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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Chem. Eng.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Chemical Engineering</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Chem. Eng.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2673-2718</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1748891</article-id>
<article-id pub-id-type="doi">10.3389/fceng.2025.1748891</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>The crystal facet effect of ZnAl<sub>2</sub>O<sub>4</sub> in the CO<sub>2</sub> hydrogenation to methanol</article-title>
<alt-title alt-title-type="left-running-head">Hu et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fceng.2025.1748891">10.3389/fceng.2025.1748891</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Hu</surname>
<given-names>Yigong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Qiang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Zhiqun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Xinle</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Xiangkun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Guanghui</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Guo</surname>
<given-names>Xinwen</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<aff id="aff1">
<label>1</label>
<institution>Shandong Electric Power Engineering Consulting Institute Co., Ltd.</institution>, <city>Jinan</city>, <state>Shandong</state>, <country country="CN">China</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>State Key Laboratory of Fine Chemicals, Frontier Science Center for Smart Materials, School of Chemical Engineering, Dalian University of Technology</institution>, <city>Dalian</city>, <state>Liaoning</state>, <country country="CN">China</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Guanghui Zhang, <email xlink:href="mailto:gzhang@dlut.edu.cn">gzhang@dlut.edu.cn</email>; Xinwen Guo, <email xlink:href="mailto:guoxw@dlut.edu.cn">guoxw@dlut.edu.cn</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-07">
<day>07</day>
<month>01</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>7</volume>
<elocation-id>1748891</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>09</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>12</day>
<month>12</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Hu, Liu, Wang, Zhang, Zhou, Zhang and Guo.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Hu, Liu, Wang, Zhang, Zhou, Zhang and Guo</copyright-holder>
<license>
<ali:license_ref start_date="2026-01-07">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<p>Zinc aluminate (ZnAl<sub>2</sub>O<sub>4</sub>) is one of the most widely used catalysts in the hydrogenation of carbon dioxide to methanol. During the CO<sub>2</sub> hydrogenation reaction, ZnAl<sub>2</sub>O<sub>4</sub> undergoes surface reconstruction to form ZnO, creating a ZnO/ZnAl<sub>2</sub>O<sub>4</sub> active interface that promotes methanol production. However, the active crystal facets on which this surface reconstruction occurs, as well as the intrinsic and extrinsic factors influencing the reconstruction process, remain unclear, posing challenges to understanding the structure of the real active sites and the structure-activity relationship. In this work, ZnAl<sub>2</sub>O<sub>4</sub> with three morphologies&#x2014;granular, rod-like and plate-like&#x2014;were synthesized, primarily exposing the (222), (311) and (440) crystal facets, respectively. The granular ZnAl<sub>2</sub>O<sub>4</sub> exhibited superior methanol synthesis performance compared to the rod-like and plate-like morphologies. This enhancement is attributed to the reaction-induced formation of highly active ZnO predominantly exposing the (002) facet on the surface of granular ZnAl<sub>2</sub>O<sub>4</sub>. Furthermore, the intrinsic and extrinsic factors affecting the surface reconstruction process were investigated. Increasing the reaction temperature, the gas hourly space velocity (GHSV) and the H<sub>2</sub>/CO<sub>2</sub> ratio were found to promote the surface reconstruction rate and enhance the steady-state space-time yield (STY) of oxygenates (Oxy). The granular ZnAl<sub>2</sub>O<sub>4</sub>, with its (222) facet featuring a spatial hexagonal arrangement of adjacent Zn atoms, exhibits stronger H<sub>2</sub> activation capability, thereby promoting the surface reconstruction of active ZnO. These findings provide important guidance for the design and synthesis of highly efficient zinc-based oxide catalysts.</p>
</abstract>
<kwd-group>
<kwd>CO<sub>2</sub> hydrogenation</kwd>
<kwd>crystal plane effect</kwd>
<kwd>methanol synthesis</kwd>
<kwd>morphological control</kwd>
<kwd>ZnAl<sub>2</sub>O<sub>4</sub>
</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This work was financially supported by the National Natural Science Foundation of China (22172013 and 22372022), Special Project for Key Research and Development Program of Xinjiang Autonomous Region (2022B01033-3), the Fundamental Research Funds for the Central Universities (DUT22LAB602), the Liaoning Revitalization Talent Program (XLYC2203126), the CUHK Research Startup Fund (No.&#x23;4930981), and the Excellence Co-innovation Program International Exchange Fund Project (Grant number: DUTIO-ZG-202505).</funding-statement>
</funding-group>
<counts>
<fig-count count="15"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="35"/>
<page-count count="15"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Catalytic Engineering</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<label>1</label>
<title>Introduction</title>
<p>In the current era, the world is facing severe challenges related to the greenhouse effect and energy shortages. (<xref ref-type="bibr" rid="B15">Mondal and Yadav, 2021</xref>; <xref ref-type="bibr" rid="B8">Jiutian et al., 2022</xref>; <xref ref-type="bibr" rid="B29">Ye et al., 2025</xref>; <xref ref-type="bibr" rid="B5">Gui et al., 2021</xref>). The efficient catalytic conversion of CO<sub>2</sub> into methanol, followed by its further transformation into high-value-added chemicals, has been regarded as a vital approach to reducing carbon emissions and promoting the efficient recycling of carbon resources. (<xref ref-type="bibr" rid="B9">Lim and Zeng, 2023</xref>; <xref ref-type="bibr" rid="B28">Ye et al., 2019</xref>; <xref ref-type="bibr" rid="B2">Brunetti et al., 2021</xref>; <xref ref-type="bibr" rid="B18">Sen et al., 2022</xref>; <xref ref-type="bibr" rid="B34">Zhou et al., 2024</xref>).</p>
<p>Zinc aluminate spinel oxide (ZnAl<sub>2</sub>O<sub>4</sub>) has attracted wide attention for its application in CO<sub>2</sub> catalytic hydrogenation to methanol. (<xref ref-type="bibr" rid="B11">Liu et al., 2020</xref>; <xref ref-type="bibr" rid="B6">Han et al., 2023</xref>; <xref ref-type="bibr" rid="B19">Song et al., 2023</xref>; <xref ref-type="bibr" rid="B20">2025</xref>; <xref ref-type="bibr" rid="B24">Wang et al., 2023</xref>). Zhang et al. found that ZnAl<sub>2</sub>O<sub>4</sub> undergoes surface reconstruction during CO<sub>2</sub> hydrogenation, with the formation of amorphous ZnO promoting H<sub>2</sub> activation and methanol formation. (<xref ref-type="bibr" rid="B31">Zhang et al., 2021</xref>). Wang et al. prepared two ZnAl<sub>2</sub>O<sub>4</sub> catalysts using co-precipitation (ZnAl-C) and hydrothermal (ZnAl-H) methods. (<xref ref-type="bibr" rid="B26">Wang et al., 2025</xref>). They found that under similar conditions, the selectivity towards methanol and dimethyl ether for ZnAl-C was significantly higher than that for ZnAl-H. The high performance of the ZnAl-C catalyst was attributed to the abundant surface ZnO species and the interaction between these ZnO species and ZnAl<sub>2</sub>O<sub>4</sub> promoted the formation of oxygen vacancies, facilitating CO<sub>2</sub> adsorption and activation. Surface ZnO favored the formation of highly active formate species, which were further hydrogenated to methanol and dimethyl ether. Wang et al. pointed out that the ZnO/ZnAl<sub>2</sub>O<sub>4</sub> interface formed after reconstruction is the key site for methanol generation. (<xref ref-type="bibr" rid="B25">Wang et al., 2024</xref>). Although some foundational research exists on ZnAl<sub>2</sub>O<sub>4</sub> for CO<sub>2</sub> hydrogenation to methanol, the specific active crystal facets involved in the surface reconstruction process of ZnAl<sub>2</sub>O<sub>4</sub>, as well as the key factors influencing this reconstruction process, remain unclear. This lack of clarity poses challenges for understanding the structure of the active sites and the structure-activity relationships.</p>
<p>In this work, three ZnAl<sub>2</sub>O<sub>4</sub> samples with distinct morphologies, primarily exposing different crystal facets, were synthesized via different methods. The differences in their catalytic structure and performance in CO<sub>2</sub> hydrogenation to methanol were investigated to elucidate the crystal facet effect of ZnAl<sub>2</sub>O<sub>4</sub> in this reaction. Furthermore, internal and external factors influencing surface reconstruction were investigated, identifying the reaction temperature, the feed gas space velocity (GHSV) and the H<sub>2</sub>/CO<sub>2</sub> ratio as external factors and the atomic arrangement of the crystal facets as an internal factor, all of which affect the surface reconstruction rate and the catalytic performance. By revealing the differences in the catalytic performance and the process of surface reconstruction for different ZnAl<sub>2</sub>O<sub>4</sub> crystal facets in CO<sub>2</sub> hydrogenation to methanol, this study clarifies the synergistic mechanism between the crystal facet effect and reaction conditions on the catalytic performances, which provides an important theoretical basis for the rational design of high-efficiency catalysts and the optimization of catalytic processes.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Experimental section</title>
<sec id="s2-1">
<label>2.1</label>
<title>Synthesis of ZnAl<sub>2</sub>O<sub>4</sub>
</title>
<p>ZnAl<sub>2</sub>O<sub>4</sub> with three distinct morphologies (granular, plate-like and rod-like) was synthesized using different methods. (<xref ref-type="bibr" rid="B35">Zhu et al., 2013</xref>; <xref ref-type="bibr" rid="B3">Davis and Occelli, 2016</xref>; <xref ref-type="bibr" rid="B31">Zhang et al., 2021</xref>). The details are shown in the <xref ref-type="sec" rid="s11">Supplementary Material</xref>.</p>
</sec>
<sec id="s2-2">
<label>2.2</label>
<title>Evaluation of the catalytic performance</title>
<p>The CO<sub>2</sub> hydrogenation to methanol was carried out in a fixed-bed reactor. The products were analyzed using an online gas chromatograph (GC) (Agilent 7890B). The details are shown in the <xref ref-type="sec" rid="s11">Supplementary Material</xref>.</p>
</sec>
<sec id="s2-3">
<label>2.3</label>
<title>Catalyst characterization</title>
<p>The catalysts were characterized by powder X-ray diffraction (XRD), scanning electron microscopy (SEM), transmission electron microscopy (TEM), H<sub>2</sub>-temperature program reduction (H<sub>2</sub>-TPR), CO<sub>2</sub>-temperature program desorption (CO<sub>2</sub>-TPR) and diffuse reflectance infrared Fourier transform spectroscopy (DRIFTS) experiments. The operation details are shown in the <xref ref-type="sec" rid="s11">Supplementary Material</xref>.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<label>3</label>
<title>Results and discussion</title>
<p>The morphologies of ZnAl<sub>2</sub>O<sub>4</sub> synthesized by the three methods were examined using transmission electron microscopy. As shown in <xref ref-type="fig" rid="F1">Figure 1</xref> and <xref ref-type="table" rid="T1">Table 1</xref>, plate-like, rod-like and granular ZnAl<sub>2</sub>O<sub>4</sub> were successfully obtained. The plate-like ZnAl<sub>2</sub>O<sub>4</sub> (denoted as p-ZA) exhibited lattice fringes with a spacing of 0.143&#xa0;nm, corresponding to the (440) plane of ZnAl<sub>2</sub>O<sub>4</sub>. The fast Fourier transform (FFT) pattern further confirmed the presence of diffraction spots indexed to the (440) and (220) planes. The rod-like ZnAl<sub>2</sub>O<sub>4</sub> (denoted as r-ZA) showed lattice fringes with a spacing of 0.243&#xa0;nm, assigned to the (311) plane, which was also supported by its FFT pattern. The granular ZnAl<sub>2</sub>O<sub>4</sub> (denoted as k-ZA) displayed lattice fringes with a spacing of 0.235&#xa0;nm, corresponding to the (222) plane. This particular plane has reported in the literature as a polar facet prone to surface reconstruction. For instance, Wan et al. reported that when ZnAl<sub>2</sub>O<sub>4</sub> supported Pd nanoparticles, the interaction between the ZnAl<sub>2</sub>O<sub>4</sub> (222) plane and Pd promoted the formation of a Zn-rich surface and PdZn alloy. (<xref ref-type="bibr" rid="B12">Liu et al., 2021</xref>; <xref ref-type="bibr" rid="B32">Zhong et al., 2023</xref>). The exposure of distinct crystal facets&#x2014;rod-like, plate-like and nanocrystalline&#x2014;in ZnAl<sub>2</sub>O<sub>4</sub> results in different atomic arrangements, which in turn lead to variations in their catalytic performance for CO<sub>2</sub> hydrogenation to methanol.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Transmission electron microscope images of ZnAl<sub>2</sub>O<sub>4</sub> with different morphologies. (a1-a6) p-ZA, (b1-b6) r-ZA, (c1-c6) k-ZA, red is O atom, gray is Zn atom, and pink is Al atom.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g001.tif">
<alt-text content-type="machine-generated">Transmission electron microscopy and structural analysis of different samples. Images a1, b1, c1 show nanoscale structures with scale bars indicating 200 nm, 100 nm, and 50 nm, respectively. Images a2, b2, c2 highlight specific areas with scale bars at 20 nm. High-resolution images a3, b3, c3 display atomic spacings labeled 0.143 nm, 0.243 nm, and 0.235 nm. Diffraction patterns in a4, b4, c4 show lattice planes (220), (311), and (222). Atomic models a5-a6, b5-b6, c5-c6 depict molecular structures from different perspectives.</alt-text>
</graphic>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Specific surface area and catalytic performance of ZnAl<sub>2</sub>O<sub>4</sub> with different morphologies.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Sample</th>
<th align="center">k-ZA</th>
<th align="center">p-ZA</th>
<th align="center">r-ZA</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">S<sub>BET</sub> (m2/g)</td>
<td align="center">127</td>
<td align="center">125</td>
<td align="center">92</td>
</tr>
<tr>
<td align="center">CO<sub>2</sub> conversion (%)</td>
<td align="center">5.8</td>
<td align="center">1.5</td>
<td align="center">1.8</td>
</tr>
<tr>
<td align="center">
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<mml:msub>
<mml:mi>S</mml:mi>
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</mml:mrow>
</mml:msub>
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<td align="center">45</td>
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<td align="center">
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<sup>-1</sup>&#xa0;h<sup>-1</sup>)</td>
<td align="center">0.41</td>
<td align="center">0</td>
<td align="center">0.003</td>
</tr>
<tr>
<td align="center">
<inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>T</mml:mi>
<mml:mi>Y</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mtext>CH</mml:mtext>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:mtext>OH</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (mmol m<sup>-2</sup>&#xa0;h<sup>-1</sup>)</td>
<td align="center">0.032</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s3-1">
<label>3.1</label>
<title>CO<sub>2</sub> hydrogenation performance of ZnAl<sub>2</sub>O<sub>4</sub> with different morphologies</title>
<p>Three ZnAl<sub>2</sub>O<sub>4</sub> samples with distinct morphologies were evaluated for CO<sub>2</sub> hydrogenation to methanol and their catalytic performances are shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. Significant differences in the catalytic performance were observed among the three morphologies. The granular ZnAl<sub>2</sub>O<sub>4</sub> (k-ZA) exhibited a reaction induction period of approximately 10&#xa0;h. During this period, the product distribution changed markedly: methanol selectivity increased from 0% to 45%, accompanied by the formation of 7% dimethyl ether (CH<sub>3</sub>OCH<sub>3</sub>). The dimethyl ether likely originates from the dehydration of methanol on either the ZnAl<sub>2</sub>O<sub>4</sub> surface or a reconstructed Al<sub>2</sub>O<sub>3</sub> surface. (<xref ref-type="bibr" rid="B16">Renfeng et al., 2011</xref>). As the reaction proceeded, CO selectivity decreased from 100% to 47%, while CO<sub>2</sub> conversion gradually increased to 6%. In contrast, neither the rod-like (r-ZA) nor the plate-like (p-ZA) ZnAl<sub>2</sub>O<sub>4</sub> exhibited an induction period. Their CO<sub>2</sub> conversions remained low at around 1.7%, with CO selectivity being nearly 100%. A further comparison of methanol formation rates revealed that the space-time yield (STY) of methanol over granular ZnAl<sub>2</sub>O<sub>4</sub> increased continuously during the reaction, rising from the initial value to 0.42&#xa0;mmol g<sub>cat</sub>
<sup>-1</sup>&#xa0;h<sup>-1</sup> after 10&#xa0;h. In comparison, the STY of methanol for the rod-like and plate-like samples remained nearly zero. It is inferred that the structure of granular ZnAl<sub>2</sub>O<sub>4</sub> underwent changes during the reaction, whereas the rod-like and plate-like catalysts retained their initial structures after the reaction.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Hydrogenation performance of CO<sub>2</sub> catalyzed by ZnAl<sub>2</sub>O<sub>4</sub> with different morphologies. <bold>(a)</bold> CO<sub>2</sub> conversion <bold>(b)</bold> CH<sub>3</sub>OH selectivity <bold>(c)</bold> CO selectivity <bold>(d)</bold> CH<sub>3</sub>OH STY, reaction condition: m &#x3d; 1.0&#xa0;g, H<sub>2</sub>:CO<sub>2</sub>:N<sub>2</sub> &#x3d; 3:1:1, P &#x3d; 3&#xa0;MPa, WHSV &#x3d; 1.8&#xa0;L&#xa0;g<sup>-1</sup>&#xa0;h<sup>-1</sup>, T &#x3d; 280&#xb0;C, heating up to reaction temperature in N<sub>2</sub> flow.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g002.tif">
<alt-text content-type="machine-generated">Four graphs (a-d) comparing catalysts over time. Graph (a) shows CO2 conversion percentage, with k-ZA peaking around 5-6%. Graph (b) depicts CH3OH selectivity, k-ZA reaches about 40%. Graph (c) illustrates CO selectivity, k-ZA declines while r-ZA and p-ZA remain constant near 100%. Graph (d) shows CH3OH STY, with k-ZA reaching approximately 0.4 mmol g_cat^&#x2212;1 h^&#x2212;1. Time on stream ranges from 0 to 18 hours in all graphs.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2">
<label>3.2</label>
<title>Structural characterization of ZnAl<sub>2</sub>O<sub>4</sub> with different morphologies</title>
<p>
<xref ref-type="fig" rid="F3">Figures 3a,b</xref> present the X-ray diffraction (XRD) patterns of the three ZnAl<sub>2</sub>O<sub>4</sub> morphologies. The results indicate that all three samples exist as pure phases without detectable ZnO diffraction peaks. The characteristic diffraction peaks observed at 31.2&#xb0;, 36.8&#xb0;, 44.7&#xb0;, 55.6&#xb0;, 59.3&#xb0; and 65.2&#xb0; can be indexed to the (220), (311), (400), (422), (511) and (440) crystal planes, respectively. (<xref ref-type="bibr" rid="B30">Zawadzki, 2006</xref>). The compositional differences among the three morphologies of ZnAl<sub>2</sub>O<sub>4</sub> were compared using XRF characterization. The results show that the Al/Zn atomic molar ratios for all three are approximately 2. This indicates that all three are pure-phase ZnAl<sub>2</sub>O<sub>4</sub> spinel structures. Compared with the fresh catalysts, the spent catalysts of all three morphologies show no significant changes in their XRD patterns. This suggests that the reconstruction of granular ZnAl<sub>2</sub>O<sub>4</sub> is likely confined to the surface and does not alter the bulk structure. Combined with the catalytic performance of the rod-like and plate-like samples, it is inferred that both their bulk and surface structures remain unchanged. <xref ref-type="fig" rid="F3">Figure 3c</xref> shows that the N<sub>2</sub> adsorption-desorption isotherms of all catalysts can be classified as Type IV, indicating the presence of mesopores formed by the stacking of particles.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>X-ray diffraction patterns of ZnAl<sub>2</sub>O<sub>4</sub> with different morphologies. <bold>(a)</bold> fresh catalyst <bold>(b)</bold> used catalyst and <bold>(c)</bold> isothermal adsorption curve.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g003.tif">
<alt-text content-type="machine-generated">Three graphs comparing k-ZA, r-ZA, and p-ZA. Graphs a and b show X-ray diffraction patterns with peaks at (220), (311), (400), (422), (511), and (440) angles. Graph c is a plot of volume versus relative pressure, displaying curves for each material with distinct markers: circles for k-ZA, triangles for p-ZA, and squares for r-ZA.</alt-text>
</graphic>
</fig>
<p>
<italic>In situ</italic> diffuse reflectance infrared Fourier transform spectroscopy (DRIFTS) was employed to compare the surface structures of the three ZnAl<sub>2</sub>O<sub>4</sub> morphologies before and after the reaction. A gas mixture of CO<sub>2</sub> and N<sub>2</sub> (CO<sub>2</sub>:N<sub>2</sub> &#x3d; 1:19&#xa0;mL/min) was introduced at 300&#xa0;&#xb0;C to investigate the changes in the surface structure. Characteristic absorption peaks near 1,339&#xa0;cm<sup>-1</sup>, corresponding to carbonate species adsorbed on ZnO, were monitored to detect the possible formation of surface ZnO. (<xref ref-type="bibr" rid="B17">Rethwisch and Dumesic, 1986</xref>; <xref ref-type="bibr" rid="B31">Zhang et al., 2021</xref>). As shown in <xref ref-type="fig" rid="F4">Figure 4a</xref>, none of the three fresh catalysts exhibited the absorption peak near 1,339&#xa0;cm<sup>-1</sup>, indicating the absence of surface ZnO. In contrast, <xref ref-type="fig" rid="F4">Figure 4b</xref> reveals that the spent granular ZnAl<sub>2</sub>O<sub>4</sub> sample showed a characteristic absorption band at approximately 1,330&#xa0;cm<sup>-1</sup>, which is attributed to carbonates adsorbed on ZnO. This confirms the formation of ZnO on its surface. No such absorption peak was observed for the spent rod-like or plate-like ZnAl<sub>2</sub>O<sub>4</sub>, indicating that their spinel surface structures remained intact.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<italic>In situ</italic> DRIFTS of ZnAl<sub>2</sub>O<sub>4</sub> with different morphologies <bold>(a)</bold> fresh catalyst <bold>(b)</bold> used catalyst, test condition:T &#x3d; 300&#xb0;C, CO<sub>2</sub>:N<sub>2</sub> &#x3d; 1:19&#xa0;mL/min.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g004.tif">
<alt-text content-type="machine-generated">Spectra graphs labeled &#x22;a&#x22; and &#x22;b&#x22; showing intensity versus wavenumber for k-ZA, p-ZA, and r-ZA samples. Peaks at wavenumbers 1339 and 1330 centimeters inverse are highlighted in red.</alt-text>
</graphic>
</fig>
<p>
<italic>In situ</italic> DRIFTS was used to monitor the evolution of surface species on granular ZnAl<sub>2</sub>O<sub>4</sub> under reaction conditions, as shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. After introducing the reaction gases, the fresh catalyst exhibited the gradual emergence of absorption peaks at 1,370&#xa0;cm<sup>-1</sup>, 2,878&#xa0;cm<sup>-1</sup>, 2,900&#xa0;cm<sup>-1</sup>, 2,960&#xa0;cm<sup>-1</sup> and 2,993&#xa0;cm<sup>-1</sup>, which are attributed to surface formate species. (<xref ref-type="bibr" rid="B22">Tada et al., 2022</xref>; <xref ref-type="bibr" rid="B4">Feng et al., 2023</xref>). Peaks associated with adsorbed CO were also observed at 2,110&#xa0;cm<sup>-1</sup> and 2,170&#xa0;cm<sup>-1</sup>. (<xref ref-type="bibr" rid="B27">Yang et al., 2023</xref>). However, no absorption peaks corresponding to methoxy species were detected. In contrast, the spent granular ZnAl<sub>2</sub>O<sub>4</sub> catalyst displayed characteristic absorption peaks at 1,093&#xa0;cm<sup>-1</sup> and 2,943&#xa0;cm<sup>-1</sup>, which are assigned to surface methoxy species. (<xref ref-type="bibr" rid="B23">Wang et al., 2017</xref>; <xref ref-type="bibr" rid="B21">Sun et al., 2024</xref>). According to literature results, CO<sub>2</sub> hydrogenation to methanol generally follows the formate pathway: CO<sub>2</sub> is first hydrogenated to formate (HCOO&#x2a;), then successively to dioxymethylene (H<sub>2</sub>COO&#x2a;), formaldehyde (H<sub>2</sub>CO&#x2a;) and methoxy (H<sub>3</sub>CO&#x2a;), with methoxy finally hydrogenated to produce methanol. (<xref ref-type="bibr" rid="B1">Bowker et al., 1988</xref>; <xref ref-type="bibr" rid="B7">Hu et al., 2024</xref>). Among these steps, the hydrogenation of the HCOO&#x2a; and H<sub>3</sub>CO&#x2a; intermediates is relatively slow and is generally considered the rate-determining step(s) for methanol synthesis, leading to their accumulation on the catalyst surface. (<xref ref-type="bibr" rid="B14">Meunier et al., 2023</xref>; <xref ref-type="bibr" rid="B10">Lin and Bhan, 2024</xref>). Based on these experimental results and literature reports, it can be concluded that the fresh granular ZnAl<sub>2</sub>O<sub>4</sub> catalyst possesses a weak ability to activate H<sub>2</sub>, preventing the further conversion of surface formate species and resulting in no methanol formation. After reaction, the formation of ZnO on the surface of granular ZnAl<sub>2</sub>O<sub>4</sub> enhances its H<sub>2</sub> activation capability, enabling the conversion of CO<sub>2</sub> to methanol. These DRIFTS findings are consistent with the observed reaction performance, where the methanol formation rate was initially zero but increased steadily over time. Identical <italic>in situ</italic> DRIFTS experiments were conducted on the plate-like and rod-like ZnAl<sub>2</sub>O<sub>4</sub> samples. The results in <xref ref-type="fig" rid="F6">Figure 6</xref> show that no methoxy absorption peaks were detected on these catalysts after reaction, indicating that no surface reconstruction to form ZnO occurred.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<italic>In situ</italic> DRIFTS of granular ZnAl<sub>2</sub>O<sub>4</sub> <bold>(a)</bold> fresh catalyst, <bold>(b)</bold> used catalyst and <bold>(c)</bold> partial magnification of figure <bold>(b)</bold>.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g005.tif">
<alt-text content-type="machine-generated">Absorbance spectra graphs labeled a, b, and c, showing peaks at various wavenumbers over time intervals from 10 to 50 minutes. Graphs use different color gradients for time, with peak values marked at specific wavenumbers. Each graph features a distinct range: a (800-3000 cm&#x207B;&#xB9;), b (800-3000 cm&#x207B;&#xB9;), and c (2700-3100 cm&#x207B;&#xB9;).</alt-text>
</graphic>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<italic>In situ</italic> DRIFTS of used ZnAl<sub>2</sub>O<sub>4</sub> <bold>(a)</bold> p-ZA <bold>(b)</bold> r-ZA.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g006.tif">
<alt-text content-type="machine-generated">Spectral graphs labeled a and b, showing absorbance versus wavenumber in inverse centimeters, with measurements marked at intervals from 800 to 3200. Each graph has lines over time intervals from 10 to 50 minutes, with peaks at specific wavenumbers. Graph a has peaks at 1370, 1600, 2110, 2174, 2878, 2900, 2960, and 2993. Graph b shows peaks at 1315, 1384, 1460, 1662, 2110, 2117, 2885, 2954, and 3007. Spectra are color-coded, ranging from blue to yellow as time progresses.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-3">
<label>3.3</label>
<title>The comparison between granular ZnAl<sub>2</sub>O<sub>4</sub> and plate-like ZnO</title>
<p>Zhou et al. investigated the effect of ZnO morphology on its performance in CO<sub>2</sub> hydrogenation to methanol. (<xref ref-type="bibr" rid="B33">Zhou et al., 2023</xref>). They found that plate-like ZnO exhibited CO<sub>2</sub> conversion and CH<sub>3</sub>OH formation rates 3.8 and 2.3 times higher than those of rod-like ZnO, respectively. The plate-like ZnO demonstrated superior H<sub>2</sub> activation capability and CO<sub>2</sub> adsorption capacity compared to the rod-like morphology. The predominantly exposed (002) facet of the plate-like ZnO was identified as more favorable for CH<sub>3</sub>OH formation. A comparison was made between the reaction performance of granular ZnAl<sub>2</sub>O<sub>4</sub> and plate-like ZnO. As shown in <xref ref-type="fig" rid="F7">Figures 7a,b,d</xref>, under identical reaction temperatures, the granular ZnAl<sub>2</sub>O<sub>4</sub> achieved both higher CO<sub>2</sub> conversion and higher space-time yield of oxygenates (methanol &#x2b; dimethyl ether, Oxy) than the plate-like ZnO. Specifically, the CO<sub>2</sub> conversion over granular ZnAl<sub>2</sub>O<sub>4</sub> was approximately 1.7 times that over plate-like ZnO, while the oxygenate yield was 3 times higher. Furthermore, at similar CO<sub>2</sub> conversion levels, the selectivity toward oxygenates was significantly greater on granular ZnAl<sub>2</sub>O<sub>4</sub> than on plate-like ZnO. <xref ref-type="fig" rid="F7">Figure 7c</xref> shows that the apparent activation energy for total oxygenate formation on granular ZnAl<sub>2</sub>O<sub>4</sub> was 38&#xa0;kJ/mol, which is considerably lower than that for rod-like ZnO (54&#xa0;kJ/mol) and close to the activation energy for methanol formation on plate-like ZnO (32&#xa0;kJ/mol). Based on these results, it is concluded that the reaction induces the formation of highly active ZnO on the surface of granular ZnAl<sub>2</sub>O<sub>4</sub>. This generated ZnO likely exposes a high proportion of the (002) facet, thereby promoting the CO<sub>2</sub> hydrogenation to methanol.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Comparison of hydrogenation of CO<sub>2</sub> catalyzed by granular ZnAl<sub>2</sub>O<sub>4</sub> and plate ZnO. <bold>(a)</bold> CO<sub>2</sub> conversion <bold>(b)</bold> oxygen-containing products yield <bold>(c)</bold> formation activation energy of oxygen-containing products <bold>(d)</bold> selectivity of oxygen-containing products under different CO<sub>2</sub> conversion, reaction condition: m &#x3d; 1.0&#xa0;g, H<sub>2</sub>: CO<sub>2</sub>:N<sub>2</sub> &#x3d; 3:1:1, P &#x3d; 3&#xa0;MPa, WHSV &#x3d; 1.8&#xa0;L g<sub>cat</sub>
<sup>-1</sup>&#xa0;h<sup>-1</sup>, granular ZnAl<sub>2</sub>O<sub>4</sub> data are taken from steady state.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g007.tif">
<alt-text content-type="machine-generated">Four-panel figure showing charts related to catalytic reactions. (a) Bar chart of CO\({_2}\) conversion percentages versus temperature for k-ZA and p-ZnO, showing higher conversion for k-ZA. (b) Bar chart of STY\(_{Oxy}\) versus temperature, with k-ZA outperforming p-ZnO. (c) Line plot of ln Y\(_{Oxy}\) versus reciprocal temperature, indicating an activation energy of 38 kJ/mol. (d) Scatter plot of Oxy Selectivity versus CO\({_2}\) conversion, with k-ZA showing higher selectivity than p-ZnO. Charts highlight performance differences between two materials.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-4">
<label>3.4</label>
<title>Effect of reaction temperature on the surface reconstruction</title>
<p>The influence of the reaction temperature on the surface reconstruction process was investigated. As shown in <xref ref-type="fig" rid="F8">Figures 8a&#x2013;c</xref>, increasing the reaction temperature led to higher CO<sub>2</sub> conversion, lower oxygenate selectivity and higher CO selectivity. Furthermore, the time required for the CO and oxygenate formation to reach a steady state decreased with increasing temperature (<xref ref-type="fig" rid="F8">Figure 8d</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Hydrogenation of CO<sub>2</sub> catalyzed by granular ZnAl<sub>2</sub>O<sub>4</sub> at different temperatures. <bold>(a)</bold> CO<sub>2</sub> conversion <bold>(b)</bold> oxygen-containing products selectivity <bold>(c)</bold> CO selectivity <bold>(d)</bold> formation rate of oxygen-containing products, reaction condition:m &#x3d; 1.0&#xa0;g, H<sub>2</sub>:CO<sub>2</sub>:N<sub>2</sub> &#x3d; 3:1:1, P &#x3d; 3&#xa0;MPa, WHSV &#x3d; 1.8&#xa0;L g<sub>cat</sub>
<sup>-1</sup>&#xa0;h<sup>-1</sup>, T &#x3d; 280&#xa0;&#xb0;C&#x2013;310&#xa0;&#xb0;C, heating up to reaction temperature in N<sub>2</sub> flow.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g008.tif">
<alt-text content-type="machine-generated">Four graphs depict catalytic performance metrics over time at different temperatures (280&#xB0;C, 290&#xB0;C, 300&#xB0;C, 310&#xB0;C). (a) CO2 conversion rates increase and stabilize between 4% and 12%. (b) Oxy selectivity rises and levels off between 30% and 50%. (c) CO selectivity decreases from 90% and stabilizes between 50% and 80%. (d) Space Time Yield (STY) rises and stabilizes between 0.2 and 0.6 mmol Oxy per gram catalyst per hour. Each graph shows time on stream in hours and is differentiated by markers and colors for temperature.</alt-text>
</graphic>
</fig>
<p>
<xref ref-type="fig" rid="F9">Figure 9a</xref> shows that the duration of the reaction induction period shortened from approximately 10&#xa0;h at 280&#xa0;&#xb0;C to about 2&#xa0;h at 310&#xa0;&#xb0;C. These observations collectively indicate that higher temperatures promote the surface reconstruction process. The slope of the tangent line at the initial point of the oxygenate formation rate curve was determined. As shown in <xref ref-type="fig" rid="F9">Figure 9b</xref>, the slope of this tangent increased continuously with temperature, further confirming that the reconstruction rate accelerates at higher temperatures. The apparent activation energy for the surface reconstruction of granular ZnAl<sub>2</sub>O<sub>4</sub> was determined from an Arrhenius plot of the logarithmic tangent slopes versus the inverse temperature. The result, presented in <xref ref-type="fig" rid="F9">Figure 9c</xref>, yields an activation energy of 171&#xa0;kJ/mol. This high value explains why the reconstruction is difficult to initiate and support the conclusion that the process is confined to the surface, while the bulk retains the spinel structure. Thermodynamic analysis of the phase separation of ZnAl<sub>2</sub>O<sub>4</sub> into ZnO and Al<sub>2</sub>O<sub>3</sub> over a temperature range of 100&#xa0;&#xb0;C&#x2013;1,000&#xa0;&#xb0;C is shown in <xref ref-type="fig" rid="F9">Figure 9d</xref>. The calculated standard Gibbs free energy change (&#x394;G) is approximately 40&#xa0;kJ/mol, indicating that bulk phase separation is thermodynamically unfavorable.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Effect of reaction temperature on the surface reconstruction of granular ZnAl<sub>2</sub>O<sub>4</sub>. <bold>(a)</bold> Reaction induction time <bold>(b)</bold> slope of formation rate of oxygen-containing products. <bold>(c)</bold> Activation energy of surface reconstruction of the granular ZnAl<sub>2</sub>O<sub>4</sub> at different temperatures, <bold>(d)</bold> the &#x394;<sub>r</sub>G<sup>&#x398;</sup> value of ZnAl<sub>2</sub>O<sub>4</sub> decomposition at different temperatures.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g009.tif">
<alt-text content-type="machine-generated">Four graphs representing different scientific relationships are depicted. Graph a: A line graph shows a decrease in time (hours) from 10 to 2 as temperature increases from 280 to 310 degrees Celsius. Graph b: A line graph illustrating an increase in gradient (k) from 0.2 to 1 as temperature rises from 280 to 310 degrees Celsius. Graph c: A linear graph displaying ln k versus 1/T * 1000, showing a negative slope with an activation energy (Ea) of 171 kilojoules per mole. Graph d: A scatter plot showing the change in reaction Gibbs free energy (&#x394;rG&#xB0;) decreasing from 45 to 35 kilojoules per mole as temperature increases from 200 to 1000 degrees Celsius, with the reaction ZnAl&#x2082;O&#x2084; = ZnO + Al&#x2082;O&#x2083; labeled.</alt-text>
</graphic>
</fig>
<p>The reaction temperature also affected the steady-state catalytic performance of ZnAl<sub>2</sub>O<sub>4</sub> in CO<sub>2</sub> hydrogenation. As shown in <xref ref-type="fig" rid="F10">Figure 10</xref>, both the CO<sub>2</sub> conversion and the yield of oxygenates increased with rising temperatures. However, the product distribution showed different trends: CO selectivity increased continuously, while oxygenate selectivity decreased. This is because the reverse water-gas shift (RWGS) reaction is endothermic and thus favored at higher temperatures. The increase in overall CO<sub>2</sub> conversion and oxygenate yield at elevated temperatures is attributed to the general promotion of the reaction kinetics.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Catalytic performance of granular ZnAl<sub>2</sub>O<sub>4</sub> for CO<sub>2</sub> hydrogenation at different temperatures. <bold>(a)</bold> CO<sub>2</sub> conversion <bold>(b)</bold> oxygen-containing products selectivity <bold>(c)</bold> CO selectivity <bold>(d)</bold> formation rate of oxygen-containing products, reaction condition: m &#x3d; 1.0&#xa0;g, H<sub>2</sub>:CO<sub>2</sub>:N<sub>2</sub> &#x3d; 3:1:1, P &#x3d; 3&#xa0;MPa, WHSV &#x3d; 1.8&#xa0;L g<sub>cat</sub>
<sup>-1</sup>&#xa0;h<sup>-1</sup>, T &#x3d; 280&#xa0;&#xb0;C&#x2013;310&#xa0;&#xb0;C, data acquisition in steady state.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g010.tif">
<alt-text content-type="machine-generated">Four line graphs labeled a to d display different chemical reaction metrics as a function of temperature in degrees Celsius. Graph a shows CO2 conversion increasing from 5% to 13%. Graph b shows Oxy selectivity decreasing from 55% to 35%. Graph c shows CO selectivity increasing from 45% to 65%. Graph d shows STY_Oxy increasing from 0.45 to 0.75 mmol per gram catalyst per hour. All graphs exhibit data over the temperature range of 280&#xB0;C to 310&#xB0;C.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-5">
<label>3.5</label>
<title>Effect of gas hourly space velocity on surface reconstruction</title>
<p>The influence of gas hourly space velocity (GHSV) on the surface reconstruction of ZnAl<sub>2</sub>O<sub>4</sub> was subsequently investigated. As shown in <xref ref-type="fig" rid="F11">Figure 11</xref>, when the GHSV was increased from 1.8 to 18&#xa0;L g<sub>cat</sub>
<sup>-1</sup>&#xa0;h<sup>-1</sup>, the CO<sub>2</sub> conversion, product selectivity and the time required for the oxygenate formation rate to reach steady state were significantly shortened&#x2014;from an initial 10&#xa0;h&#x2013;2&#xa0;h. This indicates that a higher GHSV promotes the surface reconstruction process. The initial slope of the tangent to the oxygenate formation rate curve increased with rising GHSV, demonstrating that the surface reconstruction rate is accelerated at higher space velocities. The nature of the reconstruction is a chemical reaction between ZnAl<sub>2</sub>O<sub>4</sub>, H<sub>2</sub> and CO<sub>2</sub>. Changes in reactant concentration inevitably affect the reconstruction rate. The increase in the GHSV raises the local concentration of CO<sub>2</sub> and H<sub>2</sub> per unit surface area, thereby enhancing the reaction rate and consequently accelerating the surface reconstruction.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Hydrogenation of CO<sub>2</sub> catalyzed by particle ZnAl<sub>2</sub>O<sub>4</sub> at different gas space velocity. <bold>(a)</bold> CO<sub>2</sub> conversion <bold>(b)</bold> oxygen-containing products selectivity <bold>(c)</bold> CO selectivity <bold>(d)</bold> formation rate of oxygen-containing products <bold>(e)</bold> reaction induction time <bold>(f)</bold> slope of formation rate of oxygen-containing products, reaction condition: m &#x3d; 1.0&#xa0;g, H<sub>2</sub>:CO<sub>2</sub>:N<sub>2</sub> &#x3d; 3:1:1, P &#x3d; 3&#xa0;MPa, WHSV &#x3d; 1.8&#x2013;18 L g<sub>cat</sub>
<sup>-1</sup>&#xa0;h<sup>-1</sup>, T &#x3d; 280&#xa0;&#xb0;C, heating up to reaction temperature in N<sub>2</sub> flow.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g011.tif">
<alt-text content-type="machine-generated">Graphs showing reaction metrics over time for different flow rates in mL per g catalyst per hour. (a) CO2 conversion percentage increases with time up to 7% at lower flow rates. (b) Oxy selectivity peaks around 70%. (c) CO selectivity decreases from 90% to 40%. (d) Space-time yield stabilizes around 1.8 mmol O2 per g catalyst per hour. (e) Reaction time decreases as weight hourly space velocity (WHSV) increases. (f) Gradient increases with WHSV. Each graph shows results for varying flow rates: 1.8, 3.6, 6.0, and 18.0 L gcat&#x207B;&#xB9; h&#x207B;&#xB9;.</alt-text>
</graphic>
</fig>
<p>Variations in GHSV also influence the steady-state performance of ZnAl<sub>2</sub>O<sub>4</sub> in CO<sub>2</sub> hydrogenation. As shown in <xref ref-type="fig" rid="F12">Figure 12</xref>, an increase in GHSV led to decreased CO<sub>2</sub> conversion and CO selectivity, while both the selectivity and yield of oxygenates increased. This is attributed to the reduced residence time of the reactant gases on the catalyst surface at higher space velocities, which lowers the proportion of CO<sub>2</sub> molecules undergoing reaction and thus decreases CO<sub>2</sub> conversion. Simultaneously, a higher GHSV can suppress methanol decomposition, resulting in lower CO selectivity.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Catalytic performance of granular ZnAl<sub>2</sub>O<sub>4</sub> for CO<sub>2</sub> hydrogenation at different gas space velocity. <bold>(a)</bold> CO<sub>2</sub> conversion <bold>(b)</bold> oxygen-containing products selectivity <bold>(c)</bold> CO selectivity <bold>(d)</bold> formation rate of oxygen-containing products, reaction condition: m &#x3d; 1.0&#xa0;g, H<sub>2</sub>:CO<sub>2</sub>:N<sub>2</sub> &#x3d; 3:1:1, P &#x3d; 3&#xa0;MPa, WHSV &#x3d; 1.8&#x2013;18&#xa0;L g<sub>cat</sub>
<sup>-1</sup>&#xa0;h<sup>-1</sup>, T &#x3d; 280&#xa0;&#xb0;C, data acquisition in steady state.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g012.tif">
<alt-text content-type="machine-generated">Four graphs depict relationships between WHSV and conversion, selectivity, and productivity metrics. (a) CO&#x2082; conversion decreases with increasing WHSV. (b) Oxy selectivity increases with WHSV. (c) CO selectivity decreases with WHSV. (d) STY_Oxy increases with WHSV. Each graph shows data points connected by lines, indicating trends.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-6">
<label>3.6</label>
<title>Effect of H<sub>2</sub>/CO<sub>2</sub> feed ratio on the surface reconstruction</title>
<p>The influence of the H<sub>2</sub>/CO<sub>2</sub> feed ratio on the surface reconstruction was investigated by maintaining a fixed CO<sub>2</sub> flow rate while varying the H<sub>2</sub>/CO<sub>2</sub> ratio. As shown in <xref ref-type="fig" rid="F13">Figure 13</xref>, when the H<sub>2</sub>/CO<sub>2</sub> volumetric flow ratio was increased from 1:1 to 9:1, the time required for CO<sub>2</sub> conversion, oxygenate selectivity and oxygenate formation rate to reach steady state gradually decreased from 10&#xa0;h to approximately 5&#xa0;h. Concurrently, the initial slope of the tangent to the oxygenate formation rate curve increased with a higher H<sub>2</sub>/CO<sub>2</sub> ratio, indicating that the surface reconstruction rate accelerates as the ratio rises, indicating that the surface reconstruction is induced by H<sub>2</sub>, and increasing the H<sub>2</sub> concentration in the reaction gas promotes the reconstruction process.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Hydrogenation of CO<sub>2</sub> catalyzed by granular ZnAl<sub>2</sub>O<sub>4</sub> at different H/C feed ratio. <bold>(a)</bold> CO<sub>2</sub> conversion <bold>(b)</bold> oxygen-containing products selectivity <bold>(c)</bold> CO selectivity <bold>(d)</bold> formation rate of oxygen-containing products <bold>(e)</bold> reaction induction time <bold>(f)</bold> slope of formation rate of oxygen-containing products, reaction condition: m &#x3d; 1.0&#xa0;g, H<sub>2</sub>:CO<sub>2</sub>:N<sub>2</sub> &#x3d; <sup>1:1-9:1</sup>, P &#x3d; 3&#xa0;MPa, WHSV &#x3d; 1.8 g<sub>cat</sub>
<sup>-1</sup>&#xa0;h<sup>-1</sup>, T &#x3d; 280&#xa0;&#xb0;C, data acquisition in steady state.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g013.tif">
<alt-text content-type="machine-generated">Six graphs displaying data on CO2 conversion, oxy selectivity, CO selectivity, space-time yield (STY), and related parameters versus time on stream, across different CO2:H2:N2 ratios. Graphs a, b, c, and d show trends over time, with conversion and selectivity varying by mixture ratio. Graphs e and f illustrate the relationships between the ratios and time, and gradient, respectively, highlighting changes in performance metrics across different conditions.</alt-text>
</graphic>
</fig>
<p>Variations in the H<sub>2</sub>/CO<sub>2</sub> feed ratio also affected the steady-state reaction performance. As shown in <xref ref-type="fig" rid="F14">Figure 14</xref>, as the H<sub>2</sub>/CO<sub>2</sub> volumetric flow ratio increased from 1:1 to 9:1, the CO<sub>2</sub> conversion, oxygenate selectivity and oxygenate yield all exhibited an increasing trend, while CO selectivity gradually decreased. The increased H<sub>2</sub> feed shifts the equilibria of both CO<sub>2</sub> hydrogenation to methanol and the reverse water-gas shift reaction forward, thereby promoting CO<sub>2</sub> conversion. Since methanol formation requires more active hydrogen species, the increased H<sub>2</sub> availability favors methanol production, leading to reduced CO selectivity.</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>Catalytic performance of granular ZnAl<sub>2</sub>O<sub>4</sub> for CO<sub>2</sub> hydrogenation at different H/C feed ratio. <bold>(a)</bold> CO<sub>2</sub> conversion <bold>(b)</bold> oxygen-containing products selectivity <bold>(c)</bold> CO selectivity <bold>(d)</bold> formation rate of oxygen-containing products, reaction condition: m &#x3d; 1.0&#xa0;g, H<sub>2</sub>:CO<sub>2</sub>:N<sub>2</sub> &#x3d; <sup>1:1-9:1</sup>, P &#x3d; 3&#xa0;MPa, WHSV &#x3d; 1.8&#xa0;L g<sub>cat</sub>
<sup>-1</sup>&#xa0;h<sup>-1</sup>, T &#x3d; 280&#xa0;&#xb0;C, data acquisition in steady state.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g014.tif">
<alt-text content-type="machine-generated">Four line graphs labeled a, b, c, and d show changes in reaction metrics with varying gas ratios (CO&#x2082;:H&#x2082;:N&#x2082;). Graph a shows CO&#x2082; conversion increasing from about 3% to 14%. Graph b illustrates oxy selectivity rising from 20% to around 63%. Graph c indicates CO selectivity decreasing from 82% to about 30%. Graph d shows STY values increasing from 0.1 to 0.6 mmol g&#x203E;&#x2081;_cat h&#x203E;&#x2081;. Each graph has a trend line with four data points corresponding to the gas ratios 1:1:9, 1:3:7, 1:6:4, and 1:9:1.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-7">
<label>3.7</label>
<title>Intrinsic factors underlying morphology-dependent surface reconstruction of ZnAl<sub>2</sub>O<sub>4</sub>
</title>
<p>The surface structure of granular ZnAl<sub>2</sub>O<sub>4</sub> underwent changes during the reaction, while the rod-like and plate-like ZnAl<sub>2</sub>O<sub>4</sub> maintained their original surface structures. To investigate the cause of this differential reconstruction behavior, H<sub>2</sub>-TPR experiments were subsequently conducted. As shown in <xref ref-type="fig" rid="F15">Figure 15</xref>, the granular ZnAl<sub>2</sub>O<sub>4</sub> exhibited two reduction peaks at 454&#xa0;&#xb0;C and 560&#xa0;&#xb0;C, whereas no reduction peaks were observed for the rod-like or plate-like ZnAl<sub>2</sub>O<sub>4</sub>, confirming the high stability of their crystal plane structures. Zhang et al. proposed a mechanism for the surface reconstruction: H<sub>2</sub> undergoes heterolytic cleavage on Zn-O-Al structural units, leading to the breaking of Zn-O bonds and the formation of Al-OH species during the reaction.<sup>2</sup> Adjacent Al-OH groups then dehydrate to form more stable Al<sub>2</sub>O<sub>3</sub>, accompanied by the formation of ZnO. (<xref ref-type="bibr" rid="B31">Zhang et al., 2021</xref>). It can be concluded that the surface of granular ZnAl<sub>2</sub>O<sub>4</sub> is more readily reduced by H<sub>2</sub>, allowing for reaction-induced formation of surface ZnO. In contrast, the highly stable crystal plane structures of the rod-like and plate-like ZnAl<sub>2</sub>O<sub>4</sub> prevent surface structural changes under the reaction atmosphere.</p>
<fig id="F15" position="float">
<label>FIGURE 15</label>
<caption>
<p>H<sub>2</sub>-TPR diagrams of ZnAl<sub>2</sub>O<sub>4</sub> with different morphologies.</p>
</caption>
<graphic xlink:href="fceng-07-1748891-g015.tif">
<alt-text content-type="machine-generated">Graph showing intensity in arbitrary units against temperature in degrees Celsius for three materials: k-ZA, p-ZA, and r-ZA. k-ZA exhibits a peak between 454 and 560 degrees Celsius, highlighted in yellow and red. p-ZA and r-ZA show minimal variation.</alt-text>
</graphic>
</fig>
<p>The crystal plane structures of ZnAl<sub>2</sub>O<sub>4</sub> are shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. In the (311) plane, the Zn atoms are arranged in a triangular pattern; in the (440) plane, they form a rectangular arrangement; and in the (222) plane, the Zn atoms adopt a spatial hexagonal arrangement. By comparing the different crystal planes of ZnAl<sub>2</sub>O<sub>4</sub>, it is inferred that planes with a hexagonal arrangement of adjacent Zn atoms are more prone to surface reconstruction. Combined with the H<sub>2</sub>-TPR results, it is hypothesized that Zn atoms in a spatial hexagonal arrangement possess a stronger ability to activate H<sub>2</sub>. The heterolytic cleavage of H<sub>2</sub> between Zn-O bonds, coupled with the breaking of Zn-O bonds in the Zn-O-Al units, weakens the stability of Zn atoms within the lattice, facilitating their migration to the surface to form ZnO.</p>
</sec>
<sec id="s3-8">
<label>3.8</label>
<title>Analyzing from the perspectives of thermodynamics and kinetics</title>
<p>It is crucial to analyze the structural evolution of ZnAl<sub>2</sub>O<sub>4</sub> from both thermodynamic and kinetic perspectives. As shown in <xref ref-type="fig" rid="F9">Figure 9d</xref>, theoretical calculations indicate that in the temperature range of 100&#xa0;&#xb0;C&#x2013;600&#xa0;&#xb0;C, the &#x394;G for the complete bulk decomposition of ZnAl<sub>2</sub>O<sub>4</sub> into ZnO and Al<sub>2</sub>O<sub>3</sub> is approximately &#x2b;40&#xa0;kJ/mol. This significantly positive value clearly confirms that bulk decomposition is thermodynamically unfeasible. Combined with the <italic>in situ</italic> DRIFTS results, we infer that the observed structural changes are limited to surface reconstruction, specifically the formation of ZnO on the surface of ZnAl<sub>2</sub>O<sub>4</sub>. From a kinetic standpoint, increasing the temperature accelerates the reconstruction process by enhancing molecular collision frequency and energy. An increase in gas hourly space velocity may promote this kinetic process by improving mass transfer process. More importantly, raising the H/C feed ratio and the specific crystal planes exposed by the catalyst itself jointly regulate the kinetics of hydrogen activation. Specifically, increasing the H/C ratio enhances the coverage of surface hydrogen species, while the predominantly exposed (222) crystal plane of granular ZnAl<sub>2</sub>O<sub>4</sub>, which exhibits optimal heterolytic H<sub>2</sub> activation capability, further promotes the cleavage of Zn&#x2013;O bonds and the formation of ZnO. Based on this, it is easy to understand that Pd loaded on ZnAl<sub>2</sub>O<sub>4</sub> promotes the kinetic process of ZnAl<sub>2</sub>O<sub>4</sub> surface reconstruction by enhancing hydrogen activation and the spillover process. (<xref ref-type="bibr" rid="B13">Liu et al., 2022</xref>). Therefore, these factors primarily influence the rate of ZnAl<sub>2</sub>O<sub>4</sub> structural evolution within the kinetic domain, without overcoming the thermodynamic limitation of bulk decomposition. Additionally, changes in these reaction conditions simultaneously exert complex effects on the intrinsic reaction kinetics of CO<sub>2</sub> hydrogenation to methanol, collectively determining the final catalytic performance.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<label>4</label>
<title>Conclusion</title>
<p>In this study, granular, rod-like and plate-like ZnAl<sub>2</sub>O<sub>4</sub> with distinct morphologies were synthesized and their differences in catalytic performance and structure for CO<sub>2</sub> hydrogenation to methanol were investigated. The granular, rod-like and plate-like ZnAl<sub>2</sub>O<sub>4</sub> facets primarily exposed the (222), (311) and (440) planes, respectively. The reaction induced the formation of highly active ZnO on the surface of granular ZnAl<sub>2</sub>O<sub>4</sub>, thereby promoting CO<sub>2</sub> hydrogenation to methanol. In contrast, the rod-like and plate-like ZnAl<sub>2</sub>O<sub>4</sub> showed no induction period, maintained their spinel surface structure and exhibited nearly 100% CO selectivity. Increasing the reaction temperature, GHSV or H<sub>2</sub>/CO<sub>2</sub> ratio effectively shortened the induction period and enhanced the steady-state space-time yield of oxygenates. The spatial hexagonal arrangement of adjacent Zn atoms in the (222) plane of granular ZnAl<sub>2</sub>O<sub>4</sub> conferred a stronger ability to activate H<sub>2</sub>, facilitating surface reconstruction and the formation of ZnO. These findings provide important guidance for the rational design and synthesis of highly efficient zinc-based oxide catalysts.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>YH: Investigation, Visualization, Writing &#x2013; original draft. QL: Formal Analysis, Investigation, Methodology, Writing &#x2013; original draft. ZW: Formal Analysis, Investigation, Writing &#x2013; original draft. XnZ: Investigation, Methodology, Writing &#x2013; original draft. XaZ: Investigation, Methodology, Writing &#x2013; original draft. GZ: Conceptualization, Formal Analysis, Funding acquisition, Writing &#x2013; review and editing. XG: Conceptualization, Funding acquisition, Methodology, Supervision, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>Authors YH and QL were employed by Shandong Electric Power Engineering Consulting Institute Co., Ltd.</p>
<p>The remaining author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec sec-type="ai-statement" id="s9">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="s11">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fceng.2025.1748891/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fceng.2025.1748891/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<fn fn-type="custom" custom-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/79015/overview">Yanqin Wang</ext-link>, East China University of Science and Technology, China</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/825231/overview">Xiaohui Liu</ext-link>, East China University of Science and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1815498/overview">Wen Luo</ext-link>, Shanghai University, China</p>
</fn>
</fn-group>
<ref-list>
<title>References</title>
<ref id="B1">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bowker</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hadden</surname>
<given-names>R. A.</given-names>
</name>
<name>
<surname>Houghton</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Hyland</surname>
<given-names>J. N. K.</given-names>
</name>
<name>
<surname>Waugh</surname>
<given-names>K. C.</given-names>
</name>
</person-group> (<year>1988</year>). <article-title>The mechanism of methanol synthesis on copper/zinc oxide/alumina catalysts</article-title>. <source>J. Catal.</source> <volume>109</volume>, <fpage>263</fpage>&#x2013;<lpage>273</lpage>. <pub-id pub-id-type="doi">10.1016/0021-9517(88)90209-6</pub-id>
</mixed-citation>
</ref>
<ref id="B2">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brunetti</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Roussanaly</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Monteiro</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Anantharaman</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Pistidda</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>From CO<sub>2</sub> emissions to fuels and chemicals: current development, challenges and perspectives</article-title>. <source>Front. Chem. Eng.</source> <volume>3</volume>, <fpage>747399</fpage>. <pub-id pub-id-type="doi">10.3389/fceng.2021.747399</pub-id>
</mixed-citation>
</ref>
<ref id="B3">
<mixed-citation publication-type="book">
<person-group person-group-type="editor">
<name>
<surname>Davis</surname>
<given-names>B. H.</given-names>
</name>
<name>
<surname>Occelli</surname>
<given-names>M. L.</given-names>
</name>
</person-group> (<year>2016</year>). <source>Fischer-tropsch synthesis, catalysts, and catalysis: advances and applications</source> (<publisher-loc>Boca Raton</publisher-loc>: <publisher-name>CRC Press</publisher-name>). <pub-id pub-id-type="doi">10.1201/b19455</pub-id>
</mixed-citation>
</ref>
<ref id="B4">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Feng</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Asymmetric sites on the ZnZrO<sub>x</sub> catalyst for promoting formate formation and transformation in CO<sub>2</sub> hydrogenation</article-title>. <source>J. Am. Chem. Soc.</source> <volume>145</volume>, <fpage>12663</fpage>&#x2013;<lpage>12672</lpage>. <pub-id pub-id-type="doi">10.1021/jacs.3c02248</pub-id>
<pub-id pub-id-type="pmid">37261391</pub-id>
</mixed-citation>
</ref>
<ref id="B5">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gui</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>W. C.</given-names>
</name>
<name>
<surname>Putri</surname>
<given-names>L. K.</given-names>
</name>
<name>
<surname>Kong</surname>
<given-names>X. Y.</given-names>
</name>
<name>
<surname>Tan</surname>
<given-names>L.-L.</given-names>
</name>
<name>
<surname>Chai</surname>
<given-names>S.-P.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Photo-driven reduction of carbon dioxide: a sustainable approach towards achieving carbon neutrality goal</article-title>. <source>Front. Chem. Eng.</source> <volume>3</volume>, <fpage>744911</fpage>. <pub-id pub-id-type="doi">10.3389/fceng.2021.744911</pub-id>
</mixed-citation>
</ref>
<ref id="B6">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Han</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yao</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Synergistic interplay of dual active sites on spinel ZnAl<sub>2</sub>O<sub>4</sub> for syngas conversion</article-title>. <source>Chem</source> <volume>9</volume>, <fpage>721</fpage>&#x2013;<lpage>738</lpage>. <pub-id pub-id-type="doi">10.1016/j.chempr.2023.01.004</pub-id>
</mixed-citation>
</ref>
<ref id="B7">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Cai</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Deng</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Selectivity control in CO<sub>2</sub> hydrogenation to one-carbon products</article-title>. <source>Chem</source> <volume>10</volume>, <fpage>1084</fpage>&#x2013;<lpage>1117</lpage>. <pub-id pub-id-type="doi">10.1016/j.chempr.2024.02.017</pub-id>
</mixed-citation>
</ref>
<ref id="B8">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jiutian</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhiyong</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Jia-Ning</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Xiangjing</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Several key issues for CCUS development in China targeting carbon neutrality</article-title>. <source>Carbon Neutrality</source> <volume>1</volume>, <fpage>17</fpage>. <pub-id pub-id-type="doi">10.1007/s43979-022-00019-3</pub-id>
</mixed-citation>
</ref>
<ref id="B9">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lim</surname>
<given-names>A. M. H.</given-names>
</name>
<name>
<surname>Zeng</surname>
<given-names>H. C.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Controlling nanosheet spacing of ZnAl-Layered double hydroxide assemblages for high-efficiency hydrogenation of CO<sub>2</sub> to methanol</article-title>. <source>Ind. Eng. Chem. Res.</source> <volume>62</volume>, <fpage>1877</fpage>&#x2013;<lpage>1890</lpage>. <pub-id pub-id-type="doi">10.1021/acs.iecr.2c03583</pub-id>
</mixed-citation>
</ref>
<ref id="B10">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname>
<given-names>T. C.</given-names>
</name>
<name>
<surname>Bhan</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Rates and reversibility of CO<sub>2</sub> hydrogenation on Cu-based catalysts</article-title>. <source>J. Catal.</source> <volume>429</volume>, <fpage>115214</fpage>. <pub-id pub-id-type="doi">10.1016/j.jcat.2023.115214</pub-id>
</mixed-citation>
</ref>
<ref id="B11">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Kang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Tandem catalysis for hydrogenation of CO and CO<sub>2</sub> to lower olefins with bifunctional catalysts composed of spinel oxide and SAPO-34</article-title>. <source>ACS Catal.</source> <volume>10</volume>, <fpage>8303</fpage>&#x2013;<lpage>8314</lpage>. <pub-id pub-id-type="doi">10.1021/acscatal.0c01579</pub-id>
</mixed-citation>
</ref>
<ref id="B12">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Conversion of syngas to methanol and DME on highly selective Pd/ZnAl<sub>2</sub>O<sub>4</sub> catalyst</article-title>. <source>J. Energy Chem.</source> <volume>58</volume>, <fpage>564</fpage>&#x2013;<lpage>572</lpage>. <pub-id pub-id-type="doi">10.1016/j.jechem.2020.10.003</pub-id>
</mixed-citation>
</ref>
<ref id="B13">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Du</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>ZnAl<sub>2</sub>O<sub>4</sub> spinel-supported PdZn<sub>&#x3b2;</sub> catalyst with parts per million Pd for methanol steam reforming</article-title>. <source>ACS Catal.</source> <volume>12</volume> (<issue>4</issue>), <fpage>2714</fpage>&#x2013;<lpage>2721</lpage>. <pub-id pub-id-type="doi">10.1021/acscatal.1c04922</pub-id>
</mixed-citation>
</ref>
<ref id="B14">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Meunier</surname>
<given-names>F. C.</given-names>
</name>
<name>
<surname>Dansette</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Paredes-Nunez</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Schuurman</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Cu-Bound formates are main reaction intermediates during CO<sub>2</sub> hydrogenation to methanol over Cu/ZrO<sub>2</sub>
</article-title>. <source>Angew. Chem. Int. Ed.</source> <volume>62</volume>, <fpage>e202303939</fpage>. <pub-id pub-id-type="doi">10.1002/anie.202303939</pub-id>
<pub-id pub-id-type="pmid">37212538</pub-id>
</mixed-citation>
</ref>
<ref id="B15">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mondal</surname>
<given-names>U.</given-names>
</name>
<name>
<surname>Yadav</surname>
<given-names>G. D.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Methanol economy and net zero emissions: critical analysis of catalytic processes, reactors and technologies</article-title>. <source>Green Chem.</source> <volume>23</volume>, <fpage>8361</fpage>&#x2013;<lpage>8405</lpage>. <pub-id pub-id-type="doi">10.1039/D1GC02078A</pub-id>
</mixed-citation>
</ref>
<ref id="B16">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Renfeng</surname>
<given-names>N. I. E.</given-names>
</name>
<name>
<surname>Junhua</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Jinhua</surname>
<given-names>F. E. I.</given-names>
</name>
<name>
<surname>Zhaoyin</surname>
<given-names>H. O. U.</given-names>
</name>
<name>
<surname>Xiaoming</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Preparation of mesoporous alumina and its application in dehydration of methanol to dimethyl ether</article-title>. <source>Chin. J. Catal.</source> <volume>32</volume>, <fpage>379</fpage>&#x2013;<lpage>384</lpage>. <pub-id pub-id-type="doi">10.3724/SP.J.1088.2011.01008</pub-id>
</mixed-citation>
</ref>
<ref id="B17">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rethwisch</surname>
<given-names>D. G.</given-names>
</name>
<name>
<surname>Dumesic</surname>
<given-names>J. A.</given-names>
</name>
</person-group> (<year>1986</year>). <article-title>Effect of metal-oxygen bond strength on properties of oxides. 1. Infrared spectroscopy of adsorbed carbon monoxide and carbon dioxide</article-title>. <source>Langmuir</source> <volume>2</volume>, <fpage>73</fpage>&#x2013;<lpage>79</lpage>. <pub-id pub-id-type="doi">10.1021/la00067a013</pub-id>
</mixed-citation>
</ref>
<ref id="B18">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sen</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Goeppert</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Surya Prakash</surname>
<given-names>G. K.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Homogeneous hydrogenation of CO<sub>2</sub> and CO to methanol: the Renaissance of low-temperature catalysis in the context of the methanol economy</article-title>. <source>Angew. Chem. Int. Ed.</source> <volume>61</volume>, <fpage>e202207278</fpage>. <pub-id pub-id-type="doi">10.1002/anie.202207278</pub-id>
<pub-id pub-id-type="pmid">35921247</pub-id>
</mixed-citation>
</ref>
<ref id="B19">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Qu</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Dual-site activation of H<sub>2</sub> over Cu/ZnAl<sub>2</sub>O<sub>4</sub> boosting CO<sub>2</sub> hydrogenation to methanol</article-title>. <source>Appl. Catal. B Environ.</source> <volume>322</volume>, <fpage>122137</fpage>. <pub-id pub-id-type="doi">10.1016/j.apcatb.2022.122137</pub-id>
</mixed-citation>
</ref>
<ref id="B20">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Qu</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Tuning the Electronic Metal&#x2013;Support Interaction in Cu/ZnAl<sub>2</sub>O<sub>4</sub> Spinel via La Modification for Efficient CO<sub>2</sub> Hydrogenation to Methanol</article-title>. <source>ACS Catal.</source> <volume>15</volume>, <fpage>11243</fpage>&#x2013;<lpage>11256</lpage>. <pub-id pub-id-type="doi">10.1021/acscatal.5c02948</pub-id>
</mixed-citation>
</ref>
<ref id="B21">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Shao</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Boosting CO<sub>2</sub> hydrogenation to light olefins with low CO selectivity through promoting HCOO&#x2a; intermediates on Fe-ZnGa<sub>2</sub>O<sub>4</sub>/SAPO-34</article-title>. <source>Appl. Catal. B Environ. Energy</source> <volume>358</volume>, <fpage>124358</fpage>. <pub-id pub-id-type="doi">10.1016/j.apcatb.2024.124358</pub-id>
</mixed-citation>
</ref>
<ref id="B22">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tada</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ochiai</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kinoshita</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Yoshida</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Shimada</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Joutsuka</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Active sites on Zn<sub>x</sub>Zr<sub>1-x</sub>O<sub>2-x</sub> solid solution catalysts for CO<sub>2</sub>-to-Methanol hydrogenation</article-title>. <source>ACS Catal.</source> <volume>12</volume>, <fpage>7748</fpage>&#x2013;<lpage>7759</lpage>. <pub-id pub-id-type="doi">10.1021/acscatal.2c01996</pub-id>
</mixed-citation>
</ref>
<ref id="B23">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Feng</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>An</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>A highly selective and stable ZnO-ZrO<sub>2</sub> solid solution catalyst for CO<sub>2</sub> hydrogenation to methanol</article-title>. <source>Sci. Adv.</source> <volume>3</volume>, <fpage>e1701290</fpage>. <pub-id pub-id-type="doi">10.1126/sciadv.1701290</pub-id>
<pub-id pub-id-type="pmid">28989964</pub-id>
</mixed-citation>
</ref>
<ref id="B24">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Qu</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Cu/ZnAl<sub>2</sub>O<sub>4</sub> catalysts prepared by ammonia evaporation method: improving methanol selectivity in CO<sub>2</sub> hydrogenation via regulation of metal-support interaction</article-title>. <source>Chem. Eng. J.</source> <volume>469</volume>, <fpage>144008</fpage>. <pub-id pub-id-type="doi">10.1016/j.cej.2023.144008</pub-id>
</mixed-citation>
</ref>
<ref id="B25">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Cui</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Guan</surname>
<given-names>G.-L.</given-names>
</name>
<name>
<surname>Miao</surname>
<given-names>Y.-T.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Spinel nanostructures for the hydrogenation of CO<sub>2</sub> to methanol and hydrocarbon chemicals</article-title>. <source>J. Am. Chem. Soc.</source> <volume>146</volume>, <fpage>14528</fpage>&#x2013;<lpage>14538</lpage>. <pub-id pub-id-type="doi">10.1021/jacs.4c00981</pub-id>
<pub-id pub-id-type="pmid">38742912</pub-id>
</mixed-citation>
</ref>
<ref id="B26">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Yao</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Unveiling the promotion role of ZnO on Zn-Al spinel oxide for CO<sub>2</sub> hydrogenation</article-title>. <source>J. Energy Chem.</source> <volume>100</volume>, <fpage>18</fpage>&#x2013;<lpage>25</lpage>. <pub-id pub-id-type="doi">10.1016/j.jechem.2024.08.009</pub-id>
</mixed-citation>
</ref>
<ref id="B27">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zimina</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Sarma</surname>
<given-names>B. B.</given-names>
</name>
<name>
<surname>Pandit</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Grunwaldt</surname>
<given-names>J.-D.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Probing the nature of zinc in copper-zinc-zirconium catalysts by operando spectroscopies for CO<sub>2</sub> hydrogenation to methanol</article-title>. <source>Angew. Chem. Int. Ed.</source> <volume>62</volume>, <fpage>e202216803</fpage>. <pub-id pub-id-type="doi">10.1002/anie.202216803</pub-id>
<pub-id pub-id-type="pmid">36507860</pub-id>
</mixed-citation>
</ref>
<ref id="B28">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ye</surname>
<given-names>R.-P.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Gong</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Argyle</surname>
<given-names>M. D.</given-names>
</name>
<name>
<surname>Zhong</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>CO<sub>2</sub> hydrogenation to high-value products via heterogeneous catalysis</article-title>. <source>Nat. Commun.</source> <volume>10</volume>, <fpage>5698</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-019-13638-9</pub-id>
<pub-id pub-id-type="pmid">31836709</pub-id>
</mixed-citation>
</ref>
<ref id="B29">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ye</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Dimitratos</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Rossi</surname>
<given-names>L. M.</given-names>
</name>
<name>
<surname>Thonemann</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Beale</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Wojcieszak</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Hydrogenation of CO<sub>2</sub> for sustainable fuel and chemical production</article-title>. <source>Science</source> <volume>387</volume>, <fpage>eadn9388</fpage>. <pub-id pub-id-type="doi">10.1126/science.adn9388</pub-id>
<pub-id pub-id-type="pmid">40014720</pub-id>
</mixed-citation>
</ref>
<ref id="B30">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zawadzki</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Synthesis of nanosized and microporous zinc aluminate spinel by microwave assisted hydrothermal method (microwave&#x2013;hydrothermal synthesis of ZnAl<sub>2</sub>O<sub>4</sub>)</article-title>. <source>Solid State Sci.</source> <volume>8</volume>, <fpage>14</fpage>&#x2013;<lpage>18</lpage>. <pub-id pub-id-type="doi">10.1016/j.solidstatesciences.2005.08.006</pub-id>
</mixed-citation>
</ref>
<ref id="B31">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Yuan</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Reaction-driven surface reconstruction of ZnAl<sub>2</sub>O<sub>4</sub> boosts the methanol selectivity in CO<sub>2</sub> catalytic hydrogenation</article-title>. <source>Appl. Catal. B Environ.</source> <volume>284</volume>, <fpage>119700</fpage>. <pub-id pub-id-type="doi">10.1016/j.apcatb.2020.119700</pub-id>
</mixed-citation>
</ref>
<ref id="B32">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhong</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Pham</surname>
<given-names>T. H. M.</given-names>
</name>
<name>
<surname>Ko</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Z&#xfc;ttel</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Graphene nanoplatelets promoted CoO-based catalyst for low temperature CO<sub>2</sub> methanation reaction</article-title>. <source>Front. Chem. Eng.</source> <volume>5</volume>, <fpage>1160254</fpage>. <pub-id pub-id-type="doi">10.3389/fceng.2023.1160254</pub-id>
</mixed-citation>
</ref>
<ref id="B33">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Bian</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Study on catalytic performance of ZnO with different morphologies for CO<sub>2</sub> hydrogenation</article-title>. <source>Low. Carbon Chem. Chem. Eng.</source> <volume>48</volume>, <fpage>41</fpage>&#x2013;<lpage>48</lpage>. <pub-id pub-id-type="doi">10.12434/j.issn.2097-2547.20230032</pub-id>
</mixed-citation>
</ref>
<ref id="B34">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Indium-Promoted ZnZrOx solid solution catalyst for CO<sub>2</sub> hydrogenation to methanol</article-title>. <source>Ind. Eng. Chem. Res.</source> <volume>63</volume>, <fpage>9026</fpage>&#x2013;<lpage>9037</lpage>. <pub-id pub-id-type="doi">10.1021/acs.iecr.4c00953</pub-id>
</mixed-citation>
</ref>
<ref id="B35">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Tade</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Photocatalytic performances and activities in Ag-doped ZnAl<sub>2</sub>O<sub>4</sub> nanorods studied by FTIR spectroscopy</article-title>. <source>Catal. Sci. Technol.</source> <volume>3</volume>, <fpage>788</fpage>&#x2013;<lpage>796</lpage>. <pub-id pub-id-type="doi">10.1039/C2CY20377D</pub-id>
</mixed-citation>
</ref>
</ref-list>
</back>
</article>