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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">1478560</article-id>
<article-id pub-id-type="doi">10.3389/fchem.2024.1478560</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>DFT-guided synthesis of N, B dual-doped porous carbon from saccharina japonica for enhanced oxygen reduction catalysis</article-title>
<alt-title alt-title-type="left-running-head">Zhang 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.2024.1478560">10.3389/fchem.2024.1478560</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Zhang</surname>
<given-names>Junjie</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<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" equal-contrib="yes">
<name>
<surname>Wu</surname>
<given-names>Chao</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<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>Wang</surname>
<given-names>Jilong</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xia</surname>
<given-names>Maosong</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Shixin</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Long</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wei</surname>
<given-names>Wuguo</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Peng</surname>
<given-names>Xing</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1269795/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff>
<institution>College of Aeronautical Engineering, Civil Aviation Flight University of China</institution>, <addr-line>Chengdu</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/2243480/overview">Zhao Jiang</ext-link>, Xi&#x2019;an Jiaotong University, China</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/1815498/overview">Wen Luo</ext-link>, Shanghai University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Wuguo Wei, <email>weiwuguo@163.com</email>; Xing Peng, <email>372913156@qq.com</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1478560</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>10</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Zhang, Wu, Wang, Xia, Li, Liu, Wei and Peng.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Zhang, Wu, Wang, Xia, Li, Liu, Wei and Peng</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>
<sec>
<title>Introduction</title>
<p>The oxygen reduction reaction (ORR) is a crucial determinant of the energy transformation capacity of fuel cells. This study investigates the performance of N and B dual-doped carbon in ORR.</p>
</sec>
<sec>
<title>Methods</title>
<p>Six models using density functional theory (DFT) are developed to compare the performance of different doping strategies. A highly efficient dual-doped carbon ORR catalyst (S-850-1) is synthesized from <italic>Saccharina japonica</italic>, containing 4.54 at% N and 1.05 at% B atom.</p>
</sec>
<sec>
<title>Results</title>
<p>Electrochemical analysis reveals that S-850-1 significantly outperforms the nitrogen mono-doped carbon S-850, exhibiting a higher half-wave potential of 0.861&#xa0;V and a greater limited current density of &#x2212;5.60&#xa0;mA&#xa0;cm&#x207b;<sup>2</sup>, compared to S-850&#x2019;s 0.838&#xa0;V and &#x2212;5.24&#xa0;mA&#xa0;cm&#x207b;<sup>2</sup>. Furthermore, S-850-1 surpasses the performance of 20% Pt/C, demonstrating enhanced durability and exceptional resistance to CO and methanol. The 1.40&#xa0;V open circuit voltage produced by S-850-1 when integrated into a Zn-air battery can power an LED light.</p>
</sec>
<sec>
<title>Discussion</title>
<p>Both theoretical and practical evaluations validate the excellent ORR performance of nitrogen and boron dual-doped carbon, as evidenced by the agreement between the electrochemical results and DFT calculations. This work not only extends the range of ORR catalysts derived from biomass but also provides guidance on creating and producing affordable, effective catalysts that utilize natural resources.</p>
</sec>
</abstract>
<kwd-group>
<kwd>ORR</kwd>
<kwd>DFT</kwd>
<kwd>N and B dual-doping carbon</kwd>
<kwd>fuel cell</kwd>
<kwd>biomass</kwd>
</kwd-group>
<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>Fuel cells (FCs) are particularly important due to their potential for integration into the hydrogen cycle (<xref ref-type="bibr" rid="B20">Hren et al., 2021</xref>; <xref ref-type="bibr" rid="B33">Mao et al., 2022</xref>). FCs are an innovative technology that efficiently and quietly converts chemical energy into electricity, offering significant ecological benefits. Their vast potential spans applications in small electronic devices, civil aviation, and aerospace equipment (<xref ref-type="bibr" rid="B43">Xiao et al., 2021</xref>). The oxygen reduction process is the main element influencing FCs&#x2019; energy conversion efficiency (ORR). Platinum (Pt), a noble metal, is considered the best catalyst for ORR (<xref ref-type="bibr" rid="B36">Su et al., 2021</xref>). The performance of the ORR catalyst is crucial for the efficiency of FCs (<xref ref-type="bibr" rid="B3">Arif et al., 2024</xref>). However, the limited durability, high-cost, and vulnerability to CO and methanol poisoning of Pt, along with its restricted global supply, hinder its economic feasibility (<xref ref-type="bibr" rid="B30">Liu et al., 2024</xref>). As a result, many researchers are investigating substitute catalysts, including low precious metal alloy catalysts, heteroatom-doped carbon catalysts, and transition metal-based catalysts (<xref ref-type="bibr" rid="B4">Bhoyate et al., 2023</xref>). Heteroatom doping carbon ORR catalysts have attracted a lot of attention because of their improved activity, extended stability, and outstanding resistance to methanol and CO (<xref ref-type="bibr" rid="B16">Gu et al., 2018</xref>).</p>
<p>Common heteroatoms used include boron (B), sulfur (S), phosphorus (P), and nitrogen (N) (<xref ref-type="bibr" rid="B8">Choi et al., 2013</xref>; <xref ref-type="bibr" rid="B10">Ferrero et al., 2016</xref>; <xref ref-type="bibr" rid="B9">Choi et al., 2012</xref>; <xref ref-type="bibr" rid="B46">Yang et al., 2012</xref>; <xref ref-type="bibr" rid="B52">Zhao et al., 2017</xref>; <xref ref-type="bibr" rid="B6">Cai et al., 2019</xref>). These heteroatoms may alter the electron distribution in nearby carbon atoms, improving oxygen molecule adsorption, reduction, and desorption, due to their different electronegativities from carbon (<xref ref-type="bibr" rid="B53">Zheng et al., 2012</xref>; <xref ref-type="bibr" rid="B19">Higgins et al., 2014</xref>). In contrast, biomass-derived carbon catalysts doped with heteroatoms offer several inherent advantages, including an abundant supply of natural heteroatoms, lower synthesis costs, and environmental sustainability (<xref ref-type="bibr" rid="B5">Borghei et al., 2018</xref>; <xref ref-type="bibr" rid="B39">Wang et al., 2020</xref>). Research indicates that carbon materials from biomass sources such as water hyacinth, soybean, okara, bamboo fungus, and grape skin are often mono-nitrogen doped (<xref ref-type="bibr" rid="B32">Liu et al., 2015</xref>; <xref ref-type="bibr" rid="B17">Guo et al., 2015</xref>; <xref ref-type="bibr" rid="B11">Gao et al., 2014a</xref>; <xref ref-type="bibr" rid="B12">Gao et al., 2014b</xref>; <xref ref-type="bibr" rid="B7">Chen et al., 2014</xref>; <xref ref-type="bibr" rid="B1">Alatalo et al., 2016</xref>; <xref ref-type="bibr" rid="B51">Zhao et al., 2018</xref>; <xref ref-type="bibr" rid="B50">Zhang et al., 2023a</xref>; <xref ref-type="bibr" rid="B21">Huang et al., 2020</xref>). Few studies have investigated carbon derived from biomass with dual heteroatom doping, with most research focusing on N and S dual doping in materials such as feathers, seaweed, chrysanthemum, and honeysuckle (<xref ref-type="bibr" rid="B31">Liu et al., 2014</xref>; <xref ref-type="bibr" rid="B44">Xu et al., 2017</xref>; <xref ref-type="bibr" rid="B13">Gao et al., 2015a</xref>; <xref ref-type="bibr" rid="B14">Gao et al., 2015b</xref>). Compared to single heteroatom doping, introducing multiple types of heteroatoms can further increase the asymmetry of carbon atoms&#x2019; spin and charge density, potentially enhancing ORR performance (<xref ref-type="bibr" rid="B21">Huang et al., 2020</xref>). Additionally, external boron doping in N-doping carbon has been demonstrated to further improve ORR performance (<xref ref-type="bibr" rid="B41">Wei et al., 2021</xref>). For instance, the current density and half-wave potential of B doping N doped carbon have been reported to increase from &#x2212;0.23 to &#x2212;0.21&#xa0;V and from &#x2212;5.26 to &#x2212;5.64&#xa0;mA&#xa0;cm<sup>&#x2212;2</sup>, respectively (<xref ref-type="bibr" rid="B22">Huang et al., 2017</xref>; <xref ref-type="bibr" rid="B48">Zeng et al., 2020</xref>). Few studies have focused on biomass-derived dual heteroatom-doped carbon catalysts, with most previous research emphasizing the synthesis of N and B dual-doping carbon using chemical precursors (<xref ref-type="bibr" rid="B26">Lee et al., 2016</xref>; <xref ref-type="bibr" rid="B27">Li et al., 2022</xref>). Developing a dual-doped carbon ORR catalyst from biomass could present a strong candidate for commercial applications, offering distinct advantages: high ORR activity, cheap, sustainability, and environmental friendliness.</p>
<p>The brown algae saccharina japonica (phylum phaeophyta) is rich in protein, with content ranging from 6.8% to 10.3%, and serves as both a food source and a valuable source of heteroatoms (<xref ref-type="bibr" rid="B45">Xu et al., 2014</xref>; <xref ref-type="bibr" rid="B35">Su et al., 2022</xref>). Proteins, which are predominantly composed of nitrogen-rich amino acids, are the primary contributors of nitrogen. Boron is sourced from NaBH&#x2084;. This study examines the efficiency of N and B dual-doping carbon using DFT calculations. Saccharina japonica is rich in N element, and NaBH&#x2084; serves as a source of both B and N atoms. Through high-temperature pyrolysis, dual-doped carbon materials containing N (4.54&#xa0;at%) and B (1.05&#xa0;at%) are produced. S-850-1, the synthesized sample, has a better limited current density (&#x2212;5.60&#xa0;mA&#xa0;cm<sup>2</sup>) and half-wave potential (0.861&#xa0;V) than N-doping carbon (S-850: 0.838&#xa0;V and &#x2212;5.24&#xa0;mA&#xa0;cm<sup>2</sup>). S-850-1 shows promise as ORR catalyst in FCs, considering the abundance of saccharina japonica worldwide and the rarity of N, B dual-doping carbon generated from biomass.</p>
</sec>
<sec id="s2">
<title>2 Experimental</title>
<sec id="s2-1">
<title>2.1 Materials</title>
<p>Saccharina japonica is cleaned with water, and then baked to dryness. After being dried and powdered into a fine powder (5&#xa0;g), 10&#xa0;g ZnCl<sub>2</sub> and 500&#xa0;mL water are combined, and the above mixture are constantly agitated for 48&#xa0;h. Above mixture is baked in an oven (80&#xb0;C) until a fully dry colloid form. This colloid undergoes pyrolysis into a quartz at 850&#xb0;C for 2&#xa0;h. Above carbon material is combined with NaBH<sub>4</sub> at a 1:1 mass ratio. The heated material is washed repeatedly with 2&#xa0;M HCl solution and water until it reaches a neutral pH. The final product is labeled S-850-1. The sample, prepared using the same method as described above without the addition of ZnCl<sub>2</sub>, is designated as SN-850-1. The pyrolysis temperature of the samples is increased from 850&#xb0;C to 1,000&#xb0;C, with holding times of 2 and 3&#xa0;h, respectively, denoted as S-1000-2 and S-1000-3. S-1000-2 is mixed with NaBH&#x2084; in a 1:1 ratio, with the pyrolysis temperature set at 850&#xb0;C and held for 2&#xa0;h, resulting in the sample being named S-850-B.</p>
</sec>
<sec id="s2-2">
<title>2.2 DFT calculations</title>
<p>The population analysis, electron density difference, and adsorption free energy of O&#x2a;, OH&#x2a;, and OOH&#x2a; (descriptors) are calculated using VASP software. The exchange-correlation functional is set to GGA-PBE. The energy cutoff for the plane-wave basis set is 500&#xa0;eV, and the projector augmented wave method is used for pseudopotentials. A solvation model is applied using implicit solvation, and the dielectric constant for water (H&#x2082;O) is set to 78.5. The slab model is based on a graphene structure with a (4 &#xd7; 4 &#xd7; 3) supercell, with the bottom two layers of the slab fixed during relaxation. A vacuum layer of 20.0&#xa0;&#xc5; is included, and the cleave plane is oriented along the (002) direction.</p>
</sec>
<sec id="s2-3">
<title>2.3 Characterization</title>
<p>D/MAX-Ultima &#x2b; diffractometer with Co. K&#x3b1; radiation is used for XRD. Using a WBL-810 apparatus, N<sub>2</sub> adsorption-desorption tests are carried out at 77&#xa0;K. The microstructural morphology of the produced samples is examined with a Supra-55 sapphire fitted FE-SEM.</p>
</sec>
<sec id="s2-4">
<title>2.4 Electrochemical measurements</title>
<p>The electrochemical studies are done using a Corrtest CS310 M electrochemical station. Following a combination of 10&#xa0;mg sample, 5&#xa0;mL isopropanol, and 20&#xa0;&#xb5;L 5% Nafion, the mixture underwent a 20&#xa0;min ultrasonography treatment. Experiments using LSV (linear sweep voltammetry) and CV (cyclic voltammetry) are conducted at scan speeds of 10 and 20&#xa0;mV&#xa0;s<sup>&#x2212;1</sup>, respectively. At rotating speeds from 400 to 2,500&#xa0;rpm, LSV curves are recorded in alkaline electrolyte.</p>
<p>To get the transferred electron number (N), the Koutechy-Levich (K-L) curve&#x2019;s slope is calculated using <xref ref-type="disp-formula" rid="e1">Equations 1</xref>, <xref ref-type="disp-formula" rid="e2">2</xref>.<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi>J</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>J</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>J</mml:mi>
<mml:mi>K</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mi>B</mml:mi>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mfrac bevelled="true">
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>J</mml:mi>
<mml:mi>K</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mi>B</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>F</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msup>
<mml:mi>D</mml:mi>
<mml:mfrac bevelled="true">
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:msup>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3bd;</mml:mi>
<mml:mrow>
<mml:mfrac bevelled="true">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>6</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>The current density measured during the electrochemical experiments is denoted as <italic>J</italic>, while <italic>J</italic>
<sub>
<italic>k</italic>
</sub> represents the kinetic current density and <italic>J</italic>
<sub>
<italic>L</italic>
</sub> corresponds to the limited current density. n is the representation of the transmitted electron number. B represents the Levich slope, and the electrode rotating rate is indicated by &#x3c9;. The Faraday constant, denoted as F. The diffusion coefficient of O<sub>2</sub> is represented as D, and the bulk concentration of O<sub>2</sub> is denoted as C. v is the kinetic viscosity representation.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussions</title>
<sec id="s3-1">
<title>3.1 Model design</title>
<p>This study uses DFT calculations to confirm that the ORR activity of the N, B dual-doping carbon model is higher than that of the N or B mono-doping carbon models. Saccharina japonica and NaBH<sub>4</sub> are employed as sources of N and B, respectively. High-temperature pyrolysis and washing with 2&#xa0;M HCl solution are then applied to produce carbon materials doped with N (4.54 at%) and B (1.05 at%) as shown in <xref ref-type="fig" rid="sch1">Scheme 1</xref>.</p>
<fig id="sch1" position="float">
<label>SCHEME 1</label>
<caption>
<p>The synthesis process of N and B dual-doping carbon ORR catalyst derived from saccharina japonica.</p>
</caption>
<graphic xlink:href="FCHEM_fchem-2024-1478560_wc_sch1.tif"/>
</fig>
<p>Reports commonly identify graphitic and pyridinic nitrogen as the most effective active sites for ORR (<xref ref-type="bibr" rid="B18">Guo et al., 2020</xref>; <xref ref-type="bibr" rid="B29">Liang and Yuan, 2024</xref>). <xref ref-type="fig" rid="F1">Figures 1</xref>, <xref ref-type="fig" rid="F2">2</xref> depict reaction energy barriers and the charge distribution for models of graphene, pyridinic-N, graphitic-N, and B-doping carbon. The O&#x2a;, OH&#x2a;, and OOH&#x2a; species exhibit favorable adsorption and desorption energies, as shown by their adsorption at the reaction sites marked by red circles in these models. The graphene model demonstrates a homogeneous charge distribution, as seen in <xref ref-type="fig" rid="F1">Figures 1A</xref>, <xref ref-type="fig" rid="F2">2A</xref>, leading to a substantial energy barrier for the reaction (1.21&#xa0;eV in step 2) and limited adsorption capacity. As shown in <xref ref-type="fig" rid="F1">Figure 1B</xref>, graphitic-N (N<sub>13</sub>) is bonded to three carbon atoms (C<sub>12</sub>, C<sub>14</sub>, C<sub>23</sub>), forming three C-N bonds. The electronegativity of N atom (3.04) is higher than that of C atom (2.55), causing the N atom to attract the valence electrons of the C atoms. As a result, N atom accumulates electrons, gaining a charge of &#x2212;0.64 e, while the three surrounding C atoms (C<sub>12</sub>, C<sub>14</sub>, C<sub>23</sub>) lose valence electrons, each acquiring a charge of &#x2b;0.21 e. The reaction energy barrier of the graphitic-N doped carbon model is reduced to 0.70&#xa0;eV in step 2 (<xref ref-type="fig" rid="F2">Figure 2B</xref>), attributed to the uneven distribution of the electron cloud.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Graphene, <bold>(B)</bold> graphitic-N doped carbon, <bold>(C)</bold> pyridinic-N doped carbon, <bold>(D)</bold> B doped carbon, <bold>(E)</bold> graphitic-N, B dual doped carbon, and <bold>(F)</bold> pyridinic-N, B dual doped carbon&#x2019;s charge distribution images.</p>
</caption>
<graphic xlink:href="fchem-12-1478560-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Energy step images of <bold>(A)</bold> graphene, <bold>(B)</bold> graphitic-N doped carbon, <bold>(C)</bold> pyridinic-N doped carbon, <bold>(D)</bold> B doped carbon, <bold>(E)</bold> graphitic-N, B dual doped carbon, and <bold>(F)</bold> pyridinic-N, B dual doped carbon.</p>
</caption>
<graphic xlink:href="fchem-12-1478560-g002.tif"/>
</fig>
<p>In <xref ref-type="fig" rid="F1">Figure 1C</xref>, the pyridinic-N atom forms C-N bonds with two carbon atoms (C<sub>12</sub> and C<sub>14</sub>). Due to the presence of a lone pair of electrons, pyridinic-N exhibits a weaker electron-attracting ability compared to graphitic-N. Consequently, C<sub>12</sub> and C<sub>14</sub> carry a charge of &#x2b;0.17 e, while C<sub>23</sub> exhibits a charge of &#x2b;0.06 e. Due to the uneven electron cloud distribution, the reaction energy barrier of pyridinic-N doped carbon is reduced to 0.80&#xa0;eV (step 1) in <xref ref-type="fig" rid="F2">Figure 2C</xref>.</p>
<p>Electronegativity of B atom (2.04) is lower than that of C atom, causing its electrons to be attracted by the surrounding C atoms (C<sub>13</sub>, C<sub>22</sub>, and C<sub>24</sub>). B atom carries a charge of &#x2b;0.184 e, while the neighboring C atoms (C<sub>13</sub>, C<sub>22</sub>, and C<sub>24</sub>) carry a charge of &#x2212;0.059 e in <xref ref-type="fig" rid="F1">Figure 1D</xref>. The reaction energy barrier of B-doped carbon is further reduced to 0.60&#xa0;eV (step 2) in <xref ref-type="fig" rid="F2">Figure 2D</xref>. In <xref ref-type="fig" rid="F1">Figure 1E</xref>, the dual doped graphitic-N and B atoms further disrupts the electron cloud distribution. The electron density of graphitic-N atom increases to &#x2212;0.65 e, while the electron density of B atom decreases to &#x2b;0.15 e. The surrounding carbon atoms, C<sub>12</sub> and C<sub>14</sub>, carry a charge of &#x2b;0.20 e, C<sub>23</sub> carries &#x2b;0.18 e, while C<sub>25</sub> and C<sub>34</sub> carry &#x2212;0.04 e. These changes in electron distribution are attributed to the coupling effect between the graphitic-N and B atoms. In <xref ref-type="fig" rid="F2">Figure 2E</xref>, the reaction energy barrier of graphitic-N and B doped carbon is further reduced to 0.53&#xa0;eV in step 2. Similarly, pyridinic-N and B dual doping also further disrupts the electron distribution in the carbon structure. The electron density of pyridinic-N atom increases to &#x2212;0.64 e, while the electron density of B atom decreases to &#x2b;0.15 e. The surrounding carbon atoms, C<sub>12</sub> and C<sub>14</sub>, carry a charge of &#x2b;0.17 e, C<sub>23</sub> carries &#x2b;0.03 e, while C<sub>25</sub> and C<sub>34</sub> carry &#x2212;0.04 e. In <xref ref-type="fig" rid="F2">Figure 2F</xref>, the reaction energy barrier of graphitic-N and B doped carbon is further reduced to 0.51&#xa0;eV in step 2. According to the DFT calculation results, the graphitic-N, pyridinic-N and B dual-doped carbon structure further disrupts the electron cloud distribution, adjusts the adsorption energies of intermediate species O&#x2a;, OH&#x2a;, and OOH&#x2a;, thereby lowering the energy barrier for the ORR, which is beneficial for enhancing ORR catalytic performance.</p>
</sec>
<sec id="s3-2">
<title>3.2 Physical characterization</title>
<p>DFT findings suggest that N, B dual-doping carbon may exhibit exceptional ORR performance. N, B dual-doping carbon ORR catalysts are synthesized from saccharina japonica.</p>
<p>SEM pictures provide visual information on the shape and structure of the as-synthesized samples. In <xref ref-type="fig" rid="F3">Figure 3A</xref>, S-850-1 exhibits a porous surface morphology, with interconnected carbon particles forming the surface porosity. The porous morphology enhances the exposure of active sites and improves O<sub>2</sub> molecule transport. As shown in <xref ref-type="fig" rid="F3">Figure 3B</xref>, SN-850-1 demonstrates a large, solid bulk structure at the micrometer scale, with a non-porous surface. SEM analysis indicates that the porous structure of the sample is attributed to the influence of ZnCl<sub>2</sub> activator. N&#x2082; adsorption-desorption study assesses the surface area and distribution of pore sizes. In <xref ref-type="fig" rid="F3">Figure 3C</xref>, mesopores are evident, with both S-850 and S-850-1 exhibiting type-IV isotherms and a distinct hysteresis loop in the medium and high-pressure regions (<xref ref-type="bibr" rid="B40">Wang et al., 2011</xref>). However, SN-850-1 exhibits a type II isotherm, indicating a non-porous structure (<xref ref-type="bibr" rid="B28">Li et al., 2019</xref>). After doping with B, S-850-1 shows a modest increase in specific surface area from 1,108 to 1,173&#xa0;m<sup>2</sup>&#xa0;g&#x207b;<sup>1</sup>, which is likely attributable to the B atomic incorporation. SN-850-1 exhibits a comparatively low specific surface area of 89&#xa0;m<sup>2</sup>&#xa0;g&#x207b;<sup>1</sup>. Non-local density functional theory, the distribution of pore size shown in <xref ref-type="fig" rid="F3">Figure 3D</xref> is predominantly in the 15&#x2013;50&#xa0;nm range, indicating the presence of mesopores. SN-850-1 is characterized by a non-porous structure. Based on the above physical characteristics, ZnCl<sub>2</sub> activator is identified as a key factor in the development of the porous structure of biomass-derived carbon-based ORR catalyst, potentially impacting ORR performance.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A, B)</bold> SEM images of S-850-1 and SN-850-1, <bold>(C, D)</bold> N<sub>2</sub> adsorption-desorption isotherms and pore size of the as-synthesized samples.</p>
</caption>
<graphic xlink:href="fchem-12-1478560-g003.tif"/>
</fig>
<p>XPS measurements can be used to analyze the types and quantities of doping N and B atoms. <xref ref-type="fig" rid="F4">Figure 4A</xref> reveals the presence of doped N atoms through peaks at approximately 187&#xa0;eV (B), 284&#xa0;eV (C), 532&#xa0;eV (O), and 400&#xa0;eV (N) for the as-synthesized samples (<xref ref-type="bibr" rid="B26">Lee et al., 2016</xref>). S-850 contains only doped C, O, and N atoms, whereas S-850-1 exhibits significant B doping, confirming the incorporation of B atoms into the N-doped carbon matrix. S-850-1 shows a higher O content than N and B. The pyrolysis temperature of the samples is increased to 1,000&#xb0;C and maintained for 2&#xa0;h to ensure the complete volatilization of doped N atom. S-1000-2 is mixed with NaBH&#x2084; in a 1:1 ratio, with the pyrolysis temperature set at 850&#xb0;C and held for 2&#xa0;h, resulting in the sample being named S-850-B.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> Full-scan XPS, <bold>(B)</bold> Total N and B content, <bold>(C, D)</bold> High-resolution N and B atoms of S-850-1, <bold>(E)</bold> XRD pattern, <bold>(F)</bold> Raman spectrum.</p>
</caption>
<graphic xlink:href="fchem-12-1478560-g004.tif"/>
</fig>
<p>Pyrolysis at 1,000&#xb0;C, with hold times of 2 and 3&#xa0;h (noted as S-1000-2 and S-1000-3), is conducted to fully volatilize N and B, aiming to investigate the effect of doped O atom on ORR performance. In the S-1000-2 and S-1000-3 samples, N and B are indeed absent, with only O remaining, which is attributed to the volatilization of N and B at high temperatures. The O contents of S-1000-2 and S-1000-3 are 5.34&#xa0;at% and 3.21&#xa0;at%, respectively. Subsequent electrochemical performance tests will be conducted to analyze the effect of doped O atom on ORR performance. N (1.45&#xa0;at%) and B (0.23&#xa0;at%) contents in SN-850-1 are lower than those in S-850-1 (N: 4.54&#xa0;at% and B: 1.05&#xa0;at%), indicating that the porous structure facilitates the exposure of more heteroatoms. <xref ref-type="fig" rid="F4">Figure 4B</xref> shows doping N and B atomic content of the as-synthesized samples. The high-resolution N<sub>1s</sub> spectra of S-850-1 reveal peaks corresponding to graphitic-N (401&#xa0;eV), pyridinic-N (398&#xa0;eV), pyrrolic-N (399&#xa0;eV), and oxidized-N (402&#xa0;eV) (<xref ref-type="bibr" rid="B49">Zhang et al., 2023b</xref>; <xref ref-type="bibr" rid="B23">Huang et al., 2019</xref>). The doped B atoms are represented by peaks at 187&#xa0;eV (B&#x2084;C) and 189&#xa0;eV (BC&#x2083;) in <xref ref-type="fig" rid="F4">Figures 4C, D</xref>. According to the XPS results, saccharina japonica may serve as a precursor for the synthesis of N mono-doping carbon materials. Additionally, combining saccharina japonica with NaBH&#x2084; enables the effective production of N and B dual-doping carbon, which may show promising activity for ORR.</p>
<p>XRD patterns of S-850-1 and S-850 exhibit two distinct peaks at 2&#x3b8; &#x3d; 30.7&#xb0; and 49.4&#xb0;, which match to the (002) and (100) crystallographic planes of a standard hexagonal carbon structure (JCPDS card no. 41&#x2013;1,487) in <xref ref-type="fig" rid="F4">Figure 4E</xref> (<xref ref-type="bibr" rid="B47">Yu et al., 2014</xref>). The diffraction peaks of the (002) plane in S-850 and S-850-1 show a slight negative shift relative to the standard peak, indicating that the diffraction is performed by ions (N, and B) of different radius or the defects formed due to incorporation of N or B. Both S-850 and S-850-1 display D and G bands in Raman spectra (<xref ref-type="fig" rid="F4">Figure 4F</xref>). The extent of disorder in the carbon material is reflected in the I<sub>D</sub>/I<sub>G</sub> ratio of these bands (<xref ref-type="bibr" rid="B24">Kim et al., 2011</xref>). For S-850-1, the I<sub>D</sub>/I<sub>G</sub> ratio is 1.23, showing a slight increase compared to the N mono-doped S-850, which has an I<sub>D</sub>/I<sub>G</sub> ratio of 1.22. This increases likely results from the enhanced defect density due to B doping.</p>
</sec>
<sec id="s3-3">
<title>3.3 Electrochemical characterization</title>
<p>This work assessed the ORR performance of the as-synthesized samples and 20% Pt/C using CV and LSV tests in 0.1&#xa0;M KOH electrolyte, with recorded potentials plotted against the RHE scale. <xref ref-type="fig" rid="F5">Figure 5A</xref> shows clear reduction peaks for the above samples, demonstrating their ORR activity in an alkaline electrolyte. Compared to S-850 (0.881&#xa0;V) and S-850-B (0.805&#xa0;V), S-850-1 exhibits a higher peak potential (0.895&#xa0;V), closely matching that of 20% Pt/C (0.899&#xa0;V). The results show that the N, B dual-doped carbon catalyst has significantly higher ORR performance than the N or B mono doped carbon catalyst, even approaching that of 20% Pt/C. The peak potentials of the N and B mono doped carbon catalysts (S-850 and S-850-B) are higher than those of the N, B dual-doped SN-850-1 (0.795&#xa0;V) with low surface area and non-porous structure, indicating a direct relationship between surface area, porosity, and ORR performance.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<bold>(A, B)</bold> CV, LSV curves of the as-synthesized samples, <bold>(C)</bold> RDE curves, <bold>(D)</bold> K-L plots of S-850-1.</p>
</caption>
<graphic xlink:href="fchem-12-1478560-g005.tif"/>
</fig>
<p>Among the carbon catalysts with different doped O contents, S-1000-2 (O: 5.34 at%) and S-1000-3 (O: 3.21 at%) without N and B doping exhibit similar peak potentials of 0.682&#xa0;V, which are lower than those of the N- and B-doped carbon catalysts, indicating that O doping has a minimal effect on ORR performance. Furthermore, the peak potential of the most effective S-850-1 exceeds that of previously reported N and B dual-doped carbon catalysts (BN-GNRs: 0.870 V (<xref ref-type="bibr" rid="B38">Tu et al., 2022</xref>), B-NHMC: 0.881 V (<xref ref-type="bibr" rid="B2">Al-Enizi, 2022</xref>), BNC-600: 0.759 V (<xref ref-type="bibr" rid="B55">Zhou et al., 2021</xref>)), which can be attributed to its lower N and B content, as well as its smaller surface area and pore structure. The LSV curves, shown in <xref ref-type="fig" rid="F5">Figure 5B</xref>, demonstrate that the performance of S-850-1 is like that of 20% Pt/C. Specifically, S-850-1 shows improvements of 23&#xa0;mV and 0.36&#xa0;mA&#xa0;cm&#x207b;<sup>2</sup> in half-wave potential and limited current density (0.861&#xa0;V and &#x2212;5.60&#xa0;mA&#xa0;cm<sup>&#x2212;2</sup>), respectively, compared to S-850 (0.838&#xa0;V and &#x2212;5.24&#xa0;mA&#xa0;cm<sup>&#x2212;2</sup>). The half-wave potential and limited current density of S-850-1 are nearly identical to those of 20% Pt/C. While S-850-1 starts with an initial potential of 0.962&#xa0;V, it shifts negatively by 83&#xa0;mV compared to the 1.050&#xa0;V of 20% Pt/C. The trends observed in the onset potential, half-wave potential, and limited diffusion current density of the other samples are consistent with the above CV results. The detailed electrochemical data are listed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Electrochemical characterizations of the as-synthesized samples and previously reported N, B-doped carbon catalysts.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Samples</th>
<th align="center">Peak potential (V)</th>
<th align="center">Onset potential (V)</th>
<th align="center">Half-wave potential (V)</th>
<th align="center">Limited current density @0.5V (mA cm<sup>-2</sup>)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">S-850</td>
<td align="center">0.881</td>
<td align="center">0.912</td>
<td align="center">0.838</td>
<td align="center">&#x2212;5.24</td>
</tr>
<tr>
<td align="center">S-850-1</td>
<td align="center">0.895</td>
<td align="center">0.962</td>
<td align="center">0.861</td>
<td align="center">&#x2212;5.60</td>
</tr>
<tr>
<td align="center">20% Pt/C</td>
<td align="center">0.899</td>
<td align="center">1.050</td>
<td align="center">0.862</td>
<td align="center">&#x2212;5.60</td>
</tr>
<tr>
<td align="center">S-850-B</td>
<td align="center">0.805</td>
<td align="center">0.976</td>
<td align="center">0.785</td>
<td align="center">&#x2212;5.04</td>
</tr>
<tr>
<td align="center">SN-850-1</td>
<td align="center">0.795</td>
<td align="center">0.935</td>
<td align="center">0.768</td>
<td align="center">&#x2212;4.10</td>
</tr>
<tr>
<td align="center">S-1000-2</td>
<td align="center">0.682</td>
<td align="center">0.890</td>
<td align="center">0.640</td>
<td align="center">&#x2212;3.76</td>
</tr>
<tr>
<td align="center">S-1000-3</td>
<td align="center">0.682</td>
<td align="center">0.890</td>
<td align="center">0.641</td>
<td align="center">&#x2212;3.78</td>
</tr>
<tr>
<td align="center">BN-GNRs (<xref ref-type="bibr" rid="B38">Tu et al., 2022</xref>)</td>
<td align="center">0.870</td>
<td align="center">0.954</td>
<td align="center">0.852</td>
<td align="center">&#x2212;4.00</td>
</tr>
<tr>
<td align="center">B-NHMC (<xref ref-type="bibr" rid="B2">Al-Enizi, 2022</xref>)</td>
<td align="center">0.881</td>
<td align="center">0.975</td>
<td align="center">0.835</td>
<td align="center">&#x2212;4.20</td>
</tr>
<tr>
<td align="center">BNC-600 (<xref ref-type="bibr" rid="B55">Zhou et al., 2021</xref>)</td>
<td align="center">0.759</td>
<td align="center">0.930</td>
<td align="center">0.790</td>
<td align="center">&#x2212;5.10</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Based on the preceding physical and electrochemical test results, the N, B dual-doped carbon structure demonstrates a notable enhancement in ORR performance, surpassing that of the mono N and B doped carbon structures. Furthermore, the ORR activity of the N, B dual-doped carbon catalyst S-850-1 exceeds that of previously reported N, B dual-doped materials in the literature, suggesting that S-850-1 holds substantial potential for commercialization as an ORR catalyst. The LSV curves (rotation rates: 400&#x2013;2,500&#xa0;rpm), shown in <xref ref-type="fig" rid="F5">Figure 5C</xref>, demonstrate that higher rotation rates increase the limiting diffusion current density, reduce diffusion distance, and enhance oxygen transport (<xref ref-type="bibr" rid="B37">Tan et al., 2012</xref>). K-L plots within the 0.3&#x2013;0.7&#xa0;V potential range reveal strong linearity for S-850-1, suggesting first-order reaction kinetics for oxygen reduction (<xref ref-type="bibr" rid="B44">Xu et al., 2017</xref>). Moreover, S-850-1 has an electron transfer number (n) of 3.85, indicating a predominant 4-electron ORR way.</p>
<p>The longevity of catalysts is a key challenge for fuel cell commercialization (<xref ref-type="bibr" rid="B42">Wu et al., 2011</xref>). After 5,000 CV cycles, S-850-1 shows a negative shift of 26&#xa0;mV in half-wave potential (@1,600&#xa0;rpm) and a decrease of &#x2212;0.52&#xa0;mA&#xa0;cm&#x207b;<sup>2</sup> in limiting diffusion current density from its initial values. In comparison, commercial 20% Pt/C experiences a more significant decline, with shifts of 161&#xa0;mV and &#x2212;1.64&#xa0;mA&#xa0;cm&#x207b;<sup>2</sup>, respectively (<xref ref-type="fig" rid="F6">Figure 6A</xref>). The outstanding stability of S-850-1 may be ascribed to the robust covalent C-N bonds and the lack of complications such as Pt nanoparticle aggregation and dissolution (<xref ref-type="bibr" rid="B54">Zhong et al., 2013</xref>). Additionally, under chronoamperometric testing at 0.5&#xa0;V for 18,000&#xa0;s, the current density of 20% Pt/C drops to 0.8&#xa0;mA&#xa0;cm&#x207b;<sup>2</sup>, while S-850-1 maintains a current density of approximately 1.1&#xa0;mA&#xa0;cm&#x207b;<sup>2</sup> (<xref ref-type="fig" rid="F6">Figure 6B</xref>). CO gas poses a significant challenge for fuel cells by increasing the risk of ORR catalyst poisoning. <xref ref-type="fig" rid="F6">Figure 6C</xref> illustrates the catalysts&#x2019; tolerance to CO. Upon CO introduction at 4,000&#xa0;s, 20% Pt/C&#x2019;s current density decreases to about 56%, indicating a higher susceptibility to CO poisoning compared to S-850-1, which retains about 79% of its current density. In direct methanol fuel cells, methanol may migrate from the anode to the cathode, where it can potentially poison the ORR catalyst (<xref ref-type="bibr" rid="B15">Gao et al., 2015c</xref>). Therefore, methanol tolerance is crucial for optimal catalyst performance. As shown in <xref ref-type="fig" rid="F6">Figure 6D</xref>, S-850-1 demonstrates high selectivity for oxygen and shows no significant activity loss upon the addition of 10&#xa0;mL methanol, indicating effective resistance to methanol crossover. In contrast, the ORR performance of 20% Pt/C is adversely affected by methanol, as it is more prone to methanol oxidation reactions (MOR). These results highlight that S-850-1 surpasses 20% Pt/C in terms of stability and resistance to methanol and CO poisoning.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<bold>(A)</bold> LSV curves pre- and post-5000 CV cycles, <bold>(B)</bold> Chronoamperometric measurements, <bold>(C)</bold> Chronoamperometric measurements are obtained, with the inflection point indicating the introduction of CO, <bold>(D)</bold> CV curves in solution and in the presence of methanol.</p>
</caption>
<graphic xlink:href="fchem-12-1478560-g006.tif"/>
</fig>
<p>This study constructs a Zn-air battery to further investigate the performance of S-850-1. The Zn-air battery features a 4.5&#xa0;cm<sup>2</sup> operating surface, with a 6&#xa0;M KOH solution circulating at 20&#xa0;mL per minute as the electrolyte. The oxide layer is removed by sanding the zinc plate (length: about 8.5&#xa0;cm, width: about 3&#xa0;cm), as shown in <xref ref-type="fig" rid="F7">Figure 7A</xref>. S-850-1 coated on stainless steel mesh (approximate length: 7.5&#xa0;cm, approximate width: 3&#xa0;cm). The Zn-air battery&#x2019;s open circuit voltage and current density in <xref ref-type="fig" rid="F7">Figure 7B</xref>, c are 1.40&#xa0;V and 0.72 A, respectively, which illuminates the LED light. The findings suggest that S-850-1 may be used as an ORR catalyst for Zn-air batteries.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>
<bold>(A)</bold> S-850-1 and Zn plate, <bold>(B)</bold> Open circuit voltage, <bold>(C)</bold> Current density of Zn-air battery.</p>
</caption>
<graphic xlink:href="fchem-12-1478560-g007.tif"/>
</fig>
<p>Future research directions will focus on exploring novel biomass that is inherently rich in various heteroatoms, enabling the formation of self-doped carbon-based ORR catalysts with high heteroatom content. This approach will avoid the use of external doping chemicals and reduce preparation costs. In the process of scaling up the industrial production of biomass-derived carbon-based ORR catalysts, challenges may arise due to variations in the heteroatom content caused by differences in the origin and seasonal changes of biomass materials across different batches. Additionally, it is crucial to develop scalable and cost-effective processes, such as ball milling, to produce heteroatom-doped carbon-based electrocatalysts. These processes should ensure the catalysts possess optimal structural and surface chemical properties to meet the demands of industrial applications (<xref ref-type="bibr" rid="B34">Sekhon et al., 2022</xref>; <xref ref-type="bibr" rid="B25">Koolen et al., 2023</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>The study successfully develops an efficient N, B dual-doped carbon ORR catalyst (S-850-1) using Saccharina japonica, DFT calculations, NaBH&#x2084; doping, and pyrolysis methods. Initially, six theoretical models demonstrate that N and B dual-doping carbon offers superior ORR performance compared to N and B mono-doped carbon. Saccharina japonica and NaBH&#x2084; serve as the precursor and boron source, respectively, for pyrolyzing N (4.54&#xa0;at%) and B (1.05&#xa0;at%) dual-doped carbon (S-850-1) at 850&#xb0;C. The ORR activity of S-850-1 outperforms that of N mono-doped carbon (S-850), evidenced by its higher half-wave potential (0.861 vs. 0.838&#xa0;V) and greater limited current density (&#x2212;5.60 vs. &#x2212;5.24&#xa0;mA&#xa0;cm&#x207b;<sup>2</sup>). This indicates that N, B dual-doping carbon has enhanced ORR performance. Furthermore, S-850-1 is utilized to fabricate a Zn-air battery with an open circuit voltage of 1.40&#xa0;V, successfully powering an LED light. These electrochemical results corroborate the DFT predictions, suggesting that S-850-1, derived from the widely available Saccharina japonica, has the potential to be a commercially viable ORR catalyst for the next generation of fuel cells.</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/supplementary material, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>JZ: Writing&#x2013;original draft, Writing&#x2013;review and editing. CW: Writing&#x2013;original draft, Writing&#x2013;review and editing. JW: Writing&#x2013;review and editing. MX: Writing&#x2013;review and editing. SL: Writing&#x2013;review and editing. LL: Writing&#x2013;review and editing. WW: Writing&#x2013;review and editing. XP: Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. Fundamental Research Funds for the Central Universities (No. 24CAFUC04004, 24CAFUC03028), National Natural Science Foundation of China (No. 52205238, 12304258), Natural Science Foundation of Sichuan Province (No. 2022NSFSC1894, No. 2022NSFSC1885), the Joint Fund Project supported by the National Nature Science Foundation of China and the Civil Aviation Administration of China (No. U2133209), the Fundamental Research Funds for the Central Universities (No. J2022-005).</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>
<ref-list>
<title>References</title>
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