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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Chem.</journal-id>
<journal-title>Frontiers in Chemistry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Chem.</abbrev-journal-title>
<issn pub-type="epub">2296-2646</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1361930</article-id>
<article-id pub-id-type="doi">10.3389/fchem.2024.1361930</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Chemistry</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The influence of Mg/Al molar ratio on the performance of CuMgAl-x catalysts for CO<sub>2</sub> hydrogenation to methanol</article-title>
<alt-title alt-title-type="left-running-head">Liu 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/fchem.2024.1361930">10.3389/fchem.2024.1361930</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Haoran</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1556251/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Wenbin</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1556745/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Zhen</given-names>
</name>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Jia</surname>
<given-names>Yijing</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Meng</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Xiaoyue</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Han</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Rongrong</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wei</surname>
<given-names>Qiang</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/727173/overview"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhou</surname>
<given-names>Yasong</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1556257/overview"/>
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</contrib-group>
<aff>
<institution>State Key Laboratory of Heavy Oil Processing</institution>, <institution>China University of Petroleum</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/758212/overview">Jos&#xe9; Antonio Odriozola</ext-link>, University of Seville, Spain</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2425345/overview">Ivaylo Tankov</ext-link>, Prof. Assen Zlatarov University, Bulgaria</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1828533/overview">Jichang Lu</ext-link>, Kunming University of Science and Technology, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Yasong Zhou, <email>zhouyasong2011@163.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>03</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1361930</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>02</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Liu, Huang, Xu, Jia, Huang, Liu, Yang, Li, Wei and Zhou.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Liu, Huang, Xu, Jia, Huang, Liu, Yang, Li, Wei and Zhou</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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.</p>
</license>
</permissions>
<abstract>
<p>The CuMgAl-x catalysts derived from hydrotalcite precursors with different Mg/Al molar ratios were synthesized and applied to CO<sub>2</sub> hydrogenation to methanol reaction. In this study, the effects of Mg/Al molar ratio on the structure and surface properties of CuMgAl-x catalysts were investigated by XRD, N<sub>2</sub> adsorption-desorption, SEM, TEM, H<sub>2</sub>-TPR, CO<sub>2</sub>-TPD, XPS, and <italic>in situ</italic> DRIFTS characterization methods. The results showed that an appropriate Mg/Al molar ratio can enhance the Cu-MgO interaction, increasing the basic sites and obtaining suitable acid sites. The dispersion of active Cu on the CuMgAl-x catalysts can be improved by strong Cu-MgO interaction, which enhances the adsorption capacity of CO<sub>2</sub> and makes H<sub>2</sub> activation easier, accelerates the conversion of intermediate species CO<sub>3</sub>
<sup>&#x2a;</sup> and HCO<sub>3</sub>
<sup>&#x2a;</sup>to HCOO<sup>&#x2a;</sup>, and facilitates further conversion to CH<sub>3</sub>O<sup>&#x2a;</sup> and CH<sub>3</sub>OH. The strong interaction between Cu and MgO was conducive to the formation of Cu<sup>&#x2b;</sup>, which can inhibit the desorption of CO in the reverse water gas shift reaction. The CuMgAl-3 catalyst showed the highest CO<sub>2</sub> Conversion rate (14.3%), methanol selectivity (94.5%), and STY of methanol (419.3&#xa0;g&#x22c5;kg<sub>cat.</sub>
<sup>&#x2212;1</sup>&#x22c5;h<sup>&#x2212;1</sup>) at 240&#xb0;C and 2.5&#xa0;MPa. The results obtained in this paper can provide a new idea for the design of high-performance catalysts for CO<sub>2</sub> hydrogenation to methanol.</p>
</abstract>
<abstract abstract-type="graphical">
<title>Graphical Abstract</title>
<p>
<graphic xlink:href="FCHEM_fchem-2024-1361930_wc_abs.tif" position="anchor"/>
</p>
</abstract>
<kwd-group>
<kwd>CuMgAl-x catalysts</kwd>
<kwd>Mg/Al molar ratio</kwd>
<kwd>CO<sub>2</sub> hydrogenation</kwd>
<kwd>methanol</kwd>
<kwd>Cu-MgO interaction</kwd>
<kwd>Cu<sup>&#x2b;</sup> species</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Catalytic Reactions and Chemistry</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>In recent decades, excessive carbon dioxide emission has become a serious problem leading to global climate change, causing great harm to human survival (<xref ref-type="bibr" rid="B9">Du et al., 2016</xref>; <xref ref-type="bibr" rid="B20">Kumar and Kim, 2016</xref>; <xref ref-type="bibr" rid="B8">Dong et al., 2017</xref>). Converting CO<sub>2</sub> into methanol by using green H<sub>2</sub> is one of the ways to achieve CO<sub>2</sub> emission reduction and effective utilization, which has attracted great attention from scholars in recent years (<xref ref-type="bibr" rid="B21">Lei et al., 2016</xref>; <xref ref-type="bibr" rid="B48">Xiao et al., 2017</xref>; <xref ref-type="bibr" rid="B54">Zhang et al., 2017</xref>; <xref ref-type="bibr" rid="B3">Chen et al., 2022</xref>). Methanol is an important raw material for many value-added chemicals and can be used as a fuel additive or clean fuel, methanol can also be converted into high-octane gasoline, aromatics, ethylene, propylene, and other petroleum chemicals (<xref ref-type="bibr" rid="B31">Ren et al., 2015</xref>; <xref ref-type="bibr" rid="B10">Fang et al., 2019a</xref>). Cu-based catalysts have been widely used in the study of CO<sub>2</sub> hydrogenation to methanol. Scholars generally believe that relatively low-cost copper-based catalysts are promising candidates for carbon dioxide hydrogenation to methanol (<xref ref-type="bibr" rid="B40">Song et al., 2023a</xref>; <xref ref-type="bibr" rid="B15">Han et al., 2023</xref>; <xref ref-type="bibr" rid="B56">Zhang et al., 2023</xref>). However, Cu-based catalysts still face the problem of low activity and low stability (<xref ref-type="bibr" rid="B49">Xu et al., 2022</xref>; <xref ref-type="bibr" rid="B2">Chen et al., 2023</xref>). Therefore, it is of great significance to develop Cu-based catalysts with high activity and excellent stability for CO<sub>2</sub> hydrogenation to methanol.</p>
<p>Recently, layered double hydroxides (LDHs) have attracted more and more attention due to their excellent physical and chemical properties (<xref ref-type="bibr" rid="B18">Karim et al., 2022</xref>; <xref ref-type="bibr" rid="B55">Zhang et al., 2024a</xref>). The classical formula of LDHs is <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msubsup>
<mml:mi>M</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:msubsup>
<mml:mi>M</mml:mi>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>O</mml:mi>
<mml:mi>H</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2022;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msubsup>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2022;</mml:mo>
<mml:mi>m</mml:mi>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi>O</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, in which M<sup>2&#x2b;</sup>and M<sup>3&#x2b;</sup>are divalent and trivalent metal cations (<xref ref-type="bibr" rid="B42">Teixeira et al., 2018</xref>). Composite oxides derived from LDHs have the advantages of uniform dispersion of M<sup>2&#x2b;</sup>and M<sup>3&#x2b;</sup>at the atomic level, synergistic effect between elements, large specific surface area, strong basicity, and high anti-sintering stability, which are widely used in the CO<sub>2</sub> hydrogenation conversion process (<xref ref-type="bibr" rid="B11">Fang et al., 2019b</xref>; <xref ref-type="bibr" rid="B46">Wierzbicki et al., 2020</xref>; <xref ref-type="bibr" rid="B58">Zheng et al., 2021</xref>). <xref ref-type="bibr" rid="B12">Gao et al. (2013</xref>, <xref ref-type="bibr" rid="B13">2015</xref>, <xref ref-type="bibr" rid="B14">2016)</xref> synthesized a series of CuO-ZnO-Al<sub>2</sub>O<sub>3</sub>-ZrO<sub>2</sub> catalysts through hydrotalcite-like precursor, improving the catalytic performance of CO<sub>2</sub> conversion and methanol selectivity, and confirmed the advantages of Cu-ZnO-Al<sub>2</sub>O<sub>3</sub>-ZrO<sub>2</sub> catalyst derived from LDH precursor in CO<sub>2</sub> hydrogenation. <xref ref-type="bibr" rid="B6">Cored J et al. (2022)</xref> prepared Cu/MgO/Al<sub>2</sub>O<sub>3</sub> mixed oxide catalyst with CuMgAl hydrotalcite as the precursor and applied it to the hydrogenation of CO<sub>2</sub> to methanol. The catalyst contains small Cu nanoparticles with a narrow distribution (2&#xa0;nm). The remarkable activity of this copper-based catalyst is attributed to the lattice reorganization associated with the water-promoted &#x201c;HT memory effect,&#x201d; which is beneficial to the stability of Cu<sup>&#x2b;</sup> ions under reaction conditions.</p>
<p>Strong metal-support interaction (SMSI) is very important for supported catalysts. SMSI plays a crucial role in determining metal particle size, metal dispersion, electron transfer, and oxygen vacancy formation, resulting in large differences in catalyst activity, selectivity, and stability. In recent years, to investigate the SMSI, many scholars have carried out a series of studies on the identification of catalytic active sites or interfaces, the establishment of structure-performance relationships, and the exploration of reaction mechanisms (<xref ref-type="bibr" rid="B52">Yao et al., 2019</xref>; <xref ref-type="bibr" rid="B7">Dharmalingam et al., 2023</xref>; <xref ref-type="bibr" rid="B24">Liang et al., 2023</xref>). <xref ref-type="bibr" rid="B50">Xu et al. (2023)</xref> adjusted the interfacial structure of the Cu/ZrO<sub>2</sub> catalyst by changing the molar ratio and precipitation sequence of Cu and Zr precursors in the oxalate precipitation method and found that the interfacial structure gradually changed from the traditional ZrO<sub>2</sub>-Cu interface to the Cu-ZrO<sub>2</sub> inverse interface with higher catalytic performance as the Cu/Zr ratio increased. <xref ref-type="bibr" rid="B27">Liu et al. (2021)</xref> reported a simple strategy to fabricate ZnFe<sub>2</sub>O<sub>4</sub> spinel-supported Cu catalysts with tunable Cu nanoparticle sizes for CO<sub>2</sub> hydrogenation to methanol. The Cu-ZnO interface acted as the active site to accelerate methanol generation and the activity of each Cu-ZnO site. <xref ref-type="bibr" rid="B4">Chen et al. (2019)</xref> found that the Cu-LaOx interface constructed by highly dispersed Cu nanoparticles loaded on a La-modified SBA-15 carrier exhibited a high selectivity of up to 81.2% for methanol and improved stability. <xref ref-type="bibr" rid="B1">Cao et al. (2021)</xref> identified the MgO/Cu interface as a highly active site through density functional theory (DFT) calculations and microdynamic modeling and proposed a new lattices-oxygen reaction mechanism for methanol formation at the interface.</p>
<p>What&#x2019;s more, the valence state of Cu in the active interface is highly sensitive to methanol synthesis (<xref ref-type="bibr" rid="B26">Liu et al., 2020</xref>). Although Cu usually exists as a mixed valence state of Cu<sup>0</sup> and Cu<sup>&#x2b;</sup> in hydrogenation reactions, recent studies have also proved that Cu<sup>&#x2b;</sup> present at the active interface is a favorable factor for methanol synthesis (<xref ref-type="bibr" rid="B2">Chen et al., 2023</xref>; <xref ref-type="bibr" rid="B56">Zhang et al., 2023</xref>). In addition, The highly dispersed copper nanoparticles are conducive to the formation of more active interfaces, so the size and dispersion of copper nanoparticles (NPs) also have a great influence on the catalytic performance (<xref ref-type="bibr" rid="B49">Xu et al., 2022</xref>; <xref ref-type="bibr" rid="B15">Han et al., 2023</xref>). Therefore, it is of great significance to develop catalysts with highly dispersed Cu NPs and a more efficient active interface to promote CO<sub>2</sub> hydrogenation to methanol.</p>
<p>In this study, a series of CuMgAl-x catalysts derived from hydrotalcite precursors with different Mg/Al molar ratios were prepared by the coprecipitation method and supported with the same amount of Cu. The structure and surface properties of the CuMgAl-x catalysts are determined by XRD, N<sub>2</sub> adsorption-desorption, TEM, SEM, XPS, H<sub>2</sub>-TPR, CO<sub>2</sub>-TPD, and <italic>in situ</italic> DRIFTS characterization methods. The effect of Cu-MgO interaction on CO<sub>2</sub> adsorption, activation, and further conversion during CO<sub>2</sub> hydrogenation to methanol was studied in detail.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Catalyst preparation</title>
<p>The CuMgAl-x catalysts with different Mg/Al molar ratios were prepared by an improved coprecipitation method as to the literature reported (<xref ref-type="bibr" rid="B48">Xiao et al., 2017</xref>). A certain amount of Cu(NO<sub>3</sub>)<sub>2</sub>&#xb7;3H<sub>2</sub>O, Mg(NO<sub>3</sub>)<sub>2</sub>&#xb7;6H<sub>2</sub>O, and Al(NO<sub>3</sub>)<sub>3</sub>&#xb7;9H<sub>2</sub>O (Mg/Al molar ratio &#x3d; 1,2,3,4,5) was dissolved in 100&#xa0;mL deionized water as metal salt solution A. Solution B consists of 100&#xa0;mL sodium carbonate solution (0.15&#xa0;M). To obtain the LDH precursor, solution A was dropped into solution B under intense agitation at 65&#xb0;C. The pH during precipitation was monitored by a pH electrode and adjusted with an alkali solution of NaOH (1.0&#xa0;M), a constant value of 10.0 &#xb1; 0.5. The resulting suspension was aged at 65&#xb0;C for 5&#xa0;h. Then the precipitate was filtered and washed with deionized water to pH 7 and dried at 100&#xb0;C for 12&#xa0;h. The obtained solids were the hydrotalcite-structured CuMgAl catalysts precursors. The precursors were ground to fine powder and calcined in static air at 500&#xb0;C for 5&#xa0;h (ramp rate of 2&#xb0;C/min) in a muffle furnace. The resulting material was extruded into a circular sheet, then crushed and sieved into particles with 20&#x2013;40 mesh size. The synthesized catalysts are noted as CuMgAl-x, where x (x &#x3d; 1,2,3,4,5) was the Mg/Al atomic ratio of the catalyst. The content of Cu in all CuMgAl-x catalysts was 10&#xa0;wt%.</p>
</sec>
<sec id="s2-2">
<title>2.2 Catalyst characterization</title>
<p>Using Rigaku SmartLab SE photoelectron spectrometer with Cu K&#x3b1; radiation (40&#xa0;kV, 40&#xa0;mA) to obtain the diffraction characteristics of the prepared material. XRD patterns were recorded for 2&#xa0;h values from 5&#xb0; to 90&#xb0; with a scanning rate of 10&#xb0;C/min.</p>
<p>The pore structure characteristics of the synthesized materials were obtained by N<sub>2</sub> adsorption-desorption method: the synthesized samples were treated at 300&#xb0;C vacua for 4&#xa0;h by Beishide 3H-2000PS2 physical adsorption instrument, and then cooled to &#x2212;196&#xb0;C for N<sub>2</sub> adsorption and desorption experiments, and the changes of N<sub>2</sub> adsorption and desorption with pressure were recorded. The BET equation was used to calculate the specific surface area of the samples, and the BJH equation was used to calculate the pore size distribution and pore volume of the samples.</p>
<p>TEM detection was carried out on the FEI Tecnai G2 F30 transmission electron microscope equipped with X-ray energy spectroscopy (EDX) with a resolution of 0.14&#xa0;nm and a voltage of 210&#xa0;kV. Before detection, the catalyst was reduced by H<sub>2</sub>, and the sample was dissolved in anhydrous ethanol and ultrasounded for 20&#xa0;min. Then the sample was dropped onto a nickel net coated with a carbon film, which was thoroughly dried for testing.</p>
<p>The surface morphology and structural characteristics of the catalyst were ob-served by Hitachi SU8010 scanning electron microscope (SEM) with an operating volt-age of 5&#xa0;kV.</p>
<p>H2 temperature-programmed reduction (H<sub>2</sub>-TPR) was carried out on AutoChem1 &#x2161; 2,920 equipped with a thermal conductivity detector (TCD) to analyze the reduction characteristics of the synthesized samples. Typically, the samples (about 150&#xa0;mg) need to be pretreated under flowing argon for 2&#xa0;h at 300&#xb0;C to remove physically adsorbed water. As the temperature cooled down to 50&#xb0;C, the samples were heated from 50&#xb0;C to 600&#xb0;C at a rate of 5&#xb0;C/min in 10% H<sub>2</sub> flow (balanced with Ar).</p>
<p>The surface basic sites or acid sites of the samples was analyzed by the CO<sub>2</sub> and NH<sub>3</sub> temperature-programmed desorption (TPD) experiment on ChemStar TPx chemisorption analyzer. 0.1&#xa0;g sample was first reduced for 2&#xa0;h at 300&#xb0;C in a 10 vol% H<sub>2</sub>/N<sub>2</sub> flow. After cooling to 50&#xb0;C, the sample was saturated with CO<sub>2</sub> or NH<sub>3</sub> (30&#xa0;mL/min) for adsorption for 0.5&#xa0;h and then flushed with He (40&#xa0;mL/min) for 0.5&#xa0;h. Thereafter, the experiment was tested with a heating rate of 5&#xb0;C/min under He flows.</p>
<p>X-ray photoelectron spectroscopy (XPS) was measured by Kratos XSAM800 spec-trometer, and the elements contained in the samples were tested by Al K&#x3b1; rays (12&#xa0;kV, 15&#xa0;mA, hv &#x3d; 1,486.6&#xa0;eV). The experimental binding energies were calibrated according to C1s (284.6&#xa0;eV).</p>
<p>Inductively coupled plasma optical emission spectroscopy (ICP-OES) was used to determine the element content in the catalyst.</p>
<p>The copper dispersion (D<sub>Cu</sub>), the specific surface area of exposed Cu in the sample (S<sub>Cu</sub>), and the average Cu particle size (d<sub>Cu</sub>) were determined by the N<sub>2</sub>O-TPR method. Typically, 100&#xa0;mg samples were pretreated in N<sub>2</sub> flow at 300&#xb0;C for 1 h, then cooled down to 50&#xb0;C. Thereafter, the samples were heated to 300&#xb0;C at a heating rate of 5&#xb0;C/min. The samples then were reduced with 10 vol% H<sub>2</sub>/N<sub>2</sub> (30&#xa0;mL/min) at 300&#xb0;C for 1 h, the cor-responding consumption of H<sub>2</sub> is defined as X. Then, the reduced samples were exposed to 2 vol% N<sub>2</sub>O/He (30&#xa0;mL/min) at 60&#xb0;C for 1 h, ensuring the surface metal Cu was completely oxidized to Cu<sub>2</sub>O. After that, the samples were purged again with N<sub>2</sub> for 30&#xa0;min and cooled to room temperature. Finally, the sample was heated to 300&#xb0;C in a 10 vol% H<sub>2</sub>/N<sub>2</sub> (30&#xa0;mL/min) at the same temperature ramping, where the amount of H<sub>2</sub> consumption was defined as Y. The D<sub>Cu</sub>, S<sub>Cu</sub>, and d<sub>Cu</sub> were calculated by the following Eqs <xref ref-type="disp-formula" rid="e1">1</xref>&#x2013;<xref ref-type="disp-formula" rid="e3">3</xref>:<disp-formula id="e1">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">u</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
<mml:mi mathvariant="bold-italic">Y</mml:mi>
</mml:mrow>
<mml:mi mathvariant="bold-italic">X</mml:mi>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mn mathvariant="bold">100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
<disp-formula id="e2">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">S</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">u</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
<mml:mi mathvariant="bold-italic">Y</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="bold-italic">N</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="bold">1.4</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:msup>
<mml:mn mathvariant="bold">10</mml:mn>
<mml:mn mathvariant="bold">19</mml:mn>
</mml:msup>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="bold-italic">W</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="bold-italic">X</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
<disp-formula id="e3">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">d</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">u</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn mathvariant="bold">1.1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">u</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where N represents the Avogadro constant (6.02 &#xd7; 10<sup>23</sup> atom mol<sup>&#x2212;1</sup>), and W represents the atomic mass of copper (63.546&#xa0;g/mol).</p>
<p>
<italic>In situ</italic> diffusion reflectance infrared Fourier transform spectroscopy (<italic>in situ</italic> DRIFTS) was recorded on the Nicolet 6,700 spectrometer with an MCT detector. For CO adsorption analysis, the sample was reduced <italic>in situ</italic> at 300&#xb0;C H<sub>2</sub> (20&#xa0;mL/min) for 1&#xa0;h, scanned in Ar for 30 min, and then cooled to room temperature for CO adsorption for 30&#xa0;min. Then Ar scanning was performed again to remove the adsorbed CO substance for 30 min, and the spectrum was collected. The experimental procedure of For <italic>in-situ</italic> FTIR spectroscopy of CO<sub>2</sub> hydrogenation, the catalyst was reduced <italic>in situ</italic> in H<sub>2</sub> (20&#xa0;mL/min) at 300&#xb0;C for 1 h, then purged with He for 30&#xa0;min to remove the physically adsorbed H<sub>2</sub>, and then cooled to 40&#xb0;C to collect the background spectrum. Finally, He was replaced with a mixture of raw materials (CO<sub>2</sub>:H<sub>2</sub>:N<sub>2</sub> &#x3d; 24:72:4), and the process of the intermediate product changing with time was recorded, and the infrared spectrum with a resolution of 4&#xa0;cm<sup>&#x2212;1</sup> was obtained.</p>
</sec>
<sec id="s2-3">
<title>2.3 Catalytic activity tests</title>
<p>Methanol synthesis via CO<sub>2</sub> hydrogenation was carried out in a high-pressure continuous flow fixed-bed reactor. Before the reaction of CO<sub>2</sub> hydrogenation to methanol, 0.5&#xa0;g catalyst mixed with 2.0&#xa0;g quartz sand (both 20&#x2013;40&#xa0;mesh) was loaded into a stainless steel reactor tube with an inner diameter of 10&#xa0;mm. Firstly, the catalyst was reduced by H<sub>2</sub> (50&#xa0;mL/min) at 300&#xb0;C for 4&#xa0;h. Then, the reactor was cooled to 200&#xb0;C, and the feed gas (24% CO<sub>2</sub>, 72% H<sub>2</sub>, and 4% N<sub>2</sub>) with the gas hourly space velocity (GHSV) of 9,000&#xa0;mL&#x22c5;g<sub>cat</sub>
<sup>&#x2212;1</sup>&#x22c5;h<sup>&#x2212;1</sup> was introduced in the reactor that was pressurized to 2.5&#xa0;MPa. All pipelines and valves were heated to 140&#xb0;C by a heating belt to prevent condensation of gas products. The products were quantitatively analyzed online by a Shimadzu GC-2014 gas chromatograph equipped with a thermal conductivity detector (TCD) and a flame ionization detector (FID). The CO<sub>2</sub> conversion rate (X<sub>CO2</sub>), selectivity of CH<sub>3</sub>OH(S<sub>CH3OH</sub>) and space-time yields of CH<sub>3</sub>OH(STY<sub>CH3OH</sub>, g&#x22c5;kg<sub>cat</sub>
<sup>&#x2212;1</sup>&#x22c5;h<sup>&#x2212;1</sup>) were defined as the following Eqs <xref ref-type="disp-formula" rid="e4">4</xref>&#x2013;<xref ref-type="disp-formula" rid="e6">6</xref>:<disp-formula id="e4">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">X</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">O</mml:mi>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="[" close="" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">O</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="" close="]" separators="|">
<mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="[" close="" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">O</mml:mi>
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</mml:mrow>
<mml:mrow>
<mml:mfenced open="" close="]" separators="|">
<mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="bold-italic">o</mml:mi>
<mml:mi mathvariant="bold-italic">u</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="[" close="" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">O</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="" close="]" separators="|">
<mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mn mathvariant="bold">100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
<disp-formula id="e5">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">S</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">H</mml:mi>
<mml:mn mathvariant="bold">3</mml:mn>
<mml:mi mathvariant="bold-italic">O</mml:mi>
<mml:mi mathvariant="bold-italic">H</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="[" close="" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">H</mml:mi>
</mml:mrow>
</mml:mfenced>
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<mml:mn mathvariant="bold">3</mml:mn>
<mml:mrow>
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<mml:mrow>
<mml:mrow>
<mml:mi mathvariant="bold-italic">O</mml:mi>
<mml:mi mathvariant="bold-italic">H</mml:mi>
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</mml:mrow>
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</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="bold-italic">o</mml:mi>
<mml:mi mathvariant="bold-italic">u</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="[" close="" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">O</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="" close="]" separators="|">
<mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mrow>
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<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">O</mml:mi>
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<mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:mrow>
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<mml:mi mathvariant="bold-italic">u</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
</mml:mrow>
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</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mn mathvariant="bold">100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
<disp-formula id="e6">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
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<mml:mi mathvariant="bold-italic">T</mml:mi>
<mml:mi mathvariant="bold-italic">Y</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">H</mml:mi>
<mml:mn mathvariant="bold">3</mml:mn>
<mml:mi mathvariant="bold-italic">O</mml:mi>
<mml:mi mathvariant="bold-italic">H</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">F</mml:mi>
<mml:mrow>
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<mml:mi mathvariant="bold-italic">O</mml:mi>
<mml:mn mathvariant="bold">2</mml:mn>
<mml:mo>,</mml:mo>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">X</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">O</mml:mi>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">S</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">H</mml:mi>
<mml:mn mathvariant="bold">3</mml:mn>
<mml:mi mathvariant="bold-italic">O</mml:mi>
<mml:mi mathvariant="bold-italic">H</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">M</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">H</mml:mi>
<mml:mn mathvariant="bold">3</mml:mn>
<mml:mi mathvariant="bold-italic">O</mml:mi>
<mml:mi mathvariant="bold-italic">H</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">W</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">c</mml:mi>
<mml:mi mathvariant="bold-italic">a</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
</p>
<p>Where, [CO<sub>2</sub>]<sub>in</sub> and [CO<sub>2</sub>]<sub>out</sub> represent the input and output of carbon dioxide (mol), [CH<sub>3</sub>OH]<sub>out</sub> represents the output of methanol (mol), F<sub>CO2</sub>,<sub>in</sub> represents the molar input flow of carbon dioxide (mol&#x22c5;h<sup>&#x2212;1</sup>), and W<sub>cat</sub> represents the mass of catalyst (g). M<sub>CH3OH</sub> represents the molar mass of methanol (g&#x22c5;mol<sup>&#x2212;1</sup>).</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion headings</title>
<sec id="s3-1">
<title>3.1 Physicochemical properties of catalysts</title>
<p>The N<sub>2</sub> adsorption-desorption isotherm and pore size distribution of CuMgAl-x catalysts are shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. <xref ref-type="fig" rid="F1">Figure 1A</xref> showed that all samples had typical type IV adsorption isotherms with different hysteresis curves, indicating that CuMgAl-x catalysts had a typical mesoporous structure (<xref ref-type="bibr" rid="B53">Zeng et al., 2013</xref>). CuMgAl-1 and CuMgAl-2 catalysts exhibited typical H3-type hysteretic loops, which were related to the porosity and slit caused by the aggregation of lamellar particles. In addition, H2-type hysteretic loops can be observed on CuMgAl-4 and CuMgAl-5 samples, which were often associated with complex and interconnected pore structures (<xref ref-type="bibr" rid="B22">Le&#xf3;n et al., 2010</xref>). However, the isotherms of CuMgAl-3 samples showed an intermediate shape between CuMgAl-2 and CuMgAl-4. The pore structure of the sample changed obviously with the increase of the Mg/Al molar ratio. The chemical composition and structural characteristics of the samples are listed in <xref ref-type="table" rid="T1">Table 1</xref>. CuMgAl-3 had the highest S<sub>BET</sub> of 192.3&#xa0;m<sup>2</sup>g<sup>&#x2212;1</sup> among all samples, and the S<sub>BET</sub> value decreased significantly with the further increase of the Mg/Al ratio. On the whole, the change of pore diameter was opposite to S<sub>BET</sub> (<xref ref-type="fig" rid="F1">Figure 1B</xref>). The variation of total specific surface area, pore volume, and average pore size with Mg/Al molar ratio may be related to the difference in pore structure.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>N<sub>2</sub> physical adsorption-desorption of CuMgAl-x catalysts: <bold>(A)</bold> N<sub>2</sub> adsorption isotherm; <bold>(B)</bold> Pore size distribution curves.</p>
</caption>
<graphic xlink:href="fchem-12-1361930-g001.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Textural Properties of CuMgAl-x catalysts.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Catalysts</th>
<th align="center">Cu loadings<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref> (wt.%)</th>
<th align="center">Mg/Al molar ratio<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</th>
<th align="center">Surface area<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref> (m<sup>2</sup>g<sup>&#x2212;1</sup>)</th>
<th align="center">Pore volume<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref> (cm<sup>3</sup>g&#x2212;<sup>1</sup>)</th>
<th align="center">Pore size<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref> (nm)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">CuMgAl-1</td>
<td align="center">10.2</td>
<td align="center">1.1</td>
<td align="center">130.4</td>
<td align="center">0.345</td>
<td align="center">10.4</td>
</tr>
<tr>
<td align="center">CuMgA-2</td>
<td align="center">10.4</td>
<td align="center">2.2</td>
<td align="center">151.4</td>
<td align="center">0.352</td>
<td align="center">9.7</td>
</tr>
<tr>
<td align="center">CuMgA-3</td>
<td align="center">10.1</td>
<td align="center">3.0</td>
<td align="center">192.3</td>
<td align="center">0.384</td>
<td align="center">7.8</td>
</tr>
<tr>
<td align="center">CuMgA-4</td>
<td align="center">10.5</td>
<td align="center">4.1</td>
<td align="center">167.5</td>
<td align="center">0.367</td>
<td align="center">9.1</td>
</tr>
<tr>
<td align="center">CuMgA-5</td>
<td align="center">10.7</td>
<td align="center">5.3</td>
<td align="center">123.2</td>
<td align="center">0.323</td>
<td align="center">11.6</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>Measured by ICP-OES.</p>
</fn>
<fn id="Tfn2">
<label>
<sup>b</sup>
</label>
<p>The surface area, pore volume and pore size of the catalysts were deter-mined by the N<sub>2</sub> adsorption-desorption experiment.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The morphology of calcined CuMgAl-x catalysts was characterized by scanning electron microscope (SEM), and the results are shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. <xref ref-type="fig" rid="F2">Figure 2A</xref> shows the SEM images of the CuMgAl-1 catalyst, the surface of the sample was inlaid with many irregularly shaped nanosheets. In contrast, the existence forms of nanosheets on CuMgAl-2 and CuMgAl-3 samples were quite different, which was reflected in the cross of nanosheets and the formation of flower-like spheres, which was related to the formation of pores (<xref ref-type="bibr" rid="B36">Shao et al., 2020</xref>). It can be found that the flower-like sphere structure formed by nanosheets on CuMgAl-3 samples was more regular, which was conducive to the exposure of pores. When the Mg/Al ratio increased to 4 and 5, the flower-shaped spheres gradually disappeared and formed a more complex pore structure. These results were consistent with BET results, indicating that the morphology of samples varied with the Mg/Al ratio.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>SEM images of the CuMgAl-x catalysts: <bold>(A)</bold> CuMgAl-1, <bold>(B)</bold> CuMgA-2,<bold>(C)</bold> CuMgA-3, <bold>(D)</bold> CuMgA-4, <bold>(E)</bold> CuMgAl-5.</p>
</caption>
<graphic xlink:href="fchem-12-1361930-g002.tif"/>
</fig>
<p>The CuMgAl-x catalysts were characterized by X-ray diffraction (XRD) to detect the crystallinity of the phases, and the results are shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. <xref ref-type="fig" rid="F3">Figure 3A</xref> shows the XRD patterns of the CuMgAl-x precursors. The X-ray characteristic diffraction peaks at 2&#x3b8; &#x3d; 11.4&#xb0;, 22.6&#xb0;, 34.8&#xb0;, 38.8&#xb0;, 45.3&#xb0;, 60.4&#xb0; and 61.7&#xb0; were respectively attributed to the (003), (006), (012), (015), (018), (110) and (113) crystal planes of Mg-Al hydrotalcite structure (JCPDS35-0965), indicating that the hydrotalcite structure was formed successfully in the CuMgAl-x catalysts precursors (<xref ref-type="bibr" rid="B35">Shao et al., 2019</xref>). The peak strength of the hydrotalcite crystal plane of CuMgAl-x catalysts precursors gradually increased with the decrease of the Mg/Al molar ratio and reached the maximum value when Mg/Al &#x3d; 3, which means that CuMgAl-3 had the best crystallinity. Since the charge density of Al<sup>3&#x2b;</sup> was higher than that of Mg<sup>2&#x2b;</sup>, the increase of Al<sup>3&#x2b;</sup> contents increased the charge density on the layer, resulting in the regular layered structure and strong interlayer interaction of CuMgAl-3 (<xref ref-type="bibr" rid="B37">Shi et al., 2021</xref>). The crystallinity of the sample gradually decreases with the further decrease the Mg/Al ratio, which may be caused by the decrease of stability of hydrotalcite caused by excessive Al. The diffraction peak of aluminum hydroxide was only observed in the CuMgAl-1 sample, which may be due to the large amount of Al<sup>3&#x2b;</sup> can not enter the CuMgAl hydrotalcite structure and precipitated in the form of Al(OH)<sub>3</sub>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>XRD patterns of CuMgAl-x catalysts: <bold>(A)</bold> before calcination, <bold>(B)</bold> after calcination.</p>
</caption>
<graphic xlink:href="fchem-12-1361930-g003.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F3">Figure 3B</xref> shows the XRD patterns of the calcined CuMgAl-x catalysts at 500&#xb0;C. After the calcination of precursors, the hydrotalcite structure disappeared in the XRD patterns, indicating that the hydrotalcite structure was destroyed by high-temperature calcination. The X-ray characteristic diffraction peaks at 2&#x3b8; &#x3d; 36.5&#xb0;, 43.1&#xb0;, 62.7&#xb0;, and 78.9&#xb0; correspond to the (111), (200), (220) and (222) crystal planes of MgO (<xref ref-type="bibr" rid="B17">Huang et al., 2015</xref>), respectively, and the characteristic peak intensity of MgO increased with the increase of Mg/Al molar ratio. The X-ray diffraction pattern of the CuMgAl-1 calcined sample showed some peaks corresponding to Al<sub>2</sub>O<sub>3</sub>, which was consistent with the diffraction pattern for the analysis of hydrotalcite precursors. It seemed that after the calcination process, some of the Al<sup>3&#x2b;</sup> in the laminates became part of the lattice while others remained separated, resulting in the production of aluminum oxide. However, as the Mg/Al molar ratio increases, no characteristic peaks associated with CuO, CuAl<sub>2</sub>O<sub>4</sub> spinel, and Al<sub>2</sub>O<sub>3</sub> are detected, possibly because Cu<sup>2&#x2b;</sup> combined with Al<sup>3&#x2b;</sup> into the MgO structure to form Mg(Cu, Al)O solid solutions, indicating that CuO has good dispersion on Mg(Al)O carriers (<xref ref-type="bibr" rid="B23">Li et al., 2016</xref>).</p>
<p>The morphology and Cu particle size distribution of CuMgAl-x catalysts after reduction were observed by transmission electron microscopy (TEM), as shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. The average Cu particle sizes for each sample are shown in <xref ref-type="table" rid="T2">Table 2</xref>. It was evident that CuMgAl-3 exhibited a minimum mean particle size of 5.57&#xa0;nm and a good distribution of Cu particles due to the hydrotalcite structure with high crystallinity, which was conducive to the reduction of Cu particles. In summary, the average particle size of all samples was sorted as follows: CuMgAl-5 (12.02&#xa0;nm)&#x3e;CuMgAl-1 (10.13&#xa0;nm)&#x3e;CuMgAl-4 (8.25&#xa0;nm)&#x3e;CuMgAl-2 (7.95&#xa0;nm)&#x3e;CuMgAl-3 (5.57&#xa0;nm). It was worth noting that neither too high nor too low Mg/Al ratio can obtain satisfactory particle distribution and small particle size of Cu, which indicates that the Mg/Al ratio has a significant effect on the size and distribution of Cu metal particles. The dispersion of active components can be further analyzed by EDX characterization. As shown in <xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>, Cu, Mg, Al, and O elements were uniformly dispersed in the CuMgAl-3 catalyst. <xref ref-type="fig" rid="F4">Figures 4F, G</xref> showed the HRTEM images of CuMgAl-3, in which it can be observed that the lattice fringe of Cu(111) and MgO(220) were in the same region and presented a state of mutual combination, which proved that there is a strong interaction between Cu and MgO (<xref ref-type="bibr" rid="B5">Chen et al., 2024</xref>).</p>
<fig id="F4" position="float" fig-type="figure">
<label>FIGURE 4</label>
<caption>
<p>TEM images of the reduced CuMgAl-x catalysts, <bold>(A)</bold> CuMgAl-1, <bold>(B)</bold> CuMgA-2, <bold>(C)</bold> CuMgA-3, <bold>(D)</bold> CuMgA-4, <bold>(E)</bold> CuMgAl-5, <bold>(A&#x2032;&#x2013;E&#x2032;)</bold> corresponding Cu particle size distribution, <bold>(F&#x2013;G)</bold> HR-TEM images of CuMgA-3.</p>
</caption>
<graphic xlink:href="fchem-12-1361930-g004.tif">
</graphic>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Average Cu size, Cu dispersions and Cu specific surface area of CuMgAl-x catalysts.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Catalysts</th>
<th align="center">d<sub>Cu</sub>
<xref ref-type="table-fn" rid="Tfn3">
<sup>a</sup>
</xref>/(nm)</th>
<th align="center">D<sub>Cu</sub>
<xref ref-type="table-fn" rid="Tfn4">
<sup>b</sup>
</xref>/(%)</th>
<th align="center">S<sub>Cu</sub>
<xref ref-type="table-fn" rid="Tfn4">
<sup>b</sup>
</xref>/(m<sup>2</sup>g&#x2212;<sup>1</sup>)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">CuMgA-1</td>
<td align="center">10.13</td>
<td align="center">22.8</td>
<td align="center">22.7</td>
</tr>
<tr>
<td align="center">CuMgA-2</td>
<td align="center">7.95</td>
<td align="center">26.2</td>
<td align="center">30.5</td>
</tr>
<tr>
<td align="center">CuMgA-3</td>
<td align="center">5.57</td>
<td align="center">31.5</td>
<td align="center">33.3</td>
</tr>
<tr>
<td align="center">CuMgA-4</td>
<td align="center">8.25</td>
<td align="center">24.6</td>
<td align="center">28.2</td>
</tr>
<tr>
<td align="center">CuMgA-5</td>
<td align="center">12.02</td>
<td align="center">19.1</td>
<td align="center">18.6</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn3">
<label>
<sup>a</sup>
</label>
<p>The size of Cu particles (d<sub>Cu</sub>) on the reduced Cu-based catalyst was calculated by TEM.</p>
</fn>
<fn id="Tfn4">
<label>
<sup>b</sup>
</label>
<p>The dispersion (D<sub>Cu</sub>) and surface area (S<sub>Cu</sub>) of Cu particles on the catalyst surface were determined by the N<sub>2</sub>O chemisorption method.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The reduction performance of CuMgAl-x catalysts was analyzed through the characterization of hydrogen temperature programmed reduction (H<sub>2</sub>-TPR). As shown in <xref ref-type="fig" rid="F5">Figure 5</xref>, all samples exhibited two reduction peaks, where the &#x3b1; peak at around 181&#xb0;C was attributed to the reduction of highly dispersed CuO particles, while the &#x3b2; peak at higher temperatures (&#x3e;210&#xb0;C) was attributed to the reduction of bulk CuO interacting with MgO or Al<sub>2</sub>O<sub>3</sub> (<xref ref-type="bibr" rid="B5">Chen et al., 2024</xref>). Obviously, CuO species on the surface of CuMgAl-3 catalyst had better dispersion than other catalysts. When the Mg/Al molar ratio increased from 1 to 3, the reduction temperature of the &#x3b2; peak decreased from 235&#xb0;C to 224&#xb0;C, which may be due to the strong interaction between CuO and MgO, which weaken the strength of the Cu-O bond. However, as the Mg/Al molar ratio increased from 3 to 5, the reduction temperature of CuO increased again, which was related to the accumulation of CuO.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>H<sub>2</sub>-TPR curves of the calcined CuMgAl-x catalysts The basic property of the reduced CuMgAl-x catalysts was characterized by CO<sub>2</sub>-TPD, and the results are shown in <xref ref-type="fig" rid="F6">Figure 6</xref> and <xref ref-type="table" rid="T3">Table 3</xref>. Desorption curves of all catalysts can be deconvoluted into three Gaussian peaks. The desorption peaks at about 201&#xb0;C belong to weak basic sites (&#x3b1; peak), the desorption peaks at 298&#xb0;C belong to moderate strong basic sites (&#x3b2; peak), and the desorption peaks above 441&#xb0;C belong to strong basic sites (&#x3b3; peak) (<xref ref-type="bibr" rid="B25">Liu et al., 2013</xref>). The weak basic sites are related to the hydroxyl group on the catalyst surface, the moderate basic sites are attributed to the Mg-O pairs, and the strong basic sites are related to the low coordination unsaturated O<sup>2-</sup> ions (<xref ref-type="bibr" rid="B22">Le&#xf3;n et al., 2010</xref>). It can be observed that the desorption peak shifted to higher temperatures as the Mg/Al ratio increased from 1 to 3. In addition, the total number of basic sites and proportion of moderate-strong basic sites in catalysts also increased, which was conducive to CO<sub>2</sub> adsorption and further hydrogenation to methanol (<xref ref-type="table" rid="T2">Table 2</xref>). But, when the ratio of Mg/Al increased from 3 to 5, the number and intensity of basic sites decreased. This may be due to the higher Mg/Al ratio resulting in partial collapse of the hydrotalcite during the synthesis process and reduced the crystallinity (<xref ref-type="bibr" rid="B17">Huang et al., 2015</xref>), which was consistent with XRD analysis.</p>
</caption>
<graphic xlink:href="fchem-12-1361930-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>CO<sub>2</sub>-TPD curves of the reduced CuMgAl-x catalysts.</p>
</caption>
<graphic xlink:href="fchem-12-1361930-g006.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>The distribution of basic sites over CuMgAl-x catalysts.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Catalysts</th>
<th colspan="3" align="center">Temperature (&#xb0;C)</th>
<th rowspan="2" align="center">Total basic sites (&#x3bc;mol/g)</th>
<th colspan="2" align="center">Peak area fraction (%)</th>
</tr>
<tr>
<th align="center">Site &#x3b1;</th>
<th align="center">Site &#x3b2;</th>
<th align="center">Site &#x3b3;</th>
<th align="center">Site &#x3b1;</th>
<th align="center">Site &#x3b2;&#x2b;&#x3b3;</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">CuMgA-1</td>
<td align="center">168</td>
<td align="center">244</td>
<td align="center">374</td>
<td align="center">223</td>
<td align="center">23.4</td>
<td align="center">76.6</td>
</tr>
<tr>
<td align="center">CuMgA-2</td>
<td align="center">187</td>
<td align="center">269</td>
<td align="center">397</td>
<td align="center">248</td>
<td align="center">16.2</td>
<td align="center">83.8</td>
</tr>
<tr>
<td align="center">CuMgA-3</td>
<td align="center">201</td>
<td align="center">298</td>
<td align="center">441</td>
<td align="center">261</td>
<td align="center">14.1</td>
<td align="center">85.9</td>
</tr>
<tr>
<td align="center">CuMgA-4</td>
<td align="center">191</td>
<td align="center">275</td>
<td align="center">388</td>
<td align="center">233</td>
<td align="center">18.3</td>
<td align="center">81.7</td>
</tr>
<tr>
<td align="center">CuMgA-5</td>
<td align="center">176</td>
<td align="center">244</td>
<td align="center">369</td>
<td align="center">215</td>
<td align="center">27.3</td>
<td align="center">72.7</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>It is well known that the performace of CO<sub>2</sub> hydrogenation to methanol is also closely related to the acidity of the catalyst surface (<xref ref-type="bibr" rid="B61">Zhou et al., 2021</xref>), which can be detected by NH<sub>3</sub> temperature-programmed desorption (NH<sub>3</sub>-TPD). The NH<sub>3</sub>-TPD profiles of CuMgAl-x catalysts are illustrated in <xref ref-type="fig" rid="F7">Figure 7</xref>. Using the Gaussian curve fitting method, the peaks are also deconvoluted to obtain the semiquantitative analysis. The calculated results are listed in <xref ref-type="table" rid="T4">Table 4</xref>. The desorption peaks at about 155&#xb0;C belong to weak acid sites (&#x2160; peak), the desorption peaks at 301&#xb0;C belong to medium acid sites (&#x2161; peak), and the desorption peaks above 446&#xb0;C belong to strong acid sites (&#x2162; peak), which should be attributed to the Lewis acidity of MgO-Al<sub>2</sub>O<sub>3</sub> mixed oxide (<xref ref-type="bibr" rid="B47">Xia et al., 2016</xref>). It is evident that when the Mg/Al molar ratio rises, the amount of total acidic sites of CuMgAl-x catalysts falls noticeably, and the CuMgAl-1 catalyst with the lowest Mg concentration showed the highest amount of total acidic sites. The explanation for this is that the presence of MgO can lessen the acidity of catalysts. Moreover, <xref ref-type="table" rid="T4">Table 4</xref> shows that the proportion of acid sites at the two high temperature peaks (II &#x2b; III) of CuMgAl-3 is 82.4%, which is higher than other catalysts.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>NH<sub>3</sub>-TPD curves of the CuMgAl-x catalysts.</p>
</caption>
<graphic xlink:href="fchem-12-1361930-g007.tif"/>
</fig>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>The distribution of acidic sites over CuMgAl-x catalysts.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Catalysts</th>
<th colspan="3" align="center">Temperature (&#xb0;C)</th>
<th rowspan="2" align="center">Total acidic sites (&#x3bc;mol/g)</th>
<th colspan="2" align="center">Peak area fraction (%)</th>
</tr>
<tr>
<th align="center">&#x2160;</th>
<th align="center">&#x2161;</th>
<th align="center">&#x2162;</th>
<th align="center">&#x2160;</th>
<th align="center">&#x2161;&#x2b;&#x2162;</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">CuMgA-1</td>
<td align="center">155</td>
<td align="center">301</td>
<td align="center">446</td>
<td align="center">192</td>
<td align="center">27.3</td>
<td align="center">72.7</td>
</tr>
<tr>
<td align="center">CuMgA-2</td>
<td align="center">156</td>
<td align="center">298</td>
<td align="center">448</td>
<td align="center">176</td>
<td align="center">22.5</td>
<td align="center">77.5</td>
</tr>
<tr>
<td align="center">CuMgA-3</td>
<td align="center">158</td>
<td align="center">301</td>
<td align="center">447</td>
<td align="center">163</td>
<td align="center">17.6</td>
<td align="center">82.4</td>
</tr>
<tr>
<td align="center">CuMgA-4</td>
<td align="center">157</td>
<td align="center">300</td>
<td align="center">444</td>
<td align="center">152</td>
<td align="center">20.8</td>
<td align="center">79.2</td>
</tr>
<tr>
<td align="center">CuMgA-5</td>
<td align="center">159</td>
<td align="center">303</td>
<td align="center">446</td>
<td align="center">133</td>
<td align="center">26.2</td>
<td align="center">73.8</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>XPS analysis of all catalysts was carried out to investigate the important influence of catalyst surface Cu state on the catalytic behavior. <xref ref-type="fig" rid="F8">Figure 8A</xref> shows the XPS spectra of all CuMgAl-x catalysts after reduction. In the Cu 2p spectrum, the characteristic peaks at 932.8 and 952.5eV corresponded to the reduced Cu<sup>0</sup>/Cu<sup>&#x2b;</sup>, and the characteristic peaks at 934.8 and 954.7 corresponded to the Cu<sup>2&#x2b;</sup> species (<xref ref-type="bibr" rid="B39">Song et al., 2023b</xref>). The binding energy of Cu 2p<sub>3/2</sub> of CuMgAl-x catalyst (932.8&#x2013;933.1&#xa0;eV) was higher than the standard value (932.6&#xa0;eV), which indicated the existence of electron transfer from Cu to MgO, forming a metal-support strong interaction (MSI) (<xref ref-type="bibr" rid="B45">Wang et al., 2023b</xref>). In order to further study the chemical state on the surface of the reduction catalyst, the distribution of Cu species was further studied by <italic>in-situ</italic> infrared spectroscopy using CO as the probe molecule of the irreversible adsorption reaction, and the results were shown in <xref ref-type="fig" rid="F8">Figure 8B</xref>. After CO adsorption and He purification, the physically adsorbed CO disappeared, while the chemisorbed CO bands remained near 2,148&#xa0;cm<sup>&#x2212;1</sup> and 2096&#xa0;cm<sup>&#x2212;1</sup>, which were attributed to the linear stretching of Cu<sup>&#x2b;</sup>-CO and Cu<sup>0</sup>-CO species (<xref ref-type="bibr" rid="B30">Nielsen et al., 2021</xref>), respectively. This indicated that copper oxide was reduced to Cu<sup>&#x2b;</sup>/Cu<sup>0</sup> pairs rather than fully reduced to Cu<sup>0</sup> species under the reduction conditions in this study. <xref ref-type="sec" rid="s10">Supplementary Figure S2</xref> displays the Cu LMM Auger transition spectra of the reduced CuMgAl-x catalysts. The characteristic peaks near 912.7 eV and 918.5&#xa0;eV are responsible for the signals of Cu<sup>&#x2b;</sup> and Cu<sup>0</sup>, respectively. The percentage of Cu<sup>&#x2b;</sup> and Cu<sup>0</sup> content can be estimated by integrating the two characteristic peaks (<xref ref-type="bibr" rid="B29">Lu et al., 2019</xref>; <xref ref-type="bibr" rid="B57">Zhao et al., 2021</xref>). As shown in <xref ref-type="fig" rid="F8">Figure 8C</xref>, a volcanic trend was presented between the ratio of Cu<sup>&#x2b;</sup>/(Cu<sup>&#x2b;</sup>&#x2b;Cu<sup>0</sup>) and the molar ratio of Mg/Al. Among all the samples, CuMgAl-3 reached the highest value of 36.7%. This difference allowed us to relate the interaction between CuO and MgO, and the stronger interaction was conducive to the formation of more Cu<sup>&#x2b;</sup> species in the Cu-MgO interface, which has been confirmed by many researchers (<xref ref-type="bibr" rid="B44">Wang et al., 2023a</xref>; <xref ref-type="bibr" rid="B2">Chen et al., 2023</xref>; <xref ref-type="bibr" rid="B56">Zhang et al., 2023</xref>). <xref ref-type="fig" rid="F8">Figures 8D&#x2013;F</xref>) showed the XPS spectra of Mg 2p, Al 2p and O 1s, respectively. With the increase of Mg content, Mg 2p gradually moved to the direction of low binding energy, and Al 2p basically remained unchanged. In the O 1s spectrum, two characteristic peaks were observed at 531.9 and 533.0 eV, belonging to lattice oxygen (O<sub>latt</sub>) and adsorbed oxygen (O<sub>ads</sub>), respectively (<xref ref-type="bibr" rid="B56">Zhang et al., 2023</xref>). Obviously, with the increase of Mg content, O<sub>latt</sub> and O<sub>ads</sub> moved to the direction of low binding energy, which was caused by the strong interaction between Cu and MgO (Chen. et al., 2024; <xref ref-type="bibr" rid="B34">Sha et al., 2021</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>
<bold>(A)</bold> XPS spectra in the region of Cu 2p, <bold>(B)</bold> Infrared spectra of CO adsorption on the reduced CuMgAl-x catalysts, <bold>(C)</bold> The relationship between the ratio of Cu<sup>&#x2b;</sup>/(Cu<sup>&#x2b;</sup>&#x2b;Cu<sup>0</sup>) and the molar ratio of Mg/Al, <bold>(D&#x2013;F)</bold> XPS spectra in the region of Mg 2p, Al 2p and O 1s.</p>
</caption>
<graphic xlink:href="fchem-12-1361930-g008.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Catalytic activity tests</title>
<p>
<xref ref-type="fig" rid="F9">Figure 9</xref> shows the catalytic performance of CO<sub>2</sub> hydrogenation to methanol on the prepared CuMgAl-x catalysts. It can be noted in <xref ref-type="fig" rid="F9">Figure 9A</xref> that the conversion of CO<sub>2</sub> increased with the increase in reaction temperature, which indicated that high tem-perature was conducive to the activation and conversion of CO<sub>2</sub>. It can be found in <xref ref-type="fig" rid="F9">Figure 9B</xref> that the selectivity of CH<sub>3</sub>OH decreased with the increase in temperature, which was contrary to the change trend of CO<sub>2</sub> conversion. In fact, there are two important competitive reactions in CO<sub>2</sub> hydrogenation to methanol. The first one is the methanol synthesis, and the second one is the reverse water gas shift (RWGS) reaction (<xref ref-type="bibr" rid="B38">Singh et al., 2021</xref>; <xref ref-type="bibr" rid="B41">Stangeland et al., 2021</xref>). The equilibrium of these reactions can be described as Eqs <xref ref-type="disp-formula" rid="e7">7</xref>, <xref ref-type="disp-formula" rid="e8">8</xref>:<disp-formula id="e7">
<mml:math id="m8">
<mml:mrow>
<mml:msub>
<mml:mtext>CO</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>3</mml:mn>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x2194;</mml:mo>
<mml:msub>
<mml:mtext>CH</mml:mtext>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:mtext>OH</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mtext>&#x2003;</mml:mtext>
<mml:mo>&#x394;</mml:mo>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2010;</mml:mo>
<mml:mn>49.5</mml:mn>
<mml:msup>
<mml:mtext>kJmol</mml:mtext>
<mml:mrow>
<mml:mo>&#x2010;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>
<disp-formula id="e8">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mtext>CO</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x2194;</mml:mo>
<mml:mtext>CO</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mtext>&#x2003;</mml:mtext>
<mml:mo>&#x394;</mml:mo>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>41.2</mml:mn>
<mml:msup>
<mml:mtext>kJmol</mml:mtext>
<mml:mrow>
<mml:mo>&#x2010;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>
</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>
<bold>(A)</bold> CO<sub>2</sub> conversion, <bold>(B)</bold> CH<sub>3</sub>OH selectivity, <bold>(C)</bold> The relationship between STY of CH<sub>3</sub>OH and Mg/Al molar ration, <bold>(D)</bold> Arrhenius plots for CuMgAl-x catalyst. The catalytic performance of CuMgAl-3 catalyst over time. Reaction conditions: 240&#xb0;C, 2.5 Mpa and 9,000&#xa0;mL&#x22c5;g<sub>cat</sub>
<sup>&#x2212;1</sup>&#x22c5;h<sup>&#x2212;1</sup>, CO<sub>2</sub>/H<sub>2</sub>/N<sub>2</sub> (molar ratio &#x3d; 24:72:4)</p>
</caption>
<graphic xlink:href="fchem-12-1361930-g009.tif"/>
</fig>
<p>As shown in reaction (7), methanol synthesis was an exothermic reversible reaction and its equilibrium constant decreased with the increase in reaction temperature. In addition, compared with the RWGS reaction (8), the methanol synthesis reaction had lower apparent activation energy. Therefore, in the whole temperature range, the selectivity of CH<sub>3</sub>OH decreased with the increase in reaction temperature. As shown in <xref ref-type="fig" rid="F9">Figure 9C</xref>, according to the data of CO<sub>2</sub> conversion and methanol selectivity, the relationship between space-time yield of methanol (STY<sub>CH3OH</sub>) and Mg/Al molar ratio was obtained with a volcanic relationship, which indicated that the Mg/Al molar ratio had a greater influence on the performance of CuMgAl-x catalysts. The order of STY<sub>CH3OH</sub> of all catalysts at this temperature was as follows: CuMgAl-3 (418.9&#xa0;g&#x22c5;kg<sub>cat.</sub>
<sup>&#x2212;1</sup>&#x22c5;h<sup>&#x2212;1</sup>)&#x3e;CuMgAl-2 (323.8&#xa0;g&#x22c5;kg<sub>cat.</sub>
<sup>&#x2212;1</sup>&#x22c5;h<sup>&#x2212;1</sup>)&#x3e;CuMgAl-4 (269.4&#xa0;g&#x22c5;kg<sub>cat.</sub>
<sup>&#x2212;1</sup>&#x22c5;h<sup>&#x2212;1</sup>)&#x3e;CuMgAl-1 (209.6&#xa0;g&#x22c5;kg<sub>cat.</sub>
<sup>&#x2212;1</sup>&#x22c5;h<sup>&#x2212;1</sup>)&#x3e;CuMgAl-5 (147.6&#xa0;g&#x22c5;kg<sub>cat.</sub>
<sup>&#x2212;1</sup>&#x22c5;h<sup>&#x2212;1</sup>). The catalytic performance of all catalysts was measured under the conditions of temperature(T) &#x3d; 240&#xb0;C, pressure(P) &#x3d; 2.5&#xa0;MPa, WHSV &#x3d; 9,000&#xa0;mL&#x22c5;g<sub>cat</sub>
<sup>&#x2212;1</sup>&#x22c5;h<sup>&#x2212;1</sup>, CO<sub>2</sub>/H<sub>2</sub>/N<sub>2</sub> (molar ratio) &#x3d; 24:72:4. The apparent activation energy (E) was calculated by the Arrhenius equation (<xref ref-type="bibr" rid="B28">Lu et al., 2018</xref>; <xref ref-type="bibr" rid="B55">Zhang et al., 2024a</xref>), as shown in <xref ref-type="fig" rid="F9">Figure 9D</xref>. Among all catalysts, CuMgAl-3 showed the lowest apparent activation energy of 20.1&#xa0;kJ/mol.</p>
<p>The operational stability of catalysts is one of the key issues in catalyst development. The catalytic performance of the CuMgAl-3 catalyst changes over time, as shown in <xref ref-type="sec" rid="s10">Supplementary Figure S3</xref>. Both CO<sub>2</sub> conversion and methanol selectivity showed good stability during the catalysis test for 150 h, indicating that the active site in the CuMgAl-3 catalyst remained stable. As shown in <xref ref-type="sec" rid="s10">Supplementary Figure S4</xref>, the spent-CuMgAl-3 catalyst was characterized by XRD and compared with the fresh-CuMgAl-3 catalyst. It can be seen from the results that the XRD pattern of the spent-CuMgAl-3 catalyst was similar to that of the fresh-CuMgAl-3 catalyst, and no obvious characteristic peak of metal Cu was found, indicating that Cu particles were well dispersed after the reaction. As shown in <xref ref-type="sec" rid="s10">Supplementary Figure S5</xref>, the TEM characterization of the used CuMgAl-3 catalyst showed that the Cu particle size after the reaction (7.48&#xa0;nm) was slightly increased compared with that before the reaction (5.57&#xa0;nm), and there was no obvious sintering, indicating that the Cu particles in CuMgAl-3 catalyst still had good dispersion after the reaction.</p>
<p>The above results indicated that a suitable molar ratio of Mg/Al was beneficial to improve the catalytic performance of CuMgAl-x catalyst for CO<sub>2</sub> hydrogenation to methanol. CuMgAl-3 catalyst with Mg/Al molar ratio of 3 had the maximum CO<sub>2</sub> conversion (14.3%) and methanol selectivity (94.5%) at 240&#xb0;C and 2.5&#xa0;MPa. CuMgAl-3 catalyst with the best performance had the highest Cu dispersion (32.4%) and the largest Cu surface area (S<sub>Cu</sub>, 31.1&#xa0;m<sup>2</sup>/g), exposing the most Cu species, which was conducive to the interaction of Cu particles with MgO and formed more Cu-MgO active interfaces. As shown in <xref ref-type="fig" rid="F10">Figure 10A</xref>, there was a positive correlation between STY<sub>CH3OH</sub> and S<sub>Cu</sub>. The high S<sub>Cu</sub> provided more active sites for the adsorption and activation of CO<sub>2</sub> and H<sub>2</sub>, thus obtaining higher catalytic activity (<xref ref-type="bibr" rid="B7">Dharmalingam et al., 2023</xref>). However, the relationship between STY<sub>CH3OH</sub> and S<sub>Cu</sub> was not linear, which proved that not only does the S<sub>Cu</sub> have an effect on catalytic activity, but other factors also have an effect on catalytic activity. In addition, the electronic state of Cu also affected the catalytic performance of Cu-based catalysts (<xref ref-type="bibr" rid="B59">Zheng et al., 2023</xref>). It can be seen from <xref ref-type="fig" rid="F8">Figure 8</xref> that both Cu<sup>0</sup> and Cu<sup>&#x2b;</sup> existed on the CuMgAl-x catalyst, and the ratio of Cu<sup>&#x2b;</sup>/(Cu<sup>&#x2b;</sup>&#x2b;Cu<sup>0</sup>) can be adjusted by changing the Mg/Al molar ratio. Generally, Cu<sup>0</sup> is exposed to the surface of the catalyst and played a fundamental role in the adsorption and activation of H<sub>2</sub>, while Cu<sup>&#x2b;</sup> produced by the strong interaction between Cu and the carrier plays a positive role in the adsorption of CO, which effectively improves the selectivity of methanol. (<xref ref-type="bibr" rid="B33">Samson et al., 2014</xref>; <xref ref-type="bibr" rid="B40">Song et al., 2023a</xref>). <xref ref-type="fig" rid="F10">Figure 10B</xref> shows the relationship between STY<sub>CH3OH</sub> and the ratio of Cu<sup>&#x2b;</sup>/(Cu<sup>&#x2b;</sup> &#x2b;Cu<sup>0</sup>), and the relationship between the two was linear, which indicated that Cu<sup>&#x2b;</sup> had a greater influence on the performance of the catalyst.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>
<bold>(A)</bold> The relationship between STY of CH<sub>3</sub>OH and S<sub>Cu</sub>, <bold>(B)</bold> The relationship between STY of CH<sub>3</sub>OH and the ratio of Cu<sup>&#x2b;</sup>/(Cu<sup>&#x2b;</sup>&#x2b;Cu<sup>0</sup>).</p>
</caption>
<graphic xlink:href="fchem-12-1361930-g010.tif"/>
</fig>
<p>In order to further analyze the catalytic performance of the CuMgAl-3 catalyst, CuMgAl-3 catalyst were compared with some typical catalysts for CO<sub>2</sub> hydrogenation to methanol. Based on the STY<sub>CH3OH</sub>, the results were listed in <xref ref-type="sec" rid="s10">Supplementary Table S1</xref>. The catalytic performance of the CuMgAl-3 catalyst was better than that of traditional Cu-based catalysts (<xref ref-type="bibr" rid="B21">Lei et al., 2016</xref>; <xref ref-type="bibr" rid="B48">Xiao et al., 2017</xref>; <xref ref-type="bibr" rid="B3">Chen et al., 2022</xref>) and the catalysts containing Mg and Al elements at the same time (<xref ref-type="bibr" rid="B31">Ren et al., 2015</xref>; <xref ref-type="bibr" rid="B10">Fang et al., 2019a</xref>; <xref ref-type="bibr" rid="B11">Fang et al., 2019b</xref>; <xref ref-type="bibr" rid="B6">Cored et al., 2022</xref>). The STY<sub>CH3OH</sub> of CU-0.5-300 (<xref ref-type="bibr" rid="B26">Liu et al., 2020</xref>) and Pd/In<sub>2</sub>O<sub>3</sub> (<xref ref-type="bibr" rid="B32">Rui et al., 2017</xref>) was higher than that of CuMgAl-3, mainly because the activity tests of these catalysts were performed at higher GHSV, pressure, or temperature. In particular, the increase in the GHSV can significantly increase the methanol production capacity, resulting in higher STY<sub>CH3OH</sub>. In summary, CuMgAl-3 has excellent catalytic performance with the advantages of low cost, green environmental protection, and easy industrial production, so it can be used as an ideal catalyst for methanol synthesis.</p>
</sec>
<sec id="s3-3">
<title>3.3 Reaction pathway and structure-performance relationship</title>
<p>
<italic>In situ</italic> DRIFTS experiments were conducted on CuMgAl-1, CuMgAl-3 and CuMgAl-5 catalysts using CO<sub>2</sub> &#x2b; H<sub>2</sub> as reactants to explore the possible mechanism of CO<sub>2</sub> hydrogenation. <xref ref-type="fig" rid="F11">Figure 11</xref> shows the transient evolution of major surface substances during CO<sub>2</sub> hydrogenation of these catalysts at 40&#xb0;C&#x2013;320&#xb0;C. For the CuMgAl-1 catalyst (<xref ref-type="fig" rid="F11">Figure 11A</xref>), three characteristic peaks were found at 1431,1538 and 1,646&#xa0;cm<sup>&#x2212;1</sup> are attributed to carbonate (CO<sub>3</sub>&#x2a;) and bicarbonate (HCO<sub>3</sub>&#x2a;) at 40&#xb0;C, and no other characteristic peaks were found at this temperature (<xref ref-type="bibr" rid="B16">Hartadi et al., 2016</xref>). When the temperature rises further to 120&#xb0;C, the characteristic peak intensity of formate (the peaks at 1,601, 1,362, 2,872 and 2,968&#xa0;cm<sup>&#x2212;1</sup>attributed to the symmetric vibration of &#x3bd;<sub>s</sub> (OCO), the symmetric OCO stretching vibrations &#x3bd;<sub>s</sub> (OCO), the CH stretching vibrations &#x3bd;(CH), the CH bending &#x3b4;(CH) and asymmetric OCO stretching vibration &#x3bd;<sub>as</sub> (OCO), respectively) increases rapidly, but the characteristic peak of the methoxy species (the peaks at 2,928 and 1,040&#xa0;cm<sup>&#x2212;1</sup> attributed to the asymmetric CH<sub>3</sub> stretching vibration &#x3bd;<sub>as</sub> (CH<sub>3</sub>) and the OCO stretching vibrations &#x3bd;(CO), respectively) does not appear until 160&#xb0;C (<xref ref-type="bibr" rid="B51">Yan et al., 2022</xref>; <xref ref-type="bibr" rid="B45">Wang et al., 2023b</xref>; <xref ref-type="bibr" rid="B43">Tian et al., 2023</xref>). When the temperature gradually increases to 240&#xb0;C, the conversion of formate (HCOO&#x2a;) to CH<sub>3</sub>O&#x2a; substance was promoted, which is characterized by a gradually stronger signal of CH<sub>3</sub>O&#x2a; and a gradually weaker band of HCOO&#x2a;. At the same time, it was found that the strength of bicarbonate (HCO<sub>3</sub>&#x2a;) reached the maximum when the temperature rose to 120&#xb0;C, but there was no obvious change in strength when the temperature continued to rise, indicating that the ability of HCO<sub>3</sub>&#x2a; to convert into HCOO&#x2a; on CuMgAl-1 was weak. In addition, the characteristic peak of CO was found in 2013&#xa0;cm<sup>&#x2212;1</sup>, indicating the existence of RGWS reaction, and high temperature was conducive to the generation of CO (<xref ref-type="bibr" rid="B19">Kattel et al., 2016</xref>).</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>
<italic>In situ</italic> FTIR spectra of CO<sub>2</sub> hydrogenation reaction over <bold>(A)</bold> CuMgAl-1, <bold>(B)</bold> CuMgAl-3, <bold>(C)</bold> CuMgAl-5 catalysts in the test temperature range from 40&#xb0;C to 320&#xb0;C. (0.1 Mpa, H<sub>2</sub>/CO<sub>2</sub>/N<sub>2</sub> &#x3d; 72:24:4)</p>
</caption>
<graphic xlink:href="fchem-12-1361930-g011.tif"/>
</fig>
<p>For the CuMgAl-3 catalyst (<xref ref-type="fig" rid="F11">Figure 11B</xref>), the signal strength of CO<sub>3</sub>&#x2a; and HCO<sub>3</sub>&#x2a; was stronger than that of CuMgAl-1 at 40&#xb0;C, indicating that the CuMgAl-3 had stronger CO<sub>2</sub> adsorption capacity, which was consistent with the conclusion in <xref ref-type="fig" rid="F6">Figure 6</xref>. With the increase of temperature, the conversion of CO<sub>3</sub>&#x2a; species to HCOO&#x2a; species can still be found, but the signal strength of the CH<sub>3</sub>O&#x2a; group on CuMgAl-3 was significantly greater than that on CuMgAl-1, which was consistent with less CO<sub>3</sub>&#x2a; accumulation on CuMgAl-3. In addition, the HCO<sub>3</sub>&#x2a; characteristic peak on CuMgAl-3 completely disappeared at 200&#xb0;C. This phenomenon indicated that CO<sub>3</sub>&#x2a; and HCO<sub>3</sub>
<sup>&#x2212;</sup> species on CuMgAl-3 were more easily converted to formates at low temperatures, which was conducive to further conversion to methanol, which may relate to the stronger Cu-MgO interaction on CuMgAl-3 catalyst. It can be seen from the H<sub>2</sub>-TPD (<xref ref-type="sec" rid="s10">Supplementary Figure S6</xref>) results that CuMgAl-3 had the largest H<sub>2</sub> desorption peak at low-temperature, indicating that it had the best H<sub>2</sub> activation capacity because the strong Cu-MgO interaction was conducive to the formation of highly dispersed Cu nanoparticles that promote H<sub>2</sub> dissociation, which will promote the hydrogenation of intermediate species CO<sub>3</sub>&#x2a; and HCO<sub>3</sub>
<sup>&#x2212;</sup> to HCOO&#x2a;. At the same time, it was found that the accumulation of CO in CuMgAl-3 at high-temperature was smaller than that in CuMgAl-1, which was because the formation of more Cu<sup>&#x2b;</sup> enhances the adsorption of CO, thus improving the selectivity of methanol (<xref ref-type="bibr" rid="B52">Yao et al., 2019</xref>). For the CuMgAl-5 catalyst (<xref ref-type="fig" rid="F11">Figure 11C</xref>), the HCOO&#x2a; species and CH<sub>3</sub>O&#x2a; group strength were lower than CuMgAl-1 and CuMgAl-3 during temperature rise, and the CO strength was the highest at high-temperature, indicating that excessive Mg/Al has a negative effect on the catalytic performance.</p>
<p>Based on the above discussion, there is no doubt that the interaction between active Cu and MgO on CuMgAl-3 catalyst plays an irreplaceable role in the hydrogenation of CO<sub>2</sub> to the methanol synthesis. The Cu-MgO interaction on CuMgAl-x catalysts can be changed by changing the Mg/Al ratio. It was well known that catalysts with higher D<sub>Cu</sub> are more dominant in stability, and smaller metal particles tend to provide more active sites, thus promoting adsorption and activation of reactants at the interface (<xref ref-type="bibr" rid="B60">Zhong et al., 2020</xref>). <xref ref-type="fig" rid="F12">Figure 12</xref> describes the mechanism comparison of CuMgAl-x catalysts for CO<sub>2</sub> hydrogenation to methanol before and after the optimization of Mg/Al ratio. In this study, the diversity of basic sites on CuMgAl-x catalyst was affected by MSI. The interaction between Cu and MgO was enhanced when the Mg/Al ratio increased from 1 to 3. However, the number of basic sites of the catalyst decreased when further increasing the Mg/Al ratio, which due to the reduction of crystallinity of the hydrotalcite structure in the catalyst precursor by excess Mg. Therefore, the good alkalinity of the CuMgAl-3 catalyst was conducive to the adsorption of CO<sub>2</sub>. In addition, when the Mg/Al ratio was optimized to 3, the Cu with higher dispersion and smaller particle size was obtained on the CuMgAl-3 catalyst due to the strong interaction between Cu and MgO, which made H<sub>2</sub> more easily dissociated, the overflow of H allows CO<sub>3</sub>&#x2a; and HCO<sub>3</sub>
<sup>&#x2a;</sup> to be quickly converted to HCOO<sup>&#x2a;</sup>, which facilitates further conversion to CH<sub>3</sub>O<sup>&#x2a;</sup> and CH<sub>3</sub>OH. At the same time, the strong interaction between Cu and MgO was conducive to the formation of Cu<sup>&#x2b;</sup>, which can inhibit the desorption of CO in RWGS reaction to a certain extent, and improve the selectivity of methanol. Therefore, the higher methanol production efficiency of CuMgAl-3 was the result of the adsorption of CO<sub>2</sub> by more basic sites, the high H activation ability, and the inhibition effect of Cu<sup>&#x2b;</sup> on CO desorption.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Mechanism comparison of CuMgAl-x catalysts for CO<sub>2</sub> hydrogenation to methanol before and after the optimization of Mg/Al ratio.</p>
</caption>
<graphic xlink:href="fchem-12-1361930-g012.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>In general, a series of CuMgAl-x catalysts with different Mg/Al molar ratios with hydrotalcite as the precursor were prepared, and the effect of Mg/Al molar ratios on the performance of CuMgAl-x catalysts for CO<sub>2</sub> hydrogenation to methanol was studied. The Cu-MgO interaction on the CuMgAl-x catalyst can be regulated by changing the Mg/Al molar ratio, and the CuMgAl-3 catalyst showed the strongest Cu-MgO interaction. The strong interaction between Cu and MgO was conducive to increasing the number of basic sites and obtaining suitable acid sites. The strong Cu-MgO interaction was conducive to the formation of highly dispersed Cu, making H<sub>2</sub> activation easier, accelerating the conversion of intermediate species CO<sub>3</sub>
<sup>2-</sup> and HCO<sub>3</sub>
<sup>&#x2a;</sup>to HCOO<sup>&#x2a;</sup>, and facilitating further conversion to CH<sub>3</sub>O&#x2a; and CH<sub>3</sub>OH. The strong interaction between Cu and MgO was conducive to the formation of Cu<sup>&#x2b;</sup>, which can inhibit the desorption of CO in RWGS reaction, and improve the selectivity of methanol. Among all CuMgAl-x catalysts, CuMgAl-3 catalyst showed optimal performance for CO<sub>2</sub> hydrogenation to methanol with the CO<sub>2</sub> conversion rate (14.3%), methanol selectivity (94.5%), and STY of methanol(419.3&#xa0;g&#x22c5;kg<sub>cat.</sub>
<sup>&#x2212;1</sup>&#x22c5;h<sup>&#x2212;1</sup>) at 240&#xb0;C and 2.5&#xa0;MPa.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>HL: Conceptualization, Data curation, Investigation, Validation, Writing&#x2013;original draft, Writing&#x2013;review and editing. WH: Conceptualization, Data curation, Investigation, Writing&#x2013;review and editing. ZX: Data curation, Investigation, Writing&#x2013;review and editing. YJ: Investigation, Validation, Writing&#x2013;review and editing. MH: Investigation, Validation, Writing&#x2013;review and editing. XL: Investigation, Writing&#x2013;review and editing. HY: Investigation, Writing&#x2013;review and editing. RL: Investigation, Writing&#x2013;review and editing. QW: Conceptualization, Resources, Supervision, Writing&#x2013;review and editing. YZ: Conceptualization, Resources, Supervision, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. The authors acknowledge the financial support by the National Nature Science Foundation of China under Grant No. 22078360.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<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 id="s10">
<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/fchem.2024.1361930/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fchem.2024.1361930/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>
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