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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">857473</article-id>
<article-id pub-id-type="doi">10.3389/fchem.2022.857473</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>Hydroisomerization of n-Hexadecane Over Nickel-Modified SAPO-11 Molecular Sieve-Supported NiWS Catalysts: Effects of Modification Methods</article-title>
<alt-title alt-title-type="left-running-head">Dai et al.</alt-title>
<alt-title alt-title-type="right-running-head">Nickel-Modified SAPO-11 Hydroisomerization Catalyst</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Dai</surname>
<given-names>Xiaojun</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1647715/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Yan</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1556242/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Si</surname>
<given-names>Meng</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1556321/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wei</surname>
<given-names>Qiang</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/727173/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Yasong</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1556257/overview"/>
</contrib>
</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/762832/overview">Shuaifei Zhao</ext-link>, Deakin University, Australia</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/829140/overview">Hao Song</ext-link>, University of Queensland, Australia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/109295/overview">Changhai Liang</ext-link>, Dalian University of Technology, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Qiang Wei, <email>qwei@cup.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Inorganic Chemistry, a section of the journal Frontiers in Chemistry</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>857473</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Dai, Cheng, Si, Wei and Zhou.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Dai, Cheng, Si, 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 complexation-excessive impregnation modification method, which was original in this study, and the ion-exchange method and the <italic>in situ</italic> modification method were used to synthesize Ni-modified SAPO-11 molecular sieves. With the Ni-modified SAPO-11 samples as support, the corresponding NiWS-supported catalysts for the hydroisomerization of n-hexadecane were prepared. The effects of Ni-modification on SAPO-11 characteristics and the active phase were studied. The structure, morphology, and acidity of SAPO-11, as well as the interaction between active metals and support, the morphology, dispersibility, and stacking number of the active phase, were all changed by Ni-modification methods. The complexation-excessive impregnation modification method deleted a portion of Al from SAPO-11 molecular sieves while simultaneously integrating Ni into the skeletal structure of the surface layer of SAPO-11 molecular sieves, considerably enhancing the acidity of SAPO-11 molecular sieves. Furthermore, during dealumination, ethylenediaminetetraacetic acid generated more mesoporous structures and increased the mesoporous volume of SAPO-11 molecular sieves. Because the complexation-excessive impregnation modification method increased the amount of Ni in the surface framework of the SAPO-11 molecular sieve, it has weakened the interaction between the active phase and the support, improved the properties of the active phase, and greatly improved the hydroisomerization performance of NiW/NiSAPO-11. The yield of i-hexadecane of NiW/NiSAPO-11 increased by 39.3% when compared to NiW/NiSAPO-11. It presented a realistic approach for increasing the acidity of SAPO-11, reducing the interaction between active metals and support, and improving the active phase stacking problem.</p>
</abstract>
<kwd-group>
<kwd>Ni-modified</kwd>
<kwd>SAPO-11</kwd>
<kwd>NiWS-supported catalyst</kwd>
<kwd>active phase</kwd>
<kwd>hydroisomerization</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>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The presence of long-chain n-alkanes is thought to be the cause of the high freezing point of diesel and the poor low-temperature fluidity of lubricating base oil (<xref ref-type="bibr" rid="B25">Tao et al., 2017</xref>). The formation of branched isomers by hydroisomerization of long-chain n-alkanes can effectively lower the freezing point of diesel and increase the low-temperature fluidity of lubricating base oil (<xref ref-type="bibr" rid="B7">Du et al., 2018</xref>). The bifunctional catalyst for the hydroisomerization of n-alkanes contains an acid site for the skeletal isomerization of olefin intermediates and a metal site for de/hydrogenation (<xref ref-type="bibr" rid="B30">Wei et al., 2017</xref>). Acidic supports, such as zeolites, usually supply acid sites, whereas noble metals or other transition metals give metal sites (<xref ref-type="bibr" rid="B34">Yang et al., 2017a</xref>). Because of their one-dimensional porosity and low acidity, SAPO-11 molecular sieves are commonly employed as a support for n-alkane hydroisomerization catalysts (<xref ref-type="bibr" rid="B9">Guo et al., 2012</xref>). Noble metals like platinum and palladium have strong de/hydrogenation activities, whereas nonnoble metals like nickel are also used as metal components in hydroisomerization catalysts (<xref ref-type="bibr" rid="B41">Zhao et al., 2014</xref>; <xref ref-type="bibr" rid="B29">Wang et al., 2018</xref>).</p>
<p>Although SAPO-11 molecular sieves have been used in industry and have shown to be a solid support for hydroisomerization catalysts, increasing their performance in hydroisomerization is still a concern worth investigating (<xref ref-type="bibr" rid="B1">Blasco et al., 2006</xref>). The active sites for catalyzing isomerization of the alkane molecular skeleton are thought to be Brnsted (B) acid sites in the SAPO-11 molecular sieve, particularly the medium strength B acid sites (<xref ref-type="bibr" rid="B10">Guo et al., 2013</xref>). As a result, improving the isomerization performance of SAPO-11 requires a better understanding of enhancing the proportion of medium and strong B acid sites. <xref ref-type="bibr" rid="B17">Lyu et al. (2019a)</xref> used <italic>in situ</italic> synthesis to introduce varying amounts of Ni into SAPO-11 to investigate the effects of metal-acid balance on n-hexane hydroisomerization and the acidity of SAPO-11. However, up to now, no one has studied the effects of modification methods in the process of Ni modification on the physicochemical properties (such as textural and acidity) of SAPO-11 molecular sieves. Furthermore, despite the remarkable catalytic activity of noble metals as metal components of hydroisomerization catalysts, there are two issues. On the one hand, the high cost of noble metals restricts their use in industry (<xref ref-type="bibr" rid="B27">Tian and Chen., 2014</xref>). Noble metals, on the other hand, are poisoned and inactivated due to their sensitivity to sulfur-containing compounds in raw materials (<xref ref-type="bibr" rid="B36">Yang et al., 2017b</xref>; <xref ref-type="bibr" rid="B19">Lyu et al., 2020</xref>). Although some researchers have reported employing Ni as a metal component instead of noble metals, hydroisomerization results revealed that Ni has a high hydrogenolysis activity, resulting in lower isomer selectivity and yield than noble metal-supported catalysts (<xref ref-type="bibr" rid="B13">Karthikeyan et al., 2016</xref>; <xref ref-type="bibr" rid="B37">Yang et al., 2017c</xref>). Transition metal sulfides have a good de/hydroisomerization performance and are widely used as the active phase of catalysts for hydrodesulfurization (<xref ref-type="bibr" rid="B6">D&#xed;az de Le&#xf3;n et al., 2017</xref>), hydrodenitrogenation, and hydrocracking (<xref ref-type="bibr" rid="B3">Cui et al., 2019</xref>), such as NiMoS (<xref ref-type="bibr" rid="B43">Zhou et al., 2017</xref>) and NiWS (<xref ref-type="bibr" rid="B20">Minaev et al., 2019</xref>). In the past, there have been many reports on the application of noble metal (Pt, Pd) or Ni-supported catalysts in alkane hydroisomerization (<xref ref-type="bibr" rid="B16">Lyu et al., 2017</xref>; <xref ref-type="bibr" rid="B11">Hongloi et al., 2021</xref>), but there have been few on the application of transition metal sulfide catalysts in alkane hydroisomerization and the effects of the properties of the transition metal sulfide active phase on alkane hydroisomerization (<xref ref-type="bibr" rid="B22">Shi et al., 2009</xref>; <xref ref-type="bibr" rid="B24">Tan et al., 2021</xref>).</p>
<p>In this study, the ion-exchange method, the <italic>in situ</italic> modification method, and the complexation-excessive impregnation modification method were used to modify SAPO-11 molecular sieves with Ni in this study. The hydroisomerization of n-hexadecane was carried out using the Ni-modified SAPO-11 molecular sieves, which were supported by NiWS. The impact of various modification methods on the physicochemical properties of SAPO-11, the active phase properties, and the hydroisomerization performance of several catalysts were studied.</p>
</sec>
<sec id="s2">
<title>Experimental</title>
<sec id="s2-1">
<title>Materials</title>
<p>Phosphoric acid (H<sub>3</sub>PO<sub>4</sub>, 85wt%; Aladdin), pseudo-boehmite (Al<sub>2</sub>O<sub>3</sub>, 70wt%; Macklin), acid silica sol (SiO<sub>2</sub>, 30wt%; Dezhou Jinghuo technology Glass Co., Ltd.), di-n-propylamine (DPA, 99wt%; Aladdin), diisopropylamine (DIPA, 99wt%; Aladdin), dodecyltrimethylammonium bromide (DTAB, 99wt%; Aladdin), ammonium chloride (NH<sub>4</sub>Cl, 99.5wt%; Macklin), nickel nitrate hexahydrate(Ni(NO<sub>3</sub>)<sub>2</sub>&#xb7;6H<sub>2</sub>O, 98wt%; Aladdin), ammonium metatungstate hydrate ((NH<sub>4</sub>)<sub>6</sub>H<sub>2</sub>W<sub>12</sub>O<sub>40</sub>&#xb7;xH<sub>2</sub>O, 99.5wt%; Macklin), ethylenediaminetetraacetic acid (EDTA, 98wt%; Aladdin), and deionized water.</p>
</sec>
<sec id="s2-2">
<title>Synthesis and Modification of SAPO-11 Molecular Sieves</title>
<p>Deionized water and phosphoric acid were mixed in a normal synthesis procedure, then pseudo-boehmite was added to the solution and agitated for 2&#xa0;h. DPA and DIPA were added and mixed continuously for 2&#xa0;h. Drop by drop, acid silica sol was added to the system and aggressively agitated for 2&#xa0;h. Finally, DTAB was added and agitated for 1&#xa0;h, resulting in an initial gel with the following molar composition: 1.0 Al<sub>2</sub>O<sub>3</sub>: 0.75 P<sub>2</sub>O<sub>5</sub>: 0.45 SiO<sub>2</sub>: 0.5 DPA: 0.5 DIPA: 0.05 DTAB: 45 H<sub>2</sub>O. The gel was pre-crystallized at 90&#xb0;C for 12&#xa0;h before being crystallized at 190&#xb0;C for 24&#xa0;h. The SAPO-11 molecular sieves were obtained by washing the solid products collected by filtration to neutrality with deionized water, drying them at 110&#xb0;C overnight, and calcining them at 600&#xb0;C for 6&#xa0;h.</p>
<p>For the ion-exchange procedure, 10.0&#xa0;g of SAPO-11 was mixed with 100&#xa0;g of 0.3&#xa0;mol/L nickel nitrate solution, which was then exchanged at 90&#xb0;C for 4 h, filtered, dried at 110&#xb0;C overnight, and calcined at 500&#xb0;C for 4&#xa0;h. Ni@SAPO-11 was the name given to the dried and calcined sample. The operation procedures for the <italic>in situ</italic> modification method were similar to the above-mentioned SAPO-11 synthesis steps, with the exception that 3% nickel was added during the initial gel formation process (the molar ratio of Ni/Al<sub>2</sub>O<sub>3</sub> was 3%). The products were filtered before being dried at 110&#xb0;C overnight and calcined for 4&#xa0;h at 500&#xb0;C. Ni-SAPO-11 was the name given to the dried and calcined sample. 0.1&#xa0;mol EDTA was added to 50&#xa0;ml of 0.3&#xa0;mol/L nickel nitrate solution for the complexation-excessive impregnation modification procedure, and then 10&#xa0;g of SAPO-11 molecular sieve particles with 20&#x2013;40 mesh were impregnated with the resulting solution. SAPO-11 molecular sieve particles after complexation-excessive impregnation were obtained by filtration, dried, and calcined, and designated NiSAPO-11 after soaking for 4&#xa0;h.</p>
</sec>
<sec id="s2-3">
<title>Preparation of NiW-Supported Catalysts</title>
<p>The SAPO-11, Ni@SAPO-11, and Ni-SAPO-11 particles were pressed, crushed, and sieved to a size of 20&#x2013;40 mesh. The NiW-supported catalysts were made using the incipient-wetness impregnation method with an aqueous solution of nickel nitrate hexahydrate and ammonium metatungstate hydrate, then dried at 110&#xb0;C for 6&#xa0;h and calcined at 500&#xb0;C for 4&#xa0;h after being evaporated at room temperature overnight. The loading concentration of NiO was 5% and the loading concentration of WO<sub>3</sub> was 15% for each catalyst. NiW/SAPO-11, NiW/Ni@SAPO-11, NiW/Ni-SAPO-11, and NiW/NiSAPO-11 were the names given to the resulting catalysts.</p>
</sec>
<sec id="s2-4">
<title>Characterization</title>
<p>The SAPO-11 samples were characterized by X-ray diffraction (XRD) on a Bruker AXS D8 Advance X-ray diffractometer using Cu K&#x3b1; radiation at 40&#xa0;kV and 40&#xa0;mA, and 2<italic>&#x3b8;</italic> varied from 5 to 90&#xb0; at a scanning speed of 5&#xb0;/min. On a field-emission environmental scanning electron microscope, images of the SAPO-11 samples were taken using scanning electron microscopy (SEM) (FEI Quanta 200F). After degassing the materials at 350&#xb0;C under vacuum for 15&#xa0;h, N<sub>2</sub> adsorption-desorption measurements were performed on a Micromeritics ASAP 2020 analyzer at &#x2212;196&#xb0;C. The Brunauer-Emmett-Teller (BET) and de Boer <italic>t</italic>-plot methods were used to compute the specific surface area and micropore volume, respectively, while the Barrett-Joyner-Halenda technique was used to calculate the mesopore volume. A Micromeritics auto-chem 2920 device was used to analyze temperature-programmed desorption of ammonia (NH<sub>3</sub>-TPD). The sample was heated to 600&#xb0;C in an Ar flow for 30&#xa0;min, then switched to an ammonia flow for another 30&#xa0;min before being cooled to 70&#xb0;C. The sample was purged with Ar for 2&#xa0;h to eliminate the physically adsorbed ammonia, and the TPD signal was recorded using a thermal conductivity detector with a heating rate of 10&#xb0;C/min from 70 to 600&#xb0;C. A Nicolet 5700 spectrometer was used to record Pyridine adsorbed infrared (Py-IR) spectra. At 200 and 350&#xb0;C, the pyridine samples were evacuated. On a Quantachrome Autosorb-iQ-C chemical adsorption system, temperature-programmed hydrogen reduction (H<sub>2</sub>-TPR) measurements were taken. The samples were heated at a rate of 10&#xb0;C/min in an H<sub>2</sub>-Ar flow containing 5% H<sub>2</sub> from room temperature to 1,050&#xb0;C. The presulfurized catalysts were analyzed using X-ray photoelectron spectroscopy (XPS) on a Thermo spectrometer using Al K&#x3b1; radiation as the excitation light source. To calibrate the binding energy scale, all spectra used the Al 2p peak with a binding energy of 74.6&#xa0;eV. The presulfurized catalysts&#x2019; XPS spectra were decomposed using XPS PEAK, and the deconvolution was achieved using Gaussian-Lorentzian band shapes. A JEM 2100 LaB<sub>6</sub> transmission electron microscope was used to obtain high-resolution transmission electron microscope (HRTEM) images of the presulfurized catalysts. The average length and average stacking number of WS<sub>2</sub> slabs were determined using methods described in the literature (<xref ref-type="bibr" rid="B39">Yu et al., 2012</xref>):<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mtext>Average&#xa0;slab&#xa0;length</mml:mtext>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>L</mml:mi>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>l</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mtext>Average&#xa0;stacking&#xa0;number&#xa0;</mml:mtext>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>N</mml:mi>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where <italic>l</italic>
<sub>
<italic>i</italic>
</sub> denotes the WS<sub>2</sub> slab length, <italic>n</italic>
<sub>
<italic>i</italic>
</sub> denotes the number of slabs of length <italic>l</italic>
<sub>
<italic>i</italic>
</sub>, and <italic>N</italic>
<sub>
<italic>i</italic>
</sub> is the number of layers in a WS<sub>2</sub> slab. The dispersion degree of the WS<sub>2</sub> active phase, <italic>f</italic>
<sub>
<italic>W</italic>
</sub>, was derived using the following equation, assuming that the WS<sub>2</sub> slabs are presented as perfect hexagons (<xref ref-type="bibr" rid="B26">Tao et al., 2014</xref>):<disp-formula id="e3">
<mml:math id="m3">
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<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>t</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:msubsup>
<mml:mi>n</mml:mi>
<mml:mi>i</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>W</italic>
<sub>
<italic>edge</italic>
</sub> denotes the W atoms on the edges of WS<sub>2</sub> slabs, <italic>W</italic>
<sub>
<italic>total</italic>
</sub> denotes the total number of W atoms, <italic>n</italic>
<sub>
<italic>i</italic>
</sub> denotes the number of W atoms along one side of a WS<sub>2</sub> slab determined by its length [L &#x3d; 3.2 (2ni&#x2014;1) &#xc5;], and <italic>t</italic> denotes the total number of slabs determined by at least 500&#xa0;WS<sub>2</sub> slabs obtained from HRTEM images of various catalysts.</p>
</sec>
<sec id="s2-5">
<title>Catalytic Performance Assessment</title>
<p>In a fixed-bed hydrogenation micro-reactor, the hydroisomerization of n-hexadecane (n-C<sub>16</sub>) was carried out. In a typical reaction, the tubular furnace held 9.0&#xa0;ml of catalyst and 22&#xa0;ml of silica sand. The catalyst was presulfurized using a CS<sub>2</sub> cyclohexane solution containing 2% CS<sub>2</sub> at 320&#xb0;C and 4&#xa0;MPa for 5&#xa0;h with a liquid hourly space velocity (LHSV) of 7&#xa0;h<sup>&#x2212;1</sup> and an H<sub>2</sub>/oil ratio of 100&#xa0;(v/v) before the reaction. After presulfurization, the catalytic performance of the catalyst was examined at 2&#xa0;MPa, 1.5&#xa0;h<sup>&#x2212;1</sup> LHSV, 600&#xa0;(v/v) H<sub>2</sub>/oil, and 320&#x2013;400&#xb0;C reaction temperature. When the temperature was reduced to the reaction temperature, a syringe pump was used to feed the reactant n-hexadecane into the reactor. The products were analyzed using a Shimadzu GC-2014 gas chromatograph with a capillary HP-PONA column and GC-MS for qualitative analysis. The TOF (turnover frequency, which is used to evaluate the catalytic activity of a catalyst) of each active site was calculated using the following equation based on the number of all available active sites and the conversion of n-C<sub>16</sub> of each catalyst at 340&#xb0;C (<xref ref-type="bibr" rid="B32">Wen et al., 2020</xref>):<disp-formula id="e4">
<mml:math id="m4">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>F</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mi>W</mml:mi>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>W</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where <italic>V</italic>
<sub>
<italic>feed</italic>
</sub> is the feed rate of the reactant n-C<sub>16</sub> in mol/h, <italic>x</italic> is the conversion of n-C<sub>16</sub> at 340&#xb0;C, <italic>n</italic>
<sub>
<italic>w</italic>
</sub> is the amount of W atom in the catalyst in mol, and <italic>f</italic>
<sub>
<italic>W</italic>
</sub> is the dispersion degree of W species. The following equation was used to compute the hydroisomerization reaction rate constant (<xref ref-type="bibr" rid="B21">Pimerzin et al., 2019</xref>):<disp-formula id="e5">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>s</mml:mi>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mi>m</mml:mi>
</mml:mfrac>
<mml:mi>ln</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>where <italic>k</italic>
<sub>
<italic>iso</italic>
</sub>, <italic>V</italic>
<sub>
<italic>feed</italic>
</sub>, <italic>m</italic> and <italic>x</italic> are the quasi-first-order reaction rate constant of n-C<sub>16</sub> hydroisomerization on different catalysts, the feed flow rate of the reactant n-C<sub>16</sub> in mol/h, the mass of catalyst and the conversion of n-C<sub>16</sub>, respectively.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and Discussion</title>
<sec id="s3-1">
<title>Phase Structure</title>
<p>The XRD patterns of Ni-modified SAPO-11 molecular sieves generated by various ways are shown in <xref ref-type="fig" rid="F1">Figure 1A</xref>. All samples exhibited diffraction peaks in the 2&#x3b8; range of 5&#x2013;50&#xb0; that were assigned to the normal AEL structure, demonstrating that SAPO-11 samples retained full structural units after Ni alteration by various methods (<xref ref-type="bibr" rid="B18">Lyu et al., 2019b</xref>). The prominent characteristic diffraction peaks of Ni-SAPO-11 indicate that it has a high crystallinity (<xref ref-type="bibr" rid="B23">Song et al., 2017</xref>). Because Ni species replaced a portion of Al species in the SAPO-11 framework, crystalline Ni species resulted. The strength of the distinctive diffraction peaks of Ni@SAPO-11 reduced slightly when compared to SAPO-11, which could be attributable to a decrease in crystallinity during the ammonium-exchange and nickel ion-exchange processes (rehydration) (<xref ref-type="bibr" rid="B37">Yang et al., 2017c</xref>). Furthermore, the intensity of the characteristic diffraction peaks of NiSAPO-11 did not significantly decrease, indicating that EDTA could remove some Al species but not the crystal structure of SAPO-11. A weak characteristic diffraction peak attributed to NiO appeared at 2&#x3b8; &#x3d; 37.2&#xb0; of XRD patterns of all the samples, which indicates that there were a small number of NiO species in all the samples, and the distribution of NiO species in SAPO-11 molecular sieves was relatively uniform. <xref ref-type="fig" rid="F1">Figure 1B</xref> shows the XRD spectra of the different catalysts. It can be seen that the different catalysts still retained the characteristic diffraction peaks attributed to AEL structure, indicating that the loading of metal components did not cause the crystal structure of SAPO-11 molecular sieves to be destroyed. In addition, all the catalysts showed a weak characteristic diffraction peak attributed to NiWO<sub>4</sub> species around 2&#x3b8; &#x3d; 43.2&#xb0;, which indicates that NiWO<sub>4</sub> species existed in all samples and dispersed relatively evenly.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>XRD patterns of different SAPO-11 molecular sieves <bold>(A)</bold> and different catalysts <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fchem-10-857473-g001.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Morphology</title>
<p>SEM images of Ni-modified SAPO-11 molecular sieves generated by various procedures are shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. SAPO-11 had pseudospherical particles with a particle size of roughly 5&#xa0;&#x3bc;m and a fairly uniform particle size distribution. The particle shape of Ni@SAPO-11 was not as regular as that of SAPO-11, and the discrepancy could be due to its particle form being destroyed when it was exchanged in aqueous solution twice. While Ni-SAPO-11 was basically the same as SAPO-11 in particle shape and size. As for NiSAPO-11, a small number of small particles similar to amorphous substances appear in its SEM image, which may be the smaller particles formed by the decomposition of SAPO-11 molecular sieve particles in the process of removing Al species by EDTA.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>SEM images of Ni-modified SAPO-11: <bold>(A)</bold> SAPO-11, <bold>(B)</bold> Ni@SAPO-11, <bold>(C)</bold> Ni-SAPO-11, and <bold>(D)</bold> NiSAPO-11.</p>
</caption>
<graphic xlink:href="fchem-10-857473-g002.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>Textural Properties</title>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> shows the N<sub>2</sub> adsorption-desorption isotherms (<xref ref-type="fig" rid="F3">Figure 3A</xref>) and pore size distribution (<xref ref-type="fig" rid="F3">Figure 3B</xref>) of the Ni-modified SAPO-11 molecular sieves. Isotherms with typical H4-type hysteresis loops were seen in all samples (<xref ref-type="bibr" rid="B2">Chen et al., 2017</xref>). At low relative pressure (10<sup>&#x2013;5</sup> &#x2264; P/P<sub>0</sub> &#x2264; 10<sup>&#x2013;2</sup>), the amount of N<sub>2</sub> adsorption in all samples rose dramatically, which was attributable to N<sub>2</sub> filling the micropores (<xref ref-type="bibr" rid="B8">Du et al., 2019</xref>). Within the relative pressure P/P<sub>0</sub> range of 0.4&#x2013;0.9, all samples showed clear hysteresis loops, showing that these samples have a lot of mesopores (<xref ref-type="bibr" rid="B31">Wen et al., 2019</xref>). The hysteresis loop of NiSAPO-11 is clearly larger than that of other samples, indicating that NiSAPO-11 has a more mesoporous structure than other samples. This is because, when eliminating Al species, EDTA dissolved and etched in the crystals of SAPO-11 molecular sieves, forming many new mesoporous structures. <xref ref-type="fig" rid="F3">Figure 3B</xref> shows the pore size distribution of all samples, with the pore size of SAPO-11, Ni@SAPO-11, and Ni-SAPO-11 primarily dispersed around 12&#xa0;nm. The foregoing findings show that these samples include hierarchical micro-mesoporous structures. However, the mesoporous size of NiSAPO-11 is centered at 18&#xa0;nm, which is larger than that of other samples, implying that EDTA does have a pore-expansion role.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>N<sub>2</sub> adsorption-desorption isotherms <bold>(A)</bold> and pore size distribution <bold>(B)</bold> of Ni-modified SAPO-11 molecular sieves.</p>
</caption>
<graphic xlink:href="fchem-10-857473-g003.tif"/>
</fig>
<p>The BET surface area (S<sub>BET</sub>), exterior surface area (S<sub>ext</sub>), and pore volume of the Ni-modified SAPO-11 are shown in <xref ref-type="table" rid="T1">Table 1</xref>. The S<sub>BET</sub> and pore volume of Ni@SAPO-11 were reduced to some extent when compared to SAPO-11. One probable explanation is that Ni species enter the pores, blocking certain micropores and occupying a portion of the mesopore volume (<italic>V</italic>
<sub>meso</sub>) in the ion-exchange process. Another possibility is that during the ion-exchange process, a portion of the crystal structure collapses, causing the pore channels to fill. The S<sub>BET</sub> and V<sub>meso</sub> of Ni-SAPO-11 have increased, indicating that the addition of Ni <italic>in situ</italic> helps to improve the <italic>S</italic>
<sub>BET</sub> and <italic>V</italic>
<sub>meso</sub> of SAPO-11 (<xref ref-type="bibr" rid="B15">Liu et al., 2013</xref>). The micropore volume (V<sub>micro</sub>) of Ni-SAPO-11 decreased, implying that some Ni species remain in the micropores and occupy the micropore volume. The S<sub>BET</sub>, V<sub>micro</sub>, and V<sub>meso</sub> of NiSAPO-11 all increased, with V<sub>meso</sub> increasing by a substantial margin, confirming the prior conclusion that EDTA has the ability to ream and manufacture new mesopores. The S<sub>BET</sub> and V<sub>meso</sub> of the different SAPO-11 samples increased in the order of Ni@SAPO-11 &#x3c; SAPO-11 &#x3c; Ni-SAPO-11 &#x3c; NiSAPO-11, indicating that the textural properties of SAPO-11 molecular sieves can be improved most obviously by the complexation-excessive impregnation modification method.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Textural properties of Ni-modified SAPO-11.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sample</th>
<th align="center">S<sub>BET</sub>, m<sup>2</sup>/g</th>
<th align="center">S<sub>ext</sub>, m<sup>2</sup>/g</th>
<th align="center">V<sub>micro</sub>, cm<sup>3</sup>/g</th>
<th align="center">V<sub>meso</sub>, cm<sup>3</sup>/g</th>
<th align="center">V<sub>total</sub>, cm<sup>3</sup>/g</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">NiSAPO-11</td>
<td align="char" char=".">188</td>
<td align="char" char=".">96</td>
<td align="char" char=".">0.11</td>
<td align="char" char=".">0.36</td>
<td align="char" char=".">0.47</td>
</tr>
<tr>
<td align="left">Ni-SAPO-11</td>
<td align="char" char=".">174</td>
<td align="char" char=".">94</td>
<td align="char" char=".">0.08</td>
<td align="char" char=".">0.30</td>
<td align="char" char=".">0.38</td>
</tr>
<tr>
<td align="left">Ni@SAPO-11</td>
<td align="char" char=".">158</td>
<td align="char" char=".">88</td>
<td align="char" char=".">0.07</td>
<td align="char" char=".">0.20</td>
<td align="char" char=".">0.27</td>
</tr>
<tr>
<td align="left">SAPO-11</td>
<td align="char" char=".">166</td>
<td align="char" char=".">91</td>
<td align="char" char=".">0.09</td>
<td align="char" char=".">0.26</td>
<td align="char" char=".">0.35</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-4">
<title>Acidity Properties</title>
<p>The NH<sub>3</sub>-TPD measurements were used to determine the acid amounts and acid strength distribution of the Ni-modified SAPO-11 molecular sieves manufactured using various procedures. <xref ref-type="fig" rid="F4">Figure 4</xref> shows the NH<sub>3</sub>-TPD profiles of the several Ni-modified SAPO-11 samples. Each NH<sub>3</sub>-TPD profile revealed two NH<sub>3</sub> desorption peaks about 180 and 310&#xb0;C, corresponding to NH<sub>3</sub> adsorbed on weak acid sites, medium and strong acid sites, respectively (<xref ref-type="bibr" rid="B33">Yang et al., 2019</xref>). The intensity of the desorption peak represents the acid amount (<xref ref-type="bibr" rid="B14">Li and Wu, 2020</xref>). The acid amount of Ni@SAPO-11 was much lower than that of SAPO-11, which was attributable to the fact that part of the acid sites were covered and sheltered by Ni species during Ni ion exchange. The strength of the NH3 desorption peak corresponding to weak acid sites reduced somewhat in Ni-SAPO-11, indicating that the weak acid amount of Ni-SAPO-11 fell slightly (<xref ref-type="bibr" rid="B37">Yang et al., 2017c</xref>). This is due to the fact that the acid sites in SAPO-11 are thought to be formed by Si-OH, Al-OH, P-OH, and Si-OH-Al, respectively (<xref ref-type="bibr" rid="B28">Tiuliukova et al., 2018</xref>). Some Al precursors were substituted with Ni precursors, resulting in a reduction in acid sites. The intensities of the NH<sub>3</sub> desorption peaks corresponding to medium and strong acid sites increased, indicating that the concentrations of medium and strong acid increased as well. It can be explained by the fact that Ni has a greater average electronegativity (1.91) than Al (1.71), and Ni has a higher covalency than Al. As a result, the Brnsted protons and Lewis caverns generated by Ni substituting part of Al in SAPO-11 have a higher acid density, resulting in more medium and strong acid sites in Ni-SAPO-11. The amount of weak acid, medium and strong acid in NiSAPO-11 were all improved. The increase in weak acid amonut is due to EDTA dredging some blocked channels and establishing new ones, exposing and detecting more acid sites to a large extent. The rise in medium and strong acid amounts in NiSAPO-11 can be attributed to two factors. On the one hand, the exposure of acid sites is caused by an increase in pore volume. In the process of eliminating Al species, EDTA can integrate Ni species into the surface framework of SAPO-11 molecular sieves to generate Ni-OH-Si species, which helps to enhance the density of medium and strong acid in SAPO-11. The results show that the amounts of the weak acid in Ni-modified SAPO-11 decreased in the order of NiSAPO-11 &#x3e; SAPO-11 &#x3e; Ni@SAPO-11 &#x3e; Ni-SAPO-11, while the amounts of medium and strong acid decreased in the order of NiSAPO-11 &#x3e; Ni-SAPO-11 &#x3e; SAPO-11 &#x3e; Ni@SAPO-11.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>NH<sub>3</sub>-TPD profiles of Ni-modified SAPO-11 molecular sieves.</p>
</caption>
<graphic xlink:href="fchem-10-857473-g004.tif"/>
</fig>
<p>Py-IR was used to analyze the variations in Br&#xf8;nsted (B) acid sites and Lewis (L) acid sites in the Ni-modified SAPO-11 molecular sieves to determine the acidity of the different SAPO-11 samples (<xref ref-type="bibr" rid="B12">Jin et al., 2018</xref>). <xref ref-type="fig" rid="F5">Figure 5</xref> shows the Py-IR spectra of the Ni-modified SAPO-11 samples generated using various procedures. Py-IR spectra obtained after pyridine molecules desorbed at 200&#xb0;C were used to compute the amount of weak acid, whereas Py-IR spectra formed after pyridine molecules desorbed at 350&#xb0;C were used to calculate the amounts of medium and strong acid. <xref ref-type="table" rid="T2">Table 2</xref> shows the results of calculating the number of B acid sites and L acid sites and the accompanying findings. All samples had three peaks in the range of 1,400&#x2013;1,600&#xa0;cm<sup>&#x2212;1</sup>, as illustrated in <xref ref-type="fig" rid="F5">Figure 5</xref>. The peaks at 1,455&#xa0;cm<sup>&#x2212;1</sup> and 1,545&#xa0;cm<sup>&#x2212;1</sup> are assigned to pyridine molecules desorbed on L acid sites and B acid sites, respectively (<xref ref-type="bibr" rid="B32">Wen et al., 2020</xref>), whereas the peak at 1,490&#xa0;cm<sup>&#x2212;1</sup> is attributed to a combined line of B acid sites and L acid sites (<xref ref-type="bibr" rid="B40">Zhang et al., 2018</xref>). The amounts of weak L acid in Ni-modified SAPO-11 molecular sieves decreased in the following order: NiSAPO-11(56.88&#xa0;&#x3bc;mol/g) &#x3e; Ni-SAPO-11 (35.84&#xa0;&#x3bc;mol/g) &#x3e; SAPO-11 (29.32&#xa0;&#x3bc;mol/g) &#x3e; Ni@SAPO-11 (24.25&#xa0;&#x3bc;mol/g), while the amounts of medium and strong L acid decreased in the following order: NiSAPO-11 (24.66&#xa0;&#x3bc;mol/g) &#x3e; SAPO-11 (20.97&#xa0;&#x3bc;mol/g) &#x3e; Ni-SAPO-11 (18.16&#xa0;&#x3bc;mol/g) &#x3e; Ni@SAPO-11 (15.11&#xa0;&#x3bc;mol/g). This can be explained by the fact that during the ion-exchange and <italic>in situ</italic> modifications, certain NiO species covered several strong L acid sites. However, some additional weak L acid sites were generated in Ni species in the surface framework of NiSAPO-11, resulting in an increase in the amount of weak L acid and the amount of medium and strong Lacid in NiSAPO-11. The amounts of weak B acid in Ni-modified SAPO-11 molecular sieves decreased in the order of SAPO-11 (91.87&#xa0;&#x3bc;mol/g) &#x3e; NiSAPO-11 (82.21&#xa0;&#x3bc;mol/g) &#x3e; Ni-SAPO-11 (69.91&#xa0;&#x3bc;mol/g) &#x3e; Ni@SAPO-11 (53.09&#xa0;&#x3bc;mol/g), while the amounts of medium and strong B acid decreased in the order of NiSAPO-11 (58.35&#xa0;&#x3bc;mol/g) &#x3e; Ni-SAPO-11 (48.21&#xa0;&#x3bc;mol/g) &#x3e; SAPO-11 (30.62&#xa0;&#x3bc;mol/g) &#x3e; Ni@SAPO-11 (23.51&#xa0;&#x3bc;mol/g). In the process of Ni ion exchange (part of H<sup>&#x2b;</sup> being swapped by Ni<sup>2&#x2b;</sup>), Ni species covered some weak B acid sites and medium and strong B acid sites, resulting in a decrease in both the amount of weak B acid and the amount of medium and strong B acid (MSB) in Ni@SAPO-11. Some Ni species would undoubtedly cover the acid sites during Ni <italic>in situ</italic> alteration, resulting in a reduction in the number of weak B acid sites in Ni-SAPO-11. Meanwhile, Ni species entered the skeleton structure of SAPO-11 and substituted Al species by mechanism (1) and mechanism (2). Whether it is (NiO<sub>4/2</sub>)<sup>2&#x2212;</sup>(PO<sub>4/2</sub>)<sup>&#x2b;</sup> species produced by mechanism (1) substitution or (HONiO<sub>4/2</sub>)<sup>2&#x2212;</sup>(PO<sub>4/2</sub>)<sup>&#x2b;</sup> species produced by mechanism (2) substitution, it is beneficial to form more medium and strong B acid sites, which well explains that Ni-SAPO-11 has more medium and strong B acid sites. However, in the process of <italic>in situ</italic> modification, Ni species uniformly enter the bulk and surface framework of SAPO-11 molecular sieves, which is limited to the increase of B acid amount. EDTA only integrates Ni species into the surface framework of SAPO-11 molecular sieves during the complexation-excessive impregnation process, and more Ni species are distributed in the surface framework of SAPO-11 molecular sieves, resulting in a significant improvement of the surface acidity of SAPO-11 molecular sieves, which is the reason why the weak B acid amount, medium and strong B acid amount of NiSAPO-11 reach their maximum. Ni-SAPO-11 modified by Ni by the complexation-excessive impregnation method initiated in this study has the largest amount of medium and strong B acid, which is beneficial to improve the catalytic performance of the catalyst.<list list-type="simple">
<list-item>
<p>Mechanism (1): <inline-formula id="inf1">
<mml:math id="m6">
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>AlO</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mtext>/</mml:mtext>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>-</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>PO</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mtext>/</mml:mtext>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
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</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Py-IR spectra of Ni-modified SAPO-11 molecular sieves at 200&#xb0;C <bold>(A)</bold> and 350&#xb0;C <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fchem-10-857473-g005.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Acidity properties of Ni-modified SAPO-11 determined by Py-IR.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="3" align="left">Sample</th>
<th colspan="6" align="center">Acidity (&#x3bc;mol/g)</th>
</tr>
<tr>
<th colspan="3" align="center">Weak acid sites (200&#xb0;C)</th>
<th colspan="3" align="center">Medium and strong acid sites (350&#xb0;C)</th>
</tr>
<tr>
<th align="center">B</th>
<th align="center">L</th>
<th align="center">B &#x2b; L</th>
<th align="center">B</th>
<th align="center">L</th>
<th align="center">B &#x2b; L</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">SAPO-11</td>
<td align="char" char=".">91.87</td>
<td align="char" char=".">29.32</td>
<td align="char" char=".">121.19</td>
<td align="char" char=".">30.62</td>
<td align="char" char=".">20.97</td>
<td align="char" char=".">51.59</td>
</tr>
<tr>
<td align="left">Ni@SAPO-11</td>
<td align="char" char=".">53.09</td>
<td align="char" char=".">24.25</td>
<td align="char" char=".">77.34</td>
<td align="char" char=".">23.51</td>
<td align="char" char=".">15.11</td>
<td align="char" char=".">38.62</td>
</tr>
<tr>
<td align="left">Ni-SAPO-11</td>
<td align="char" char=".">69.91</td>
<td align="char" char=".">35.84</td>
<td align="char" char=".">105.75</td>
<td align="char" char=".">48.21</td>
<td align="char" char=".">18.16</td>
<td align="char" char=".">66.37</td>
</tr>
<tr>
<td align="left">NiSAPO-11</td>
<td align="char" char=".">82.21</td>
<td align="char" char=".">56.88</td>
<td align="char" char=".">139.09</td>
<td align="char" char=".">58.35</td>
<td align="char" char=".">24.66</td>
<td align="char" char=".">83.01</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-5">
<title>Active Phase Characterization</title>
<p>On bifunctional catalysts, the reducibility of active metals can effectively reflect the interaction between active metals and supports (<xref ref-type="bibr" rid="B35">Yang Z et al., 2019</xref>). As a result, H<sub>2</sub>-TPR characterization was used to investigate the reducibility of the active metals on the catalysts. <xref ref-type="fig" rid="F6">Figure 6</xref> depicts the H<sub>2</sub>-TPR profiles of all catalysts. In the range of 0&#x2013;1,050&#xb0;C, all samples revealed three hydrogen consumption peaks. The low-temperature reduction peak at 610&#x2013;635&#xb0;C is attributed to the reduction of highly dispersed octahedrally coordinated polymeric tungsten species and mostly NiO species, while the moderate-temperature reduction peak at 710&#x2013;765&#xb0;C is attributed to the reduction of NiWO<sub>4</sub> species, and the high-temperature reduction peak at 930&#x2013;955&#xb0;C is attributed to the reduction of refractory tungsten species in the form of W-O-Al (<xref ref-type="bibr" rid="B5">Cui et al., 2013</xref>). The results revealed that the low-temperature reduction peaks, moderate-temperature reduction peaks, and high-temperature reduction peaks of the catalysts all migrated to lower temperatures after Ni alteration. The reduction temperatures of low-temperature reduction peaks decreased in the order of NiW/SAPO-11 (634&#xb0;C) &#x3e; NiW/Ni@SAPO-11 (624&#xb0;C) &#x3e; NiW/Ni-SAPO-11 (611&#xb0;C) &#x3e; NiW/NiSAPO-11 (608&#xb0;C), and the reduction temperatures of moderate-temperature reduction peaks decreased in the order of NiW/SAPO-11 (760&#xb0;C) &#x3e; NiW/Ni@SAPO-11 (737&#xb0;C) &#x3e; NiW/Ni-SAPO-11 (726&#xb0;C) &#x3e; NiW/NiSAPO-11 (723&#xb0;C), while the reduction temperatures of high-temperature reduction peaks decreased in the order of NiW/SAPO-11 (957&#xb0;C) &#x3e; NiW/Ni@SAPO-11 (944&#xb0;C) &#x3e; NiW/Ni-SAPO-11 (936&#xb0;C) &#x3e; NiW/NiSAPO-11 (922&#xb0;C), indicating that the reducibility of active metal NiW on NiW/SAPO-11 catalysts can be improved by introducing Ni into SAPO-11 through the ion-exchange method or the <italic>in situ</italic> modification method.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>H<sub>2</sub>-TPR profiles of the different catalysts.</p>
</caption>
<graphic xlink:href="fchem-10-857473-g006.tif"/>
</fig>
<p>The sulfided catalysts were studied by HRTEM to visualize the morphologies of the NiWS active phase on the catalysts and compare the dispersibility of sulfided metals on the various Ni-modified SAPO-11 supports. <xref ref-type="fig" rid="F7">Figure 7</xref> shows sample HRTEM images of the different supported NiW sulfided catalysts. The WS<sub>2</sub> slab structure is represented by the black line-like layers in the images (<xref ref-type="bibr" rid="B39">Yu et al., 2012</xref>). The average length and average stacking number of WS<sub>2</sub> slabs on different catalysts were calculated using statistical analysis (<xref ref-type="disp-formula" rid="e1">Eqs 1</xref>, <xref ref-type="disp-formula" rid="e2">2</xref>) of at least 500 slabs from different regions of each sulfide catalyst, and the findings are reported in <xref ref-type="table" rid="T3">Table 3</xref>. The results showed that Ni alteration altered the morphologies of the active phase. The average length of WS<sub>2</sub> slabs dropped in the sequence NiW/SAPO-11 (4.62&#xa0;nm) &#x3e; NiW/Ni@SAPO-11 (3.95&#xa0;nm) &#x3e; NiW/Ni-SAPO-11 (2.98&#xa0;nm) &#x3e; NiW/NiSAPO-11 (2.63&#xa0;nm), whereas the average stacking number rose in the order NiW/SAPO-11 (1.33) &#x3c; NiW/Ni@SAPO-11 (2.64) &#x3c; NiW/Ni-SAPO-11 (3.23) &#x3c; NiW.NiSAPO-11 (3.27). The length of WS<sub>2</sub> slabs on NiW/SAPO-11 ranged from 1 to 7&#xa0;nm, with the majority falling within the 3&#x2013;6&#xa0;nm range. The length of WS<sub>2</sub> slabs on NiW/Ni@SAPO-11 ranged from 1 to 5&#xa0;nm, with the majority falling between 2 and 5&#xa0;nm. The length distribution of WS<sub>2</sub> slabs on NiW/Ni-SAPO-11 was 1&#x2013;4&#xa0;nm, with the majority in the 2&#x2013;4&#xa0;nm region. The length of WS<sub>2</sub> slbs of NiW/NiSAPO-11 ranges between 1&#x2013;4&#xa0;nm, but is mainly in the 2&#x2013;3&#xa0;nm range. It is often assumed that the dispersibility of the active phase is proportional to its length. The larger the dispersion degree, the shorter the active phase slabs are (<xref ref-type="bibr" rid="B42">Zhou et al., 2018</xref>). As a result, the degree of metal dispersion on the catalysts decreased in the following order: NiW/NiSAPO-11 &#x3e; NiW/Ni-SAPO-11 &#x3e; NiW/Ni@SAPO-11 &#x3e; NiW/SAPO-11, which was consistent with the <italic>f</italic>
<sub>
<italic>W</italic>
</sub> values in <xref ref-type="table" rid="T3">Table 3</xref>. However, in addition to the length of WS<sub>2</sub> slabs, the number of WS<sub>2</sub> slabs stacked can have an impact on the properties of the active phase. The interaction between active metal and support is adequately reflected by the stacking number of WS<sub>2</sub> slabs (<xref ref-type="bibr" rid="B43">Zhou et al., 2017</xref>). The average stacking number of WS<sub>2</sub> slabs for NiW/SAPO-11 was only 1.33. There were about half of the monolayer WS<sub>2</sub> slabs, which were classified as the &#x201c;type I active phase&#x201d; with low de/hydrogenation activity. This can be explained by the fact that when tungsten species are loaded on SAPO-11, they form strong W-O-Al bonds with the support, and the interaction is too strong. The average stacking number of WS<sub>2</sub> slabs for NiW/Ni@SAPO-11 was 2.64, with around 33% of WS<sub>2</sub> slabs having stacking numbers ranging from 3 to 4. This could be due to a decrease in the L acid sites of Ni@SAPO-11, resulting in a weaker interaction between active phase and support. The average stacking number of WS<sub>2</sub> slabs in NiW/Ni-SAPO-11 was 3.23, with over 70% of WS<sub>2</sub> slabs having stacking numbers ranging from 3 to 4. Because of their moderate dispersibility and stacking number, NiW/NiSAPO-11 slabs had an average stacking number of 3.27, and around 85% of WS<sub>2</sub> slabs had 3-4 stacking layers, which are designated the &#x201c;type II active phase&#x201d; with good de/hydrogenation activity. This can be explained by the fact that when tungsten species are loaded on Ni-SAPO-11 and NiSAPO-11, they form W-O-Ni bonds with the support, and W-O-Ni bonds are weaker than W-O-Al bonds. Additional Ni species were coupled to the surface framework of SAPO-11 molecular sieves rather than the bulk phase during the complexation-excessive impregnation modification, resulting in the formation of more W-O-Ni species. EDTA can similarly &#x201c;anchor&#x201d; Ni species, allowing them to be evenly &#x201c;anchored&#x201d; in a specific place and hence uniformly integrated into the surface framework of the SAPO-11 molecular sieve. &#x201c;Delumination and nickel supplementation&#x201d; is the term for this phenomenon. Overall, among the Ni-modified SAPO-11-supported NiW catalysts, NiW/NiSAPO-11 had the best metal dispersibility and reducibility, as well as the highest hydrogenation activity.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Representative HRTEM images of sulfided catalysts: <bold>(A)</bold> NiW/SAPO-11, <bold>(B)</bold> NiW/Ni@SAPO-11, <bold>(C)</bold> NiW/Ni-SAPO-11, and <bold>(D)</bold> NiW/NiSAPO-11.</p>
</caption>
<graphic xlink:href="fchem-10-857473-g007.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Average lengths, layer numbers, and <italic>f</italic> <sub>
<italic>W</italic>
</sub> values of WS<sub>2</sub> of all catalysts.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sample</th>
<th align="center">
<inline-formula id="inf3">
<mml:math id="m8">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>L</mml:mi>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> (nm)</th>
<th align="center">
<inline-formula id="inf4">
<mml:math id="m9">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>N</mml:mi>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<italic>f</italic> <sub>
<italic>W</italic>
</sub>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">NiW/SAPO-11</td>
<td align="char" char=".">4.62</td>
<td align="char" char=".">1.33</td>
<td align="char" char=".">0.28</td>
</tr>
<tr>
<td align="left">NiW/Ni@SAPO-11</td>
<td align="char" char=".">3.95</td>
<td align="char" char=".">2.64</td>
<td align="char" char=".">0.29</td>
</tr>
<tr>
<td align="left">NiW/Ni-SAPO-11</td>
<td align="char" char=".">2.98</td>
<td align="char" char=".">3.23</td>
<td align="char" char=".">0.31</td>
</tr>
<tr>
<td align="left">NiW/NiSAPO-11</td>
<td align="char" char=".">2.63</td>
<td align="char" char=".">3.27</td>
<td align="char" char=".">0.32</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The catalysts were studied using XPS to determine the covalent states of nickel and tungsten surface species on the sulfided catalysts. The W 4f XPS spectra and Ni 2p XPS spectra of the sulfided catalysts are shown in <xref ref-type="fig" rid="F8">Figures 8</xref>, <xref ref-type="fig" rid="F9">9</xref>, respectively, and the binding energies (BE) and Sulfidation degree of tungsten and nickel species on the sulfided catalysts are provided in <xref ref-type="table" rid="T4">Tables 4</xref>, <xref ref-type="table" rid="T5">5</xref>, respectively. The W 4f XPS spectra were decomposed into four peaks, each of which consisted of two overlapping W<sup>4&#x2b;</sup> and W<sup>6&#x2b;</sup> peaks. The W 4f<sub>7/2</sub> and W 4f<sub>5/2</sub> levels of W<sup>4&#x2b;</sup> (WS<sub>2</sub>) have binding energies of around 32.70 &#xb1; 0.50&#xa0;eV and 35.40 &#xb1; 0.50&#xa0;eV, respectively, while the W 4f<sub>7/2</sub> and W 4f<sub>5/2</sub> levels of W<sup>6&#x2b;</sup> (WO<sub>3</sub>) have binding energies of about 36.50 &#xb1; 0.50&#xa0;eV and 38.30 &#xb1; 0.50&#xa0;eV, respectively (<xref ref-type="bibr" rid="B4">Cui et al., 2012</xref>). The easy metals are to sulfide, the weaker the connection between the metal and the support, and the more metal layers there are. The percentage of W<sup>4&#x2b;</sup> species [W<sup>4&#x2b;</sup>/(W<sup>4&#x2b;</sup> &#x2b; W<sup>6&#x2b;</sup>)] has a significant impact on the catalytic performance of hydrotreating catalysts, hence the sulfidation degree of tungsten species on sulfided catalysts was estimated (<xref ref-type="bibr" rid="B5">Cui et al., 2013</xref>). The degree of sulfidation of tungsten species on different sulfided catalysts decreased in the order NiW/NiSAPO-11 (62.07%) &#x3e; NiW/N-SAPO-11 (60.93%) &#x3e; NiW/Ni@SAPO-11 (56.96%) &#x3e; NiW/SAPO-11 (56.96%) &#x3e; NiW/SAPO-11 (56.96%) &#x3e; NiW/SAPO-11 (56.96%) &#x3e; NiW/SAPO (54.29%). The decrease in interaction between active metals and support causes the increase in sulfidation degree of tungsten species on NiW/NiSAPO-11, NiW/Ni-SAPO-11, and NiW/Ni@SAPO-11 as compared to NiW/SAPO-11. To some extent, BE value can reflect the interaction between metal species and support. <xref ref-type="table" rid="T4">Table 4</xref> shows that the BE values of tungsten species on the three catalysts, whether oxidic or sulfided, decrease in the order of NiW/SAPO-11 &#x3e; NiW/Ni@SAPO-11 &#x3e; NiW/Ni-SAPO-11 &#x3e; NiW/NiSAPO-11. The results show that the interaction between tungsten species and support decreases in the order of NiW/SAPO-11 &#x3e; NiW/Ni@SAPO-11 &#x3e; NiW/Ni-SAPO-11 &#x3e; NiW/NiSAPO-11, which is completely consistent with the results reflected by H<sub>2</sub>-TPR and HRTEM. The Ni 2p XPS spectra were separated into five peaks, including two overlapping nickel oxide and nickel sulfide peaks. The Ni 2p<sub>3/2</sub> and Ni 2p<sub>1/2</sub> levels of nickel oxide (NiO) have binding energies of around 862.50 &#xb1; 0.50&#xa0;eV and 880.50 &#xb1; 0.50&#xa0;eV, respectively, while the Ni 2p<sub>3/2</sub> and Ni 2p<sub>1/2</sub> levels of nickel sulfide (NiS<sub>x</sub>) have binding energies of about 856.50 &#xb1; 0.50&#xa0;eV and 874.20 &#xb1; 0.50&#xa0;eV, respectively (<xref ref-type="bibr" rid="B39">Yu et al., 2012</xref>). The sulfidation degree of nickel species was defined as the percentage of nickel sulfide species [NiS<sub>x</sub>/(NiO &#x2b; NiS<sub>x</sub>)] (<xref ref-type="bibr" rid="B5">Cui et al., 2013</xref>). The sulfidation degree of nickel species on different sulfided catalysts decreased in the order of NiW/NiSAPO-11 (52.23%) &#x3e; NiW/Ni-SAPO-11 (49.13%) &#x3e; NiW/Ni@SAPO-11 (48.35%) &#x3e; NiW/SAPO-11 (45.41%), and the explanation for this change order is the same as that of tungsten species explained above.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>XPS W 4f spectra of sulfided catalysts: <bold>(A)</bold> NiW/SAPO-11, <bold>(B)</bold> NiW/Ni@SAPO-11, <bold>(C)</bold> NiW/Ni-SAPO-11, and <bold>(D)</bold> NiW/NiSAPO-11.</p>
</caption>
<graphic xlink:href="fchem-10-857473-g008.tif"/>
</fig>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>XPS Ni 2p spectra of sulfided catalysts: <bold>(A)</bold> NiW/SAPO-11, <bold>(B)</bold> NiW/Ni@SAPO-11, <bold>(C)</bold> NiW/Ni-SAPO-11, and <bold>(D)</bold> NiW/NiSAPO-11.</p>
</caption>
<graphic xlink:href="fchem-10-857473-g009.tif"/>
</fig>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Binding energy and sulfidation degree of W on different catalysts.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sample</th>
<th align="center">NiW/SAPO-11</th>
<th align="center">NiW/Ni@SAPO-11</th>
<th align="center">NiW/Ni-SAPO-11</th>
<th align="center">NiW/NiSAPO-11</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Oxidic</td>
<td colspan="4" align="left">Binding energy (eV)</td>
</tr>
<tr>
<td align="left">W 4f<sub>7</sub>
</td>
<td align="center">36.70</td>
<td align="char" char=".">36.50</td>
<td align="char" char=".">36.10</td>
<td align="char" char=".">35.82</td>
</tr>
<tr>
<td align="left">W 4f<sub>5</sub>
</td>
<td align="center">38.43</td>
<td align="char" char=".">38.30</td>
<td align="char" char=".">38.00</td>
<td align="char" char=".">37.78</td>
</tr>
<tr>
<td align="left">Sulfided</td>
<td colspan="4" align="left">Binding energy (eV)</td>
</tr>
<tr>
<td align="left">W 4f<sub>7</sub>
</td>
<td align="center">33.00</td>
<td align="char" char=".">32.90</td>
<td align="char" char=".">32.42</td>
<td align="char" char=".">32.14</td>
</tr>
<tr>
<td align="left">W 4f<sub>5</sub>
</td>
<td align="center">35.35</td>
<td align="char" char=".">35.25</td>
<td align="char" char=".">34.77</td>
<td align="char" char=".">34.62</td>
</tr>
<tr>
<td align="left">Sulfidation degree of W (%)</td>
<td align="center">54.29</td>
<td align="char" char=".">56.96</td>
<td align="char" char=".">60.93</td>
<td align="char" char=".">62.07</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Binding energy and sulfidation degree of Ni on different catalysts.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sample</th>
<th align="center">NiW/SAPO-11</th>
<th align="center">NiW/Ni@SAPO-11</th>
<th align="center">NiW/Ni-SAPO-11</th>
<th align="center">NiW/NiSAPO-11</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Oxidic</td>
<td colspan="4" align="left">Binding energy (eV)</td>
</tr>
<tr>
<td align="left">Ni 2p<sub>3</sub>
</td>
<td align="center">862.71</td>
<td align="char" char=".">862.50</td>
<td align="char" char=".">862.15</td>
<td align="char" char=".">861.89</td>
</tr>
<tr>
<td align="left">Ni 2p<sub>1</sub>
</td>
<td align="center">880.90</td>
<td align="char" char=".">880.57</td>
<td align="char" char=".">880.26</td>
<td align="char" char=".">880.11</td>
</tr>
<tr>
<td align="left">Sulfided</td>
<td colspan="4" align="left">Binding energy (eV)</td>
</tr>
<tr>
<td align="left">Ni 2p<sub>3</sub>
</td>
<td align="center">856.84</td>
<td align="char" char=".">856.74</td>
<td align="char" char=".">856.65</td>
<td align="char" char=".">856.35</td>
</tr>
<tr>
<td align="left">Ni 2p<sub>1</sub>
</td>
<td align="center">874.51</td>
<td align="char" char=".">874.42</td>
<td align="char" char=".">874.31</td>
<td align="char" char=".">873.88</td>
</tr>
<tr>
<td align="left">Sulfidation degree of Ni (%)</td>
<td align="center">45.41</td>
<td align="char" char=".">48.35</td>
<td align="char" char=".">49.13</td>
<td align="char" char=".">52.23</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-6">
<title>Catalytic Performance</title>
<p>The catalyst was sulfurized ahead of time, and the reaction pressure was set to 2.0&#xa0;MPa, LHSV was set at 1.5&#xa0;h<sup>&#x2212;1</sup>, and H<sub>2</sub>/oil was 600&#xa0;(v/v) in a typical reaction. In the reaction temperature range of 300&#x2013;400&#xb0;C, the catalytic performance of the catalyst was studied. <xref ref-type="fig" rid="F10">Figure 10A</xref> depicts n-C<sub>16</sub> conversion on several catalysts at various reaction temperatures. The conversion on all catalysts increased with the increase in reaction temperature, as shown in <xref ref-type="fig" rid="F10">Figure 10A</xref>. The catalytic activity of NiW/NiSAPO-11 was much higher than that of other catalysts. The catalytic activity of all the catalysts increased in the order of NiW/Ni@SAPO-11 &#x3c; NiW/SAPO-11 &#x3c; NiW/Ni-SAPO-11 &#x3c; NiW/NiSAPO-11. The selectivity of all catalysts to i-hexadecane (i-C<sub>16</sub>) reduced as reaction temperature climbed, showing that the rate of cracking side reactions increased as reaction temperature increased <xref ref-type="fig" rid="F10">Figure 10C</xref>. The selectivity of NiW/NiSAPO-11 to i-C<sub>16</sub> was clearly higher than that of NiW/SAPO-11, NiW/Ni@SAPO-11, and NiW/Ni-SAPO-11 within the reaction temperature range of catalytic performance evaluation (<xref ref-type="fig" rid="F10">Figure 10B</xref>). This can be explained by the fact that NiSAPO-11 has the most medium and strong B acid sites, which are universally recognized as active sites for the isomerization of olefin intermediate skeletons (<xref ref-type="bibr" rid="B38">Yu et al., 2021</xref>). Furthermore, on NiW/Ni-SAPO-11, the interaction between active metals and support is weak, and the dispersibility and stacking number of the so-called NiWS active phase are moderate, resulting in good hydrogenation activity for isomeric olefin intermediates that diffuse from the acid to the metal sites. The interaction between the active metals and the support in NiW/SAPO-11 is strong, making it difficult to diminish the active metals and resulting in lower i-C<sub>16</sub> selectivity than NiW/Ni-SAPO-11. NiW/Ni@SAPO-11 has the fewest medium and strong B acid sites, but its active phase dispersion degree and stacking number are higher than those of NiW/SAPO-11, resulting in lesser n-C<sub>16</sub> conversion and higher isomer selectivity than NiW/SAPO-11. <xref ref-type="fig" rid="F10">Figure 10D</xref> shows the yield of i-C<sub>16</sub> for various catalysts, and the yield of i-C<sub>16</sub> for NiW/NiSAPO-11 is clearly higher than the other three catalysts. The maximum yield of i-C<sub>16</sub> of different catalysts increased in the order of NiW/SAPO-11 (32.10%) &#x3e; NiW/Ni@SAPO-11 (42.41%) &#x3e; NiW/Ni-SAPO-11 (66.82%) &#x3e; NiW/NiSAPO-11 (71.40%). These results indicate that the complexation-excessive impregnation-modified SAPO-11-supported NiWS catalyst has a better catalytic performance than that of ion-exchange modified SAPO-11 support NiWS catalyst, unmodified SAPO-11-supported NiWS catalyst, and <italic>in situ</italic> Ni-modified SAPO-11 support NiWS catalyst for n-hexadecane hydroisomerization.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Catalytic performance of the different catalysts: <bold>(A)</bold> n-C<sub>16</sub> conversion, <bold>(B)</bold> i-C<sub>16</sub> selectivity, <bold>(C)</bold> cracking selectivity, and <bold>(D)</bold> i-C<sub>16</sub> yield.</p>
</caption>
<graphic xlink:href="fchem-10-857473-g010.tif"/>
</fig>
<p>The isomer product distributions, TOF values and k<sub>iso</sub> values of different catalysts at 340&#xb0;C are presented in <xref ref-type="table" rid="T6">Table 6</xref>. The reaction rate constants of different catalysts increased in the order of NiW/Ni@SAPO-11 (5.80 &#xd7; 10<sup>&#x2013;3</sup>&#xa0;mol&#xa0;g<sup>&#x2212;1</sup>&#xa0;h<sup>&#x2212;1</sup>) &#x3c; NiW/SAPO-11 (7.26 &#xd7; 10<sup>&#x2013;3</sup>&#xa0;mol&#xa0;g<sup>&#x2212;1</sup>&#xa0;h<sup>&#x2212;1</sup>) &#x3c; NiW/Ni-SAPO-11 (1.16 &#xd7; 10<sup>&#x2013;2</sup>&#xa0;mol&#xa0;g<sup>&#x2212;1</sup>&#xa0;h<sup>&#x2212;1</sup>) &#x3c; NiW/NiSAPO-11 (1.21 &#xd7; 10<sup>&#x2013;2</sup>&#xa0;mol&#xa0;g<sup>&#x2212;1</sup>&#xa0;h<sup>&#x2212;1</sup>), which is due to the difference between the amount of medium and strong B acid in the three supports. While the TOF values of the three catalysts decreased in the order of NiW/NiSAPO-11 (31.22&#xa0;h<sup>&#x2212;1</sup>) &#x3e; NiW/Ni-SAPO-11 (30.41&#xa0;h<sup>&#x2212;1</sup>) &#x3e; NiW/Ni@SAPO-11 (26.72&#xa0;h<sup>&#x2212;1</sup>) &#x3e; NiW/SAPO-11 (26.29&#xa0;h<sup>&#x2212;1</sup>), and the calculated TOF values well verified the catalytic activity of the catalysts. This result can be explained by the fact that the weakening of the interaction between the active phase and the support promoted more active phases to form &#x201c;type II active phase&#x201d;, which increased the desorption rate of carbocation on the active phase. The isomer products of different catalysts were mainly mono-branched isomer products, and monomethyl branched isomer products were the main mono-branched isomer products.</p>
<table-wrap id="T6" position="float">
<label>TABLE 6</label>
<caption>
<p>Isomer distributions, TOF values, and k<sub>iso</sub> values of n-C<sub>16</sub> hydroisomerization over the different catalysts at 340&#xa0;&#xb0;C.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Products</th>
<th colspan="4" align="center">Selectivity (%)</th>
</tr>
<tr>
<th align="center">NiW/SAPO-11</th>
<th align="center">NiW/Ni@SAPO-11</th>
<th align="center">NiW/Ni-SAPO-11</th>
<th align="center">NiW/NiSAPO-11</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Selectivity of C<sub>16</sub> (%)</td>
<td align="center">57.92</td>
<td align="center">80.81</td>
<td align="center">88.30</td>
<td align="center">90.81</td>
</tr>
<tr>
<td align="left">TOF (h<sup>&#x2212;1</sup>)</td>
<td align="center">26.29</td>
<td align="center">26.72</td>
<td align="center">30.41</td>
<td align="center">31.22</td>
</tr>
<tr>
<td align="left">k<sub>iso</sub> (mol g<sup>&#x2212;1</sup> h<sup>&#x2212;1</sup>)</td>
<td align="center">7.26 &#xd7; 10<sup>&#x2013;3</sup>
</td>
<td align="center">5.80 &#xd7; 10<sup>&#x2013;3</sup>
</td>
<td align="center">1.16 &#xd7; 10<sup>&#x2013;2</sup>
</td>
<td align="center">1.21 &#xd7; 10<sup>&#x2013;2</sup>
</td>
</tr>
<tr>
<td align="left">2-MC<sub>15</sub>
</td>
<td align="center">13.57</td>
<td align="center">16.99</td>
<td align="center">17.87</td>
<td align="center">19.77</td>
</tr>
<tr>
<td align="left">3-MC<sub>15</sub>
</td>
<td align="center">13.65</td>
<td align="center">19.07</td>
<td align="center">20.43</td>
<td align="center">18.25</td>
</tr>
<tr>
<td align="left">4-MC<sub>15</sub>
</td>
<td align="center">7.17</td>
<td align="center">12.74</td>
<td align="center">13.27</td>
<td align="center">16.31</td>
</tr>
<tr>
<td align="left">5-MC<sub>15</sub>
</td>
<td align="center">7.18</td>
<td align="center">8.81</td>
<td align="center">10.01</td>
<td align="center">8.78</td>
</tr>
<tr>
<td align="left">6-MC<sub>15</sub>
</td>
<td align="center">4.54</td>
<td align="center">5.41</td>
<td align="center">5.95</td>
<td align="center">6.17</td>
</tr>
<tr>
<td align="left">2,4-DMC<sub>14</sub>
</td>
<td align="center">3.10</td>
<td align="center">4.18</td>
<td align="center">5.72</td>
<td align="center">5.69</td>
</tr>
<tr>
<td align="left">2,5-DMC<sub>14</sub>
</td>
<td align="center">2.92</td>
<td align="center">4.23</td>
<td align="center">4.91</td>
<td align="center">4.42</td>
</tr>
<tr>
<td align="left">2,6-DMC<sub>14</sub>
</td>
<td align="center">1.98</td>
<td align="center">3.31</td>
<td align="center">3.35</td>
<td align="center">3.87</td>
</tr>
<tr>
<td align="left">3,6-DMC<sub>14</sub>
</td>
<td align="center">1.13</td>
<td align="center">1.88</td>
<td align="center">2.37</td>
<td align="center">3.03</td>
</tr>
<tr>
<td align="left">3,7-DMC<sub>14</sub>
</td>
<td align="center">0.77</td>
<td align="center">1.21</td>
<td align="center">1.38</td>
<td align="center">1.77</td>
</tr>
<tr>
<td align="left">3-EC<sub>14</sub>
</td>
<td align="center">0.43</td>
<td align="center">0.73</td>
<td align="center">0.76</td>
<td align="center">1.13</td>
</tr>
<tr>
<td align="left">5-EC<sub>14</sub>
</td>
<td align="center">0.38</td>
<td align="center">0.78</td>
<td align="center">0.83</td>
<td align="center">0.97</td>
</tr>
<tr>
<td align="left">6-EC<sub>14</sub>
</td>
<td align="center">0.32</td>
<td align="center">0.55</td>
<td align="center">0.48</td>
<td align="center">0.55</td>
</tr>
<tr>
<td align="left">5,8-DEC<sub>12</sub>
</td>
<td align="center">0.28</td>
<td align="center">0.44</td>
<td align="center">0.25</td>
<td align="center">0.45</td>
</tr>
<tr>
<td align="left">Others</td>
<td align="center">0.50</td>
<td align="center">0.48</td>
<td align="center">0.72</td>
<td align="center">0.65</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>The ion-exchange method, <italic>in situ</italic> synthesis method, and complexation-excessive impregnation modification method successfully prepared Ni-modified SAPO-11 molecular sieves, and the corresponding NiW-supported catalysts were successfully prepared by the incipient-wetness impregnation method, and then used for hydroisomerization of n-hexadecane. The effects of several Ni-modification procedures on the properties of SAPO-11, particularly the active phase properties on the related catalysts, were studied. The results showed that the crystal structure of Ni@SAPO-11 prepared by the ion-exchange method collapsed partially, and nickel species occupied a portion of the pore volume and covered a portion of the acid sites, resulting in a drop in specific surface area, pore volume, and acid sites amount. Ni-SAPO-11 produced <italic>in situ</italic> had a larger specific surface area, pore volume, and medium and strong Br&#xf8;nsted acid sites. However, during dealumination, EDTA had the effect of dredging channels and reaming holes, resulting in a larger BET specific surface area and pore volume of NiSAPO-11. Furthermore, EDTA made it simple to incorporate Ni species into the surface framework of the SAPO-11 molecular sieve rather than the bulk phase, resulting in NiSAPO-11 with better acidity. The support of NiW/NiSAPO-11 had the most Br&#xf8;nsted acid sites, the weakest interaction between active metals and support, and the highest dispersibility and stacking number of active phase, all of which were helpful to n-hexadecane hydroisomerization. NiW/NiSAPO-11 had much greater n-C<sub>16</sub> conversion, i-C<sub>16</sub> selectivity, and i-C<sub>16</sub> yield than the other catalysts. It is expected to provide theoretical guidance for the design of high-activity non-noble metal catalysts for the hydroisomerization of alkanes.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>XD designed experimental plans, performed main experimental work, analyzed and discussed results, and wrote the manuscript. YC assisted in the design of the scheme, performed the main experimental work and assisted in literature review and manuscript sorting. MS participated in the manuscript writing. QW proposed the themes, ideas, and content of the manuscript research work, assisted in literature review and manuscript sorting. YZ guided experimental work and manuscript revision.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was supported by the National Natural 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>
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