italic>Ru/CeO<sub>2</sub> catalysts shown in <xref ref-type="fig" rid="fig4">Figure 4B</xref> revealed two distinct regions. Region I corresponds to the weakly adsorbed H-species on highly dispersed Ru nanoclusters with two different H adsorption sites observed: one on Ru metallic sites of varying sizes. Region II corresponds to the strongly adsorbed dissociative H-species that are taken up by the Ru-CeO<sub>2</sub> metal-support interface, which is closely associated with oxygen vacancies on the CeO<sub>2</sub> support. In the higher temperature range (150-350 °C), the peak associated with strongly adsorbed hydrogen on Ru-CeO<sub>2</sub> interfaces or O vacancies showed a slight increase in intensity with higher Ru loading. This suggests the increase in O vacancies along with enhanced hydrogen spillover from Ru to CeO<sub>2</sub> with increased Ru loading, leading to more hydrogen being stored and subsequently desorbed from these interfacial sites. The crystallite sizes [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Table 1</inline-supplementary-material>] obtained from the H<sub>2</sub>-TPD analysis are provided in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material>.</p>
      </sec>
      <sec id="sec3-7">
        <title><italic>Ex-situ</italic> XPS for surface analysis</title>
        <p>To gain a clearer understanding of the oxidation states and local environment of Ru species, XPS was performed on the catalysts following <italic>ex-situ</italic> reduction in H<sub>2</sub>/Ar at 700 °C. This analysis primarily aimed to evaluate the extent of Ru reduction and the interaction between Ru and the CeO<sub>2</sub> support. The Ru 3p peaks at 461.9 and 484.1 eV are indicative of metallic Ru, whereas those at 463.7 and 485.9 eV correspond to oxidized Ru in the form of RuO<sub>2</sub>, as previously reported by Wang <italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B70">70</xref>]</sup>. Deconvolution of Ru 3p signals was carried out using Shirley background correction, revealing distinct electronic environments for the different loadings, and is shown in <xref ref-type="fig" rid="fig5">Figure 5A</xref>-<xref ref-type="fig" rid="fig5">C</xref>. The 0.5Ru/CeO<sub>2</sub> catalyst predominantly exhibited metallic Ru, with characteristic peaks at 461.8 and 484.3 eV. In contrast, 0.2Ru/CeO<sub>2</sub> and 1Ru/CeO<sub>2</sub> catalysts showed a noticeable shift toward higher binding energies (463.1/485.3 eV and 462.4/484.7 eV, respectively), suggesting a greater proportion of oxidized Ru species (Ru<sup>4+</sup>). This shift likely arises from variations in the chemical surroundings or electron transfer between Ru and the CeO<sub>2</sub> support, thus driving the Ru oxidation state and of the SMSI phenomena between Ru and ceria support.</p>
        <fig id="fig5" position="float">
          <label>Figure 5</label>
          <caption>
            <p>Deconvoluted XPS spectra of (A-C) Ru 3p, (D-F) O 1s, and (G-I) Ce 3d XPS core-level spectra of <italic>ex-situ</italic> reduced (under H<sub>2</sub>/Ar at 700 °C) <italic>n</italic>Ru/CeO<sub>2</sub> catalysts (<italic>n</italic> = 0.2, 0.5, and 1).</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures50129.fig.5.jpg" />
        </fig>
        <p>The O 1s XPS spectra [<xref ref-type="fig" rid="fig5">Figure 5D</xref>-<xref ref-type="fig" rid="fig5">F</xref>] revealed three distinct oxygen environments in all three catalysts under study. The peak at ~528.8 eV corresponds to lattice oxygen (O<sub>L</sub>), while those around ~530 and <InlineParagraph>532-533 eV</InlineParagraph> are attributed to oxygen vacancies (O<sub>v</sub>) and surface species such as hydroxyls or carbonates, respectively<sup>[<xref ref-type="bibr" rid="B71">71</xref>]</sup>. Deconvolution using Shirley background correction showed peaks at 528.4, 530.1, and <InlineParagraph>532.0 eV</InlineParagraph> for 0.2Ru/CeO<sub>2</sub>, 528.8, 530.9, and 532.8 eV for 0.5Ru/CeO<sub>2</sub>, and 528.4, 530.1, and 532.0 eV for 1Ru/CeO<sub>2</sub>. Notably, the 0.5Ru/CeO<sub>2</sub> catalyst exhibited a comparatively lower intensity of carbonate-related peaks. The reduced presence of carbonate species is beneficial, as it implies fewer surface-blocking contaminants, thereby exposing more catalytically active sites. This cleaner surface enhances metal-support interactions and facilitates the formation and preservation of oxygen vacancies, both of which are critical for promoting N<sub>2</sub> activation and hydrogen dissociation. Moreover, a lower population of carbonates also contributes to improve surface basicity and support reducibility, ultimately leading to superior catalytic performance of 0.5Ru/CeO<sub>2</sub> in NH<sub>3</sub> synthesis under mild reaction conditions.</p>
        <p>The Ce 3d XPS spectra shown in <xref ref-type="fig" rid="fig5">Figure 5G</xref>-<xref ref-type="fig" rid="fig5">I</xref> display a complex pattern, characteristic of cerium oxide, and have been deconvoluted based on established literature assignments<sup>[<xref ref-type="bibr" rid="B72">72</xref>-<xref ref-type="bibr" rid="B74">74</xref>]</sup>. The spectral features at ~915.4, 906.4, 899.7, 897.1, 887.4, 881.3 eV correspond to the presence of Ce<sup>4+</sup> oxidation states. In contrast, the peaks centered around 902.6 and 884.1 eV are attributed to the presence of Ce<sup>3+</sup> species, indicating the partial reduction of cerium within the oxide lattice.</p>
      </sec>
      <sec id="sec3-8">
        <title><italic>In-situ</italic> XPS (surface atomic%)</title>
        <p>An <italic>in-situ</italic> XPS study was performed to examine the surface composition of the catalysts under different conditions. XPS spectra were collected for fresh samples at RT, after reduction in N<sub>2</sub>/H<sub>2</sub> (1:3) at 700 °C for <InlineParagraph>2 h,</InlineParagraph> and under reaction conditions at 400 °C. <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Figures 5-7</inline-supplementary-material> show the corresponding core-level XPS spectra of the <italic>n</italic>Ru/CeO<sub>2</sub> catalysts (<italic>n</italic> = 0.2, 0.5, and 1), provided in the <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material>.</p>
        <p>The reduction process performed under the N<sub>2</sub>/H<sub>2</sub> atmosphere significantly impacts the surface composition trends of the <italic>n</italic>Ru/CeO<sub>2</sub> catalysts as presented in <xref ref-type="table" rid="t2">Table 2</xref>. Initially, at 25 °C, the catalysts exhibit a lower atomic% of Ru and varying amounts of Ce and O, reflective of the as-synthesized state of catalysts before reduction. As the temperature increases to 700 °C (reduction condition), the Ru atomic percentage rises notably, indicating that the reducing environment promotes Ru migration toward the surface and enhances its dispersion on the ceria support. This trend is further corroborated by XPS analysis, which reveals a temperature-dependent increase in the surface Ru/Ce ratio accompanied by a decrease in the O/Ce ratio, evidencing Ru surface enrichment and partial reduction of CeO<sub>2</sub> to CeO<sub>2-x</sub><sup>[<xref ref-type="bibr" rid="B75">75</xref>]</sup>. The resulting Ru-rich, oxygen-deficient surface provides an optimal population of Ru-CeO<sub>2-x</sub> interfacial sites. The elevated temperature likely enhances the reduction of both Ru and CeO<sub>2</sub>, facilitating an interaction between metal and support that stabilizes Ru in a metallic form, which is often more catalytically active. After this step, when the temperature is reduced back to 400 °C (reaction condition), the atomic% of Ru remains almost similar with a slight reduction. This suggests that the stability of Ru on the surface is maintained after the reduction.</p>
        <table-wrap id="t2">
          <label>Table 2</label>
          <caption>
            <p>Surface compositions of <italic>n</italic>Ru/CeO<sub>2</sub> catalysts (<italic>n</italic> = 0.2, 0.5, and 1)</p>
          </caption>
          <table frame="hsides" rules="groups">
            <thead>
              <tr>
                <td style="border-bottom:1;">
                  <bold>Catalysts</bold> </td>
                <td style="border-bottom:1;">
                  <bold>Temperature ( °C)</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Ru (atomic%)</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Ce (atomic%)</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>O (atomic%)</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>O/Ce</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Ru/Ce</bold>
                </td>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>0.2Ru/CeO<sub>2</sub></td>
                <td>25</td>
                <td>0.24</td>
                <td>31.33</td>
                <td>68.98</td>
                <td>2.22</td>
                <td>0.0076</td>
              </tr>
              <tr>
                <td />
                <td>700</td>
                <td>0.30</td>
                <td>34.39</td>
                <td>65.31</td>
                <td>1.89</td>
                <td>0.0087</td>
              </tr>
              <tr>
                <td />
                <td>400</td>
                <td>0.30</td>
                <td>34.44</td>
                <td>65.26</td>
                <td>1.89</td>
                <td>0.0087</td>
              </tr>
              <tr>
                <td>0.5Ru/CeO<sub>2</sub></td>
                <td>25</td>
                <td>0.35</td>
                <td>34.27</td>
                <td>65.39</td>
                <td>1.90</td>
                <td>0.0102</td>
              </tr>
              <tr>
                <td />
                <td>700</td>
                <td>0.64</td>
                <td>35.74</td>
                <td>63.62</td>
                <td>1.78</td>
                <td>0.0179</td>
              </tr>
              <tr>
                <td />
                <td>400</td>
                <td>0.57</td>
                <td>36.87</td>
                <td>62.56</td>
                <td>1.77</td>
                <td>0.0154</td>
              </tr>
              <tr>
                <td>1Ru/CeO<sub>2</sub></td>
                <td>25</td>
                <td>0.49</td>
                <td>33.68</td>
                <td>65.84</td>
                <td>1.95</td>
                <td>0.0145</td>
              </tr>
              <tr>
                <td />
                <td>700</td>
                <td>1.09</td>
                <td>36.38</td>
                <td>62.53</td>
                <td>1.72</td>
                <td>0.0299</td>
              </tr>
              <tr>
                <td />
                <td>400</td>
                <td>0.82</td>
                <td>35.49</td>
                <td>63.68</td>
                <td>1.79</td>
                <td>0.0231</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>Moreover, oxygen vacancies (O<sub>v</sub>)<sup>[<xref ref-type="bibr" rid="B76">76</xref>-<xref ref-type="bibr" rid="B78">78</xref>]</sup> are prevalent anionic point defects commonly observed in transition and f-block metal oxides. These vacancies typically arise in materials containing cations that can alternate between multiple oxidation states, such as Ce<sup>3+</sup>/Ce<sup>4+</sup><sup>[<xref ref-type="bibr" rid="B77">77</xref>,<xref ref-type="bibr" rid="B79">79</xref>,<xref ref-type="bibr" rid="B80">80</xref>]</sup> and Ti<sup>3+</sup>/Ti<sup>4+</sup><sup>[<xref ref-type="bibr" rid="B81">81</xref>]</sup>. The formation of Ov is often induced by high-temperature treatments<sup>[<xref ref-type="bibr" rid="B82">82</xref>]</sup> or under reducing environments<sup>[<xref ref-type="bibr" rid="B83">83</xref>]</sup>, where lattice or surface O<sup>2-</sup> ions are removed alongside the reduction of metal cations, all while preserving the overall crystal framework. Such defect sites are particularly significant in the context of heterogeneous catalysis<sup>[<xref ref-type="bibr" rid="B77">77</xref>,<xref ref-type="bibr" rid="B79">79</xref>,<xref ref-type="bibr" rid="B80">80</xref>]</sup>. In the case of CeO<sub>2</sub>, which adopts a cubic fluorite structure (space group <italic>Fm</italic><inline-formula><tex-math id="M4">$$\overline{3}$$</tex-math></inline-formula><italic>m</italic>), the introduction of O<sub>v</sub> is associated with the partial reduction of Ce<sup>4+</sup> to Ce<sup>3+</sup>. This process modifies the surface electronic environment and introduces positively charged sites<sup>[<xref ref-type="bibr" rid="B84">84</xref>]</sup>, which are known to enhance catalytic activities in reactions like NH<sub>3</sub> synthesis, CO oxidation, the water-gas shift reaction, and CO<sub>2</sub> conversion<sup>[<xref ref-type="bibr" rid="B3">3</xref>,<xref ref-type="bibr" rid="B77">77</xref>,<xref ref-type="bibr" rid="B78">78</xref>]</sup>.</p>
        <p>At ambient conditions (25 °C), the surface environment of the catalyst shows an O/Ce ratio close to 2, indicating a well-oxidized surface (where O<sub>v</sub> population is expected to be low)<sup>[<xref ref-type="bibr" rid="B85">85</xref>]</sup>. However, under reducing conditions, the O/Ce ratio decreases to ~1.7 signifying the removal of O atoms from the lattice, thus leading to the formation of O vacancies (CeO<sub>2-x</sub>). In the case of 0.5Ru/CeO<sub>2</sub>, most O<sub>v</sub> (O/Ce = 1.77) was observed at the reaction condition (400 °C) as compared to the rest of the catalysts. These vacancies play a critical role in enhancing catalytic performance by serving as active sites and improving the mobility of lattice oxygen for redox reactions<sup>[<xref ref-type="bibr" rid="B86">86</xref>]</sup>. Additionally, the removal of oxygen reduces Ce<sup>4+</sup> to Ce<sup>3+</sup>, altering the electronic environment and influencing the adsorption and activation of reactants<sup>[<xref ref-type="bibr" rid="B87">87</xref>]</sup>. The formation of O vacancies also induces slight lattice distortions, which can enhance interactions with other species, such as Ru in the <italic>n</italic>Ru/CeO<sub>2</sub> catalysts<sup>[<xref ref-type="bibr" rid="B88">88</xref>]</sup>. This demonstrates the importance of the reducible nature of CeO<sub>2</sub> in enabling its superior catalytic activity under reaction conditions as discussed below.</p>
      </sec>
      <sec id="sec3-9">
        <title>HR-TEM microstructural studies</title>
        <p>HR-TEM was carried out on the reduced catalysts to examine their microstructure and elemental distribution under reaction conditions. The HRTEM images shown in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Figure 8</inline-supplementary-material> reveal that all three catalysts exhibit a rod-like structure with elongated particles. This suggests a distinct morphology of the <italic>n</italic>Ru/CeO<sub>2</sub> catalyst system, likely influenced by the MOF-derived preparation method.</p>
        <p>
          <xref ref-type="fig" rid="fig6">Figure 6A</xref>-<xref ref-type="fig" rid="fig6">C</xref> present the HRTEM images of the <italic>n</italic>Ru/CeO<sub>2</sub> catalysts. The inset in each image shows the Ru particle size distribution, which indicates an increase in particle size across the three catalysts. Specifically, the particle sizes range from 0.9 to 1.06 to 1.2 nm as the n values increase from 0.2 to 0.5, and then to 1, respectively. This indicates a clear relationship between Ru loading and particle size growth, as anticipated. Additionally, good dispersion of Ru was observed for all three <italic>n</italic>Ru/CeO<sub>2</sub> catalysts. However, at a Ru loading of 1 wt.%, slight agglomeration of Ru was observed, particularly at the edges of the surface. This agglomeration can be attributed to the high surface energy of Ru (~2.5-3.0 J/m<sup>2</sup>) at the edges, which promotes particle growth as a way to minimize surface energy (J/m<sup>2</sup>)<sup>[<xref ref-type="bibr" rid="B89">89</xref>]</sup>. Moreover, HR-TEM images of the reduced 0.5Ru/CeO<sub>2</sub> catalyst [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Figure 9A-C</inline-supplementary-material>] show lattice fringes indexed to the CeO<sub>2</sub> (220) and (111) planes, with <italic>d</italic>-spacings of ~0.19 and ~0.32 nm, respectively. The corresponding FFT patterns (insets) are consistent with a retained CeO<sub>2</sub> fluorite structure after reduction.</p>
        <fig id="fig6" position="float">
          <label>Figure 6</label>
          <caption>
            <p>HR-TEM micrographs of (A) 0.2Ru/CeO<sub>2</sub>, (B) 0.5Ru/CeO<sub>2</sub>, and (C) 1Ru/CeO<sub>2</sub>. The inset contains particle size distribution.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures50129.fig.6.jpg" />
        </fig>
        <p>Elemental mapping [<xref ref-type="fig" rid="fig7">Figure 7</xref>] further confirmed the distribution of elements (Ce, Ru, and O) across the <italic>n</italic>Ru/CeO<sub>2</sub> catalysts. The mapping data showed that Ru is homogeneously dispersed throughout the catalyst, providing evidence of uniform distribution even at varying Ru loadings in the range studied. These findings highlight the interplay between Ru loading, particle size, and dispersion characteristics, which are critical for catalytic interface and performance afterall.</p>
        <fig id="fig7" position="float">
          <label>Figure 7</label>
          <caption>
            <p>STEM-HAADF image and elemental mapping of the selected area of <italic>n</italic>Ru/CeO<sub>2</sub>, <italic>n</italic> = 0.2, 0.5, and 1wt.%. Ce (Green), O (Red), Ru (Blue), Ce-O-Ru (GRB).</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures50129.fig.7.jpg" />
        </fig>
        <p>To critically evaluate the MOF-derived catalyst, <xref ref-type="fig" rid="fig8">Figure 8</xref> compares HR-TEM images and Ru particle size distributions of 0.5Ru/CeO<sub>2</sub> catalysts prepared using MOF-derived CeO<sub>2</sub> and commercial CeO<sub>2</sub> supports. The MOF-derived catalyst exhibits well-defined nanorod morphology and uniformly dispersed Ru nanoparticles with a smaller average size (d<sub>avg</sub> ≈ 1.06 nm), whereas the commercial CeO<sub>2</sub>-based catalyst shows no distinct morphology and significantly larger, less uniform Ru particles (d<sub>avg</sub> ≈ 3.7 nm). The nanorod structure formed via MOF templating enhances Ru dispersion due to higher surface area, abundant oxygen vacancies, and exposure of reactive {111} and {100} facets, which promote strong metal-support interactions and suppress Ru sintering. These features provide a higher density of active sites for N<sub>2</sub> activation, favoring NH<sub>3</sub> synthesis, consistent with previous reports highlighting the superior performance of Ru/CeO<sub>2</sub> nanorods over other morphologies<sup>[<xref ref-type="bibr" rid="B90">90</xref>,<xref ref-type="bibr" rid="B91">91</xref>]</sup>.</p>
        <fig id="fig8" position="float">
          <label>Figure 8</label>
          <caption>
            <p>Comparative schematics of MOF-derived support and commercial CeO<sub>2</sub>, particle size distribution (left) and CeO<sub>2</sub> morphology/metal dispersion (right) effect of 0.5Ru/CeO<sub>2</sub> catalyst prepared via MOF-derived CeO<sub>2</sub> and commercial CeO<sub>2</sub> .</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures50129.fig.8.jpg" />
        </fig>
      </sec>
      <sec id="sec3-10">
        <title>Catalysts’ assessment towards NH<sub>3</sub> synthesis</title>
        <p>CeO<sub>2</sub> is widely used in catalysis for its Ce<sup>4+</sup>/Ce<sup>3+</sup> redox behavior, oxygen storage capacity, and electronic structure, which promote NH<sub>3</sub> synthesis by creating oxygen vacancies (Ov) and modulating Ru species<sup>[<xref ref-type="bibr" rid="B19">19</xref>,<xref ref-type="bibr" rid="B92">92</xref>,<xref ref-type="bibr" rid="B93">93</xref>]</sup>. Beyond reduction behavior, CeO<sub>2</sub> morphology, Ru loading, and dispersion strongly influence catalytic performance. Nanorods and polyhedrons enhance activity by providing high surface area, abundant Ov, and exposed {111}/{100} facets, which stabilize small, low-crystallinity Ru species with higher surface Ru<sup>4+</sup>, whereas nanocubes form larger, poorly dispersed Ru particles with weaker metal-support interactions<sup>[<xref ref-type="bibr" rid="B19">19</xref>,<xref ref-type="bibr" rid="B90">90</xref>,<xref ref-type="bibr" rid="B94">94</xref>]</sup>. Ru-O-Ce linkages further generate Ov via partial Ce<sup>4+</sup> reduction, facilitating H<sub>2</sub> and N<sub>2</sub> adsorption and N<sub>2</sub> dissociation, a rate-limiting step in NH<sub>3</sub> formation<sup>[<xref ref-type="bibr" rid="B95">95</xref>,<xref ref-type="bibr" rid="B96">96</xref>]</sup>. Similar effects of Ov on N<sub>2</sub> activation have been observed in photocatalytic systems such as BiOBr<sup>[<xref ref-type="bibr" rid="B97">97</xref>]</sup>, TiO<sub>2</sub><sup>[<xref ref-type="bibr" rid="B98">98</xref>]</sup>, and TiO<sub>2</sub>/Au nanorods<sup>[<xref ref-type="bibr" rid="B99">99</xref>]</sup>, highlighting the critical role of oxygen-deficient sites. The NH<sub>3</sub> synthesis of <italic>n</italic>Ru/CeO<sub>2</sub> catalysts (<italic>n</italic> = 0.2, 0.5, 1) was evaluated using a 25% N<sub>2</sub>-75% H<sub>2</sub> feed. <xref ref-type="fig" rid="fig9">Figure 9</xref> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Table 2</inline-supplementary-material> illustrate the NH<sub>3</sub> synthesis rates at 400 °C across a pressure range of 10-50 bar for the CeO<sub>2</sub> support and <italic>n</italic>Ru/CeO<sub>2</sub> catalysts.</p>
        <fig id="fig9" position="float">
          <label>Figure 9</label>
          <caption>
            <p>(A) The NH<sub>3</sub> synthesis rate of <italic>n</italic>Ru/CeO<sub>2</sub> catalysts (<italic>n</italic> = 0.2, 0.5, and 1) at 400 °C, 10,000 mL g<sup>-1</sup>h<sup>-1</sup> WHSV and different pressure ranges (10-50 bar), (B) Stability test of 0.5Ru/CeO<sub>2</sub> catalyst at 50 bar, 400 °C, and 10,000 mL g<sup>-1</sup>h<sup>-1</sup>, (C) NH<sub>3</sub> decomposition conversion graph with respect to temperature, at <italic>P</italic> = 1 atm, <italic>T</italic> = 350-550 °C, and (D) H<sub>2</sub> production rate (mmol g<sup>-1</sup> min<sup>-1</sup>) with respect to temperature, at <italic>P</italic> = 1 atm, <italic>T</italic> = 350-550 °C. (A and C) represent the standard error of the mean (SEM).</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures50129.fig.9.jpg" />
        </fig>
		<sec id="sec3-10-1">
         <title>CeO<sub>2</sub> morphology effect</title>
        <p>The MOF-derived CeO<sub>2</sub> support was evaluated for NH<sub>3</sub> synthesis across varying pressures. It remained largely inactive at 10-20 bar but showed noticeable activity at higher pressures, achieving an NH<sub>3</sub> yield of <InlineParagraph>374 µmol g<sup>-1</sup> h<sup>-1</sup></InlineParagraph> at 400 °C and 50 bar [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Table 2</inline-supplementary-material>]. This activity is attributed to CeO<sub>2</sub>’s redox properties, which generate oxygen vacancies (Ov) crucial for N<sub>2</sub> activation, and its nanorod morphology, which exposes reactive facets and increases Ov density. Ma <italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B19">19</xref>]</sup> reported similar trends, where Ru/r-CeO<sub>2</sub> exhibited a higher reaction rate (3,830 μmol g<sup>-1</sup> h<sup>-1</sup> at 400 °C) compared to Ru/p-CeO<sub>2</sub> (529 μmol g<sup>-1</sup> h<sup>-1</sup>) and Ru/c-CeO<sub>2</sub> (1,289 μmol g<sup>-1</sup> h<sup>-1</sup>). A control 0.5Ru/CeO<sub>2</sub> catalyst prepared using commercial CeO<sub>2</sub> showed negligible activity under identical conditions. This contrast confirms that the enhanced performance of MOF-derived CeO<sub>2</sub> arises from its nanorod morphology, higher Ov density, improved Ru dispersion, and strong Ru-O-Ce interactions, collectively promoting N<sub>2</sub> activation, hydrogen transfer, and suppressing Ru aggregation.</p>
        </sec>
        <sec id="sec3-10-2">
         <title>Ru loading effect</title>
         <p>To better understand how Ru particle size influences N<sub>2</sub> dissociation, it's helpful to revisit the recent study by Yanliang Zhou <italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B100">100</xref>]</sup>. Their findings clearly indicate that smaller Ru nanoparticles, specifically in Ru/BaCeO<sub>3</sub> systems, promote the generation of Ce<sup>3+</sup> species and O<sub>v</sub>. These vacancies enhance the electron transfer to Ru sites, thereby facilitating N<sub>2</sub> dissociation. Additionally, the structure-sensitive nature of NH<sub>3</sub> synthesis under mild conditions was emphasized by Peng <italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B101">101</xref>]</sup>. Their work shows that even subtle changes in Ru structure can significantly alter catalytic activity. Specifically, as Ru particle size decreases, the proportion of low-coordinated corner sites increases, while terrace site populations decline. This geometric evolution alters the electronic structure of Ru metal particles, effectively reducing the catalyst’s work function (ϕ<sub>cat</sub>). This reduction enhances electron transfer from Ru d-orbitals to N<sub>2</sub>, promoting N<sub>2</sub> activation and subsequent N-H bond formation. Furthermore, isotopic labeling experiments combined with DRIFTS can shed light on the pool of N-containing intermediates and the underlying reaction mechanism, whether associative or dissociative. This is particularly relevant, as the Ru particle size can critically influence the mechanism. Larger Ru particles (&gt; 2 nm) tend to follow a dissociative pathway<sup>[<xref ref-type="bibr" rid="B102">102</xref>]</sup>, whereas atomically dispersed Ru favors an associative mechanism<sup>[<xref ref-type="bibr" rid="B18">18</xref>,<xref ref-type="bibr" rid="B19">19</xref>]</sup>. Smaller Ru sizes, with higher dispersion, also support hydrogen spillover to the support or interface, leading to the formation of O<sub>v</sub>-H species. These can trap hydrogen and help mitigate H-poisoning effects on Ru<sup>[<xref ref-type="bibr" rid="B103">103</xref>]</sup>, which typically occur under reaction conditions. Previous research<sup>[<xref ref-type="bibr" rid="B104">104</xref>]</sup> has indicated that Ru dispersion diminishes within the range of 1%-5% Ru, with optimal loading observed around 3.5%. Additionally, another study by Li <italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B105">105</xref>]</sup> showed that catalytic activity has no significant improvement beyond 4% Ru loading. To further support the role of Ru particle size and its impact on catalytic performance, the Ru loading was systematically varied from 0.2 to 1 wt.% over CeO<sub>2</sub>. This variation allowed us to tune the Ru nanoparticle size from 0.9 to 1.06 and 1.2 nm, respectively. At 10 bar and 400 °C [<xref ref-type="fig" rid="fig9">Figure 9A</xref>], the NH<sub>3</sub> synthesis activity of the Ru/CeO<sub>2</sub> catalysts displayed a clear dependence on Ru loading. The 0.5Ru/CeO<sub>2</sub> catalyst exhibited the highest NH<sub>3</sub> production rate of 2,811 ± 47.5 µmol g<sup>-1</sup> h<sup>-1</sup>, followed by 1Ru/CeO<sub>2</sub> with 2,080 ± 48.1 µmol g<sup>-1</sup> h<sup>-1</sup>, and 0.2Ru/CeO<sub>2</sub> with 1,615 ± 118.8 µmol g<sup>-1</sup> h<sup>-1</sup>. The CeO<sub>2</sub> support alone showed negligible activity under the same conditions. This trend highlights the importance of optimizing Ru dispersion and particle size, with 0.5 wt% Ru offering the most favorable balance for efficient NH<sub>3</sub> production at moderate pressures. The NH<sub>3</sub> synthesis activity at 400 °C and 10 bar, showed a non-linear trend: 0.2Ru/CeO<sub>2</sub> &lt; 0.5Ru/CeO<sub>2</sub> &gt; 1Ru/CeO<sub>2</sub>, indicating an optimum size and dispersion effect of Ru nanoparticles. The catalyst with 0.5 wt% Ru loading, possessing an average Ru particle size of approximately 1.02 nm, exhibited the best activity. This directly aligns with literature findings <InlineParagraph>(Peng <italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B101">101</xref>]</sup>,</InlineParagraph> <InlineParagraph>Zhou <italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B100">100</xref>]</sup>)</InlineParagraph> that highlight the structure-sensitive nature of NH<sub>3</sub> synthesis, where small changes in nanoparticle size can shift the balance between active corner sites and less active terrace sites. Beyond just size effects, the interaction between Ru metal particles and the CeO<sub>2</sub> support also played a crucial role. Raman spectroscopy revealed an increase in O<sub>v</sub> upon Ru incorporation, while H<sub>2</sub>-TPR experiments confirmed enhanced reducibility of CeO<sub>2</sub>. This was attributed to hydrogen spillover from Ru to the support, which facilitates the generation of O<sub>v</sub>-H species, known to mitigate H-poisoning and support better N<sub>2</sub> activation. The above induce the following synergistic effects: optimized Ru size (~1.02 nm), increased oxygen vacancy concentration, and H-spillover-enhanced support activation, thus leading to collectively boosted NH<sub>3</sub> synthesis rates beyond what was achieved by CeO<sub>2</sub> standalone.</p>
        </sec>
        <sec id="sec3-10-3">
         <title>Effect of pressure</title>
        <p>To investigate the effect of reaction pressure on the NH<sub>3</sub> synthesis activity, a series of <italic>n</italic>Ru/CeO<sub>2</sub> catalysts with varying Ru loadings (0.2-1 wt%) were tested under pressures ranging from 10 to 50 bar and 400 °C and is shown in <xref ref-type="fig" rid="fig9">Figure 9A</xref>. According to Le Chatelier's principle<sup>[<xref ref-type="bibr" rid="B106">106</xref>]</sup>, any change in system pressure will shift the equilibrium to counteract that change. For the ammonia synthesis reaction, N<sub>2</sub>(g) + 3H<sub>2</sub>(g) ⇌ 2NH<sub>3</sub>(g), an increase in pressure shifts the equilibrium toward the formation of ammonia, as the product side contains fewer gas molecules. This theoretical understanding is consistent with our experimental findings, where an increase in reaction pressure from 10 to 50 bar led to a significant enhancement in NH<sub>3</sub> production rates across all <italic>n</italic>Ru/CeO<sub>2</sub> catalysts. The 0.5Ru/CeO<sub>2</sub> catalyst exhibited the highest activity, with NH<sub>3</sub> production reaching 4,665 µmol g<sup>-1</sup> h<sup>-1</sup> at 50 bar, highlighting its optimal balance of Ru loading and dispersion. The enhanced performance is not only attributed to the pressure-driven equilibrium shift but also to the catalyst’s finely tuned Ru nanoparticle size (~1.02 nm), which promotes effective N<sub>2</sub> activation. On the other hand, catalysts with either lower (0.2 wt%) or higher (1-2 wt%) Ru loadings showed inferior performance due to insufficient active sites or excessive particle growth, respectively. These results emphasize that, while high pressure thermodynamically favors NH<sub>3</sub> formation, the structural and electronic properties of the catalyst play an equally critical role in achieving high catalytic efficiency.</p>
       </sec>
        <sec id="sec3-10-4">
         <title>Prolong stream effect</title>
        <p>The catalyst with the best performance (0.5Ru/CeO<sub>2</sub>) was selected for a prolonged stability study for 45 h time on stream. As shown in <xref ref-type="fig" rid="fig9">Figure 9B</xref>, the catalytic activity initially exhibited a slight increase during the early stages of the reaction. This behavior is likely attributed to the activation of the catalyst surface (exposure of some active sites) as it reaches its optimal working state under reaction conditions. Following this activation phase, the activity stabilized, indicating the catalyst maintained consistent performance throughout the prolonged study. This stability demonstrates that the catalyst is robust over extended periods and resistant to common deactivation pathways. Importantly, no signs of sintering (agglomeration of Ru particles) or hydrogen poisoning of the Ru active sites were observed. This confirms the catalyst's ability to retain its structural integrity and chemical functionality under prolonged reaction conditions, making it a promising candidate for long-term industrial applications. The catalyst maintained a stable NH<sub>3</sub> synthesis activity at 50 bar, 400 °C, and 10,000 mL g<sup>-1</sup>h<sup>-1</sup>.</p>
      </sec>
	  </sec>
      <sec id="sec3-11">
        <title>NH<sub>3</sub> catalytic cracking performance</title>
        <p>Given the high reversibility of NH<sub>3</sub> synthesis, we also evaluated the applicability of the <italic>n</italic>Ru/CeO<sub>2</sub> catalysts in NH<sub>3</sub> cracking at 350-550 °C and 1 bar. NH<sub>3</sub> cracking (2NH<sub>3</sub> → 3H<sub>2</sub>+N<sub>2</sub>, ∆H = 92.44 kJ/mol) involves the cleavage of N-H bonds followed by the recombination of nitrogen and hydrogen atoms to form N<sub>2</sub> and H<sub>2</sub> gases<sup>[<xref ref-type="bibr" rid="B112">112</xref>]</sup>. As an endothermic reaction, its catalytic efficiency is highly dependent on temperature. The influence of temperature on NH<sub>3</sub> conversion% over the <italic>n</italic>Ru/CeO<sub>2</sub> catalysts is presented in <xref ref-type="fig" rid="fig9">Figure 9C</xref>. Within the range of 300 to 550 °C, NH<sub>3</sub> conversion steadily increases with temperature across all <italic>n</italic>Ru/CeO<sub>2</sub> catalysts. Notably, the 0.5Ru/CeO<sub>2</sub> catalyst exhibits the highest activity, achieving an impressive 93% NH<sub>3</sub> conversion at 550 °C. At this temperature, the conversion follows the trend: 0.2Ru/CeO<sub>2</sub> (80%) &lt; 1Ru/CeO<sub>2</sub> (87%) &lt; 0.5Ru/CeO<sub>2</sub> (93%). A similar trend is observed in the hydrogen production rate at 550 °C, with 0.5Ru/CeO<sub>2</sub> reaching 25,282 µmol g<sup>-1</sup> min<sup>-1</sup>, outperforming both 0.2Ru/CeO<sub>2</sub> (21,832 µmol g<sup>-1</sup> min<sup>-1</sup>) and 1Ru/CeO<sub>2</sub> (23,784 µmol g<sup>-1</sup> min<sup>-1</sup>) as shown in <xref ref-type="fig" rid="fig9">Figure 9D</xref>. Remarkably, the 0.5Ru/CeO<sub>2</sub> catalyst demonstrates superior NH<sub>3</sub> conversion and a faster decomposition rate compared to previously reported Ru/CeO<sub>2</sub> catalysts with Ru nanoparticles. The enhanced catalytic performance of the <italic>n</italic>Ru/CeO<sub>2</sub> catalyst for NH<sub>3</sub> cracking can be attributed to several key factors. First, the increased concentration of oxygen vacancies (O<sub>vs</sub>) in the catalyst plays a critical role in improving catalytic activity<sup>[<xref ref-type="bibr" rid="B10">10</xref>,<xref ref-type="bibr" rid="B107">107</xref>,<xref ref-type="bibr" rid="B108">108</xref>]</sup>. These O<sub>v</sub> act as active sites for the adsorption and dissociation of N<sub>2</sub> and H<sub>2</sub>, which are essential steps in the NH<sub>3</sub> cracking reaction. Raman and XPS analysis confirmed the higher O<sub>v</sub> concentration, as indicated by the Raman spectroscopy, which correlates with improved catalytic efficiency. Additionally, the hydrogen spillover effect, observed through H<sub>2</sub>-TPR analysis, further facilitates the NH<sub>3</sub> cracking process. The spillover effect allows for the migration of atomic hydrogen from the Ru nanoparticles to the CeO<sub>2</sub> support, thereby enhancing the cleavage of N-H bonds and improving the overall hydrogen production rate<sup>[<xref ref-type="bibr" rid="B109">109</xref>]</sup>. Moreover, the fine dispersion of Ru on the MOF-derived CeO<sub>2</sub> support, as confirmed by HR-TEM, ensures that a large surface area of Ru is available for the reaction, preventing agglomeration and maximizing the number of active sites<sup>[<xref ref-type="bibr" rid="B110">110</xref>]</sup>. These combined effects: higher oxygen vacancy concentration, effective hydrogen spillover, and enhanced Ru dispersion contribute to the superior catalytic performance of the <italic>n</italic>Ru/CeO<sub>2</sub> catalyst, which outperforms previously reported Ru/CeO<sub>2</sub> catalysts in NH<sub>3</sub> cracking.</p>
        <p>When benchmarked against other reported Ru/CeO<sub>2</sub> systems with varying Ru weight loadings, our 0.5Ru/CeO<sub>2</sub> catalyst [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Table 3</inline-supplementary-material>, <xref ref-type="fig" rid="fig10">Figure 10</xref>] demonstrated superior performance, further underscoring the importance of precise control over Ru particle size and metal-support interactions. These findings validate the previously discussed mechanism, where Ru size not only alters site populations and electronic structure (thus affecting work function and N<sub>2</sub> dissociation) but also determines the operative reaction pathway: associative or dissociative, especially near the critical ~1 nm (Ru particle size) threshold.</p>
        <fig id="fig10" position="float">
          <label>Figure 10</label>
          <caption>
            <p>Comparison with the reported literature on Ru/CeO<sub>2</sub>-based catalysts. <italic>m</italic>: similar compositions with KAAP catalysts; <italic>n</italic>: commercial Fe catalyst having similar compositions as Mittasch’s catalyst.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures50129.fig.10.jpg" />
        </fig>
      </sec>
      <sec id="sec3-12">
        <title>Post-catalytic study</title>
        <p>The post-catalytic surface and structure characterization was performed after conducting the following tests: NH<sub>3</sub> synthesis, NH<sub>3</sub> cracking (300-550 °C), and the NH<sub>3</sub> synthesis stability test. The provided post-catalytic assessment results in the XRD [<xref ref-type="fig" rid="fig11">Figure 11A</xref>, <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Table 4</inline-supplementary-material>] and HRTEM images [<xref ref-type="fig" rid="fig11">Figure 11B</xref>-<xref ref-type="fig" rid="fig11">D</xref>] provide important insights into the structural changes and metal dispersion on <italic>n</italic>Ru/CeO<sub>2</sub> catalysts after the catalytic reaction for NH<sub>3</sub> synthesis and cracking. The XRD patterns show the characteristic peaks of CeO<sub>2</sub>, indicating that the ceria support retains its fluorite structure after the catalytic reaction. The peaks observed at 28.4°, 33°, 47.4°, 56.3°, and 59°, 65.6°, 69.4°, 76.6°, and 79° correspond to the CeO<sub>2</sub> (111), (200), (220), <InlineParagraph>(311),</InlineParagraph> (222), 400, (331), (420), and (422) planes, respectively. After the reaction, the CeO<sub>2</sub> diffraction peaks shift slightly to lower 2θ value, indicating increase in lattice parameters [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Table 4</inline-supplementary-material>]. The increase in lattice spacing observed in the XRD studies is also observed in post catalytic HRTEM analyses, particularly the shift in the d-spacing corresponding to the characteristic CeO<sub>2</sub> plane (111) from 3.08 to <InlineParagraph>3.12 Å</InlineParagraph> after the catalytic reaction, suggests that structural changes occurred in the catalyst during the NH<sub>3</sub> decomposition process. This change in lattice spacing could be attributed to the formation of oxygen vacancies in the CeO<sub>2</sub> support during the reaction. The creation of oxygen vacancies typically leads to local distortions in the crystal lattice<sup>[<xref ref-type="bibr" rid="B111">111</xref>]</sup>, which can cause an expansion of the lattice as the ceria undergoes reduction. Furthermore, the interaction between the Ru nanoparticles and the CeO<sub>2</sub> support might contribute to this lattice expansion<sup>[<xref ref-type="bibr" rid="B87">87</xref>,<xref ref-type="bibr" rid="B112">112</xref>]</sup>. The Ru species, especially when atomically dispersed or present as small clusters, can influence the electronic environment of the CeO<sub>2</sub> support, potentially weakening the Ce-O bonds and facilitating the formation of vacancies<sup>[<xref ref-type="bibr" rid="B113">113</xref>]</sup>. This expansion of the lattice upon oxygen vacancy formation is consistent with previous studies, where CeO<sub>2</sub> lattice is observed to expand upon reduction due to the transformation of Ce<sup>4+</sup>(0.94 Å) to Ce<sup>3+</sup> (1.04 Å)<sup>[<xref ref-type="bibr" rid="B114">114</xref>,<xref ref-type="bibr" rid="B115">115</xref>]</sup>. However, the post-reaction XRD data confirms that the CeO<sub>2</sub> support remains stable, and there are no significant signs of phase segregation or crystallite growth for Ru, indicating a well-dispersed catalyst.</p>
        <fig id="fig11" position="float">
          <label>Figure 11</label>
          <caption>
            <p>(A) XRD of CeO<sub>2</sub> support and <italic>n</italic>Ru/CeO<sub>2</sub> (<italic>n</italic> = 0.2, 0.5, and 1 wt%) before (reduced (under 10%H<sub>2</sub>/Ar, 800 °C, 1 h)) and after catalytic activity test, and HRTEM of (B) 0.2Ru/CeO<sub>2</sub> (C), 0.5Ru/CeO<sub>2</sub>, and (D) 1Ru/CeO<sub>2</sub> catalysts after catalytic activity test.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures50129.fig.11.jpg" />
        </fig>
        <p>The post-catalytic HRTEM images [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Figure 10A-C]</inline-supplementary-material> reveal that the <italic>n</italic>Ru/CeO<sub>2</sub> catalysts are rod-shaped, with widths ranging from 60 to 70 nm and lengths of approximately 1 μm. The lattice fringe spacings observed are 0.19, 0.27, and 0.32 nm, which correspond to the (220), (200), and (111) facets of CeO<sub>2</sub><sup>[<xref ref-type="bibr" rid="B107">107</xref>]</sup>. Notably, no identifiable Ru nanoclusters were observed on the surfaces of the <italic>n</italic>Ru/CeO<sub>2</sub> catalysts, suggesting that the Ru species are likely dispersed at the subnanometer or even single-atom level<sup>[<xref ref-type="bibr" rid="B116">116</xref>]</sup>.</p>
        <p>The EDX mapping results [<xref ref-type="fig" rid="fig12">Figure 12A</xref>-<xref ref-type="fig" rid="fig12">C</xref>] further confirm the homogeneous distribution of Ru species across the entire nanostructure. High-magnification HAADF-STEM images reveal no clusters, indicating that Ru does not exist as clusters or particles in the observed regions<sup>[<xref ref-type="bibr" rid="B117">117</xref>]</sup>.</p>
        <fig id="fig12" position="float">
          <label>Figure 12</label>
          <caption>
            <p>STEM-HAADF image and elemental mapping of the selected area of <italic>n</italic>Ru/CeO<sub>2</sub>, (A) 0.2Ru, (B) 0.5Ru, and (C) 1Ru catalyst after catalytic activity test. Ru (Green), Ce (Red), O (Blue), Ce-O-Ru (RBG).</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures50129.fig.12.jpg" />
        </fig>
      </sec>
    </sec>
    <sec id="sec4">
      <title>CONCLUSIONS</title>
      <p>This work demonstrates the rational design of MOF-derived Ru/CeO<sub>2</sub> catalysts for efficient NH<sub>3</sub> synthesis and decomposition. Catalytic performance strongly depends on Ru loading and particle size, with 0.5 wt.% Ru/CeO<sub>2</sub> showing optimal activity, stability, and resistance to sintering. The enhanced performance arises from abundant oxygen vacancies and strong Ru-CeO<sub>2</sub> interfacial interactions, which promote H<sub>2</sub> activation and N<sub>2</sub> dissociation. Raman and <italic>in-situ</italic> XPS confirm the key role of oxygen vacancies in facilitating N<sub>2</sub> activation. These findings provide valuable structural insights for optimizing Ru-based catalysts toward sustainable energy applications.</p>
    </sec>
  </body>
  <back>
    <sec>
      <title>DECLARATIONS</title>  
      <sec>
        <title>Authors’ contributions</title>
        <p>Writing - original draft, writing - review &amp; editing, methodology, investigation, formal analysis, data curation: Singh, S.</p>
        <p>Writing - review &amp; editing, investigation, data curation: Kim, S. J.</p>
        <p>Writing - review &amp; editing, supervision, resources, formal analysis: Yavuz, C. T.</p>
        <p>Formal analysis, investigation: Komarala, E. P.</p>
        <p>Writing -review &amp; editing, investigation, resources: Tan, M.</p>
        <p>Writing - review &amp; editing, validation, supervision, resources, project administration, funding acquisition, conceptualization: Polychronopoulou, K.</p>
      </sec>
      <sec>
        <title>Availability of data and materials</title>
        <p>Some results of supporting the study are presented in the <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures50129-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material>. Other raw data that supports the findings of this study are available from the corresponding author upon reasonable request.</p>
      </sec>
	   <sec>
        <title>AI and AI-assisted tools statement</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Financial support and sponsorship</title>
        <p>The authors acknowledge the financial support from Khalifa University through the Center for Catalysis and Separations (CeCaS), grant RC2-2018-024.</p>
      </sec>
      <sec>
        <title>Conflicts of interest</title>
        <p>All authors declared that there are no conflicts of interest.</p>
      </sec>
      <sec>
        <title>Ethical approval and consent to participate</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Consent for publication</title>
        <p>Not applicable.</p>
      </sec>
	  <sec>
        <title>Copyright</title>
        <p>© The Author(s) 2026.</p>
      </sec>
	  <sec sec-type="supplementary-material">
        <title>Supplementary Materials</title>
        <supplementary-material content-type="local-data">
          <media xlink:href="microstructures50129-SupplementaryMaterials.pdf" mimetype="application/pdf">
            <caption>
              <p>Supplementary Materials</p>
            </caption>
          </media>
        </supplementary-material>
      </sec>
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