﻿<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.0 20120330//EN" "http://jats.nlm.nih.gov/publishing/1.0/JATS-journalpublishing1.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta>
      <journal-id journal-id-type="nlm-ta">Energy Mater.</journal-id>
      <journal-id journal-id-type="publisher-id">ENERGYMATER</journal-id>
      <journal-title-group>
        <journal-title>Energy Materials</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2770-5900</issn>
      <publisher>
        <publisher-name>OAE Publishing Inc.</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
	<article-id pub-id-type="doi">10.20517/energymater.2026.207</article-id>
      <article-categories>
        <subj-group>
          <subject>Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Mechanism investigations of EC/EMC electrolyte combustion suppression by phosphorus-iron agents via ReaxFF MD</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Guo</surname>
            <given-names>Guanlun</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I*">
            <sup>*</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1" />
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Hong</surname>
            <given-names>Chenduan</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Zhao</surname>
            <given-names>Zhiyong</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Wu</surname>
            <given-names>Sheng</given-names>
          </name>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
          <xref ref-type="aff" rid="I*">
            <sup>*</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1" />
        </contrib>
      </contrib-group>
      <aff id="I1">
        <sup>1</sup>Hubei Key Laboratory of Advanced Technology for Automotive Components, Wuhan University of Technology, Wuhan 430070, Hubei, China.</aff>
      <aff id="I2">
        <sup>2</sup>School of Intelligent Manufacturing, Jianghan University, Wuhan 430056, Hubei, China.</aff>
      <author-notes>
        <corresp id="cor1">*Correspondence to: Dr. Guanlun Guo, Hubei Key Laboratory of Advanced Technology for Automotive Components, Wuhan University of Technology, Wuhan 430070, Hubei, China. E-mail: <email>glguo@whut.edu.cn</email>; Dr. Sheng Wu, School of Intelligent Manufacturing, Jianghan University, Wuhan 430056, Hubei, China. E-mail: <email>wusheng@jhun.edu.cn</email></corresp>
      <fn fn-type="other">
          <p>
            <bold>Received:</bold> 3 Jul 2026 | <bold>First Decision:</bold> 30 Jul 2026 | <bold>Revised:</bold> 9 Sep 2026 | <bold>Accepted:</bold> 22 Sep 2026 | <bold>Published:</bold> 27 Oct 2026</p>
        </fn>
        <fn fn-type="other">
          <p>
            <bold>Academic Editor:</bold> Federico Bella | <bold>Copy Editor:</bold> Fangling Lan |  <bold>Production Editor:</bold> Fangling Lan</p>
        </fn>
      </author-notes>
	  <pub-date pub-type="ppub">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>27</day>
        <month>10</month>
        <year>2026</year>
      </pub-date>
      <volume>6</volume>
	  <issue>10</issue>
	 <elocation-id>600142</elocation-id>
	  <permissions>
        <copyright-statement>© The Author(s) 2026.</copyright-statement>
        <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
          <license-p>© The Author(s) 2026. <bold>Open Access</bold> This article is licensed under a Creative Commons Attribution 4.0 International License (<uri xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</uri>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
        </license>
      </permissions>
      <abstract>
        <p>To elucidate the influence of the phosphorus-to-iron (P/Fe) ratio on the combustion suppression mechanism of phosphorus-iron-based fire-extinguishing agents during lithium-ion battery thermal runaway, ReaxFF molecular dynamics simulations were performed on ethylene carbonate (EC)/ethyl methyl carbonate (EMC) electrolyte systems with an approximately 1:1 mass ratio, containing additives with different P/Fe molar ratios (1:3 to 3:1) in an oxygen environment. Under identical conditions, the evolution of reactant consumption, gaseous products, reaction pathways, activation energies, and radical species was systematically analyzed. The results showed that the P/Fe ratio did not change the primary decomposition pathways of EC and EMC but significantly affected radical generation and secondary reaction channels. The 1:1 system exhibited the highest EC and EMC residues (28.3% and 28.4%) and the lowest CO<sub>2</sub> and H<sub>2</sub>O formation. It also presented the highest activation energies for EC and EMC decomposition. Radical analysis indicated that H· generation was lowest in the P/Fe = 1:1 system (174) and increased toward both Fe-rich and Fe-poor compositions, reaching its maximum in the P/Fe = 3:1 system (433), whereas systems with high P/Fe ratios generated more phosphorus-containing species such as PHO<sub>2</sub>· and PH<sub>2</sub>O<sub>3</sub>·. In contrast, the P/Fe = 1:1 system exhibited relatively low occurrence frequencies of key radical-generating pathways while maintaining radical-consumption reactions involving extinguishing-agent-derived species, resulting in the strongest inhibition of chain reactions. Mechanistically, phosphorus-containing species participated in the consumption of H·, OH·, and O· radicals, while variation in the P/Fe ratio regulated the decomposition behavior of the extinguishing agent and the resulting radical reaction network. Within the investigated composition range, the P/Fe = 1:1 system exhibited the strongest overall combustion-suppression performance.</p>
      </abstract>
      <kwd-group>
        <kwd>Lithium-ion battery</kwd>
        <kwd>phosphorus-iron-based fire-extinguishing agent</kwd>
        <kwd>ReaxFF-MD</kwd>
        <kwd>combustion suppression mechanism</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>INTRODUCTION</title>
      <p>With the rapid development of electric vehicles and electrochemical energy-storage systems, lithium-ion batteries (LIBs) have become one of the most widely adopted secondary battery technologies owing to their high energy density, high operating voltage, and long cycle life<sup>[<xref ref-type="bibr" rid="B1">1</xref>,<xref ref-type="bibr" rid="B2">2</xref>]</sup>. However, under extreme conditions such as mechanical abuse, electrical abuse, and thermal abuse, LIBs remain susceptible to thermal runaway<sup>[<xref ref-type="bibr" rid="B3">3</xref>]</sup>. Once initiated, thermal runaway involves a series of highly exothermic processes, including decomposition of the solid electrolyte interphase (SEI), separator shrinkage, electrolyte pyrolysis, reactions between the anode and electrolyte, and oxygen release from cathode materials, which may further lead to high-temperature ejection and flame development<sup>[<xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B5">5</xref>]</sup>. Meanwhile, electrolyte decomposition can generate substantial amounts of combustible gases, further increasing the fire and explosion hazards<sup>[<xref ref-type="bibr" rid="B6">6</xref>]</sup>.</p>
      <p>For carbonate-based electrolytes, high-temperature decomposition and oxidation reactions constitute the fundamental microscopic processes governing battery-fire evolution. Previous studies have demonstrated that different carbonate solvents exhibit distinct decomposition onset temperatures, dominant reaction pathways, and product distributions<sup>[<xref ref-type="bibr" rid="B7">7</xref>]</sup>, which subsequently influence the generation of combustible gases, flame intensity, and explosion sensitivity. As a typical cyclic carbonate, ethylene carbonate (EC) possesses strong lithium-salt solvating capability and a high dielectric constant, making it prone to ring-opening reactions and the formation of reactive oxygen-containing intermediates under high-temperature oxidative conditions. In contrast, ethyl methyl carbonate (EMC), a linear carbonate solvent, exhibits higher volatility and readily serves as a precursor for gas-phase combustion<sup>[<xref ref-type="bibr" rid="B8">8</xref>-<xref ref-type="bibr" rid="B10">10</xref>]</sup>. Investigating reaction pathways and radical evolution in EC/EMC electrolyte systems is therefore essential for understanding the atomistic mechanisms underlying sustained electrolyte combustion during the later stages of thermal runaway.</p>
      <p>Existing fire-suppression strategies for lithium-ion battery (LIB) fires mainly include gaseous extinguishing agents, water-based media, water mist, dry powders, and multi-component composite systems. Clean gaseous agents such as heptafluoropropane and perfluorohexanone provide advantages in cleanliness and electrical insulation; however, their ability to suppress continuous heat generation inside battery cells remains limited, and some fluorinated agents may generate hazardous decomposition products under high-temperature conditions<sup>[<xref ref-type="bibr" rid="B11">11</xref>,<xref ref-type="bibr" rid="B12">12</xref>]</sup>. Water and water mist exhibited excellent cooling performance and have been widely investigated for suppressing thermal runaway propagation<sup>[<xref ref-type="bibr" rid="B13">13</xref>-<xref ref-type="bibr" rid="B16">16</xref>]</sup>. However, their chemical inhibition ability toward internal combustion reactions is relatively limited, and additional safety concerns, including electrical conductivity and hydrogen generation, should also be considered. To further enhance chemical inhibition, modified water-based systems containing chemically active components, such as ferrocene, F-500 additives, and phosphate species, have also been explored<sup>[<xref ref-type="bibr" rid="B17">17</xref>-<xref ref-type="bibr" rid="B19">19</xref>]</sup>.</p>
      <p>In recent years, phosphorus-based and iron-based flame-retardant materials have shown strong potential in combustion suppression through different mechanisms. Phosphazene-based flame-retardant additives have demonstrated effective flame-retardant performance in LIB electrolytes<sup>[<xref ref-type="bibr" rid="B20">20</xref>]</sup>. Meanwhile, ferrocene-containing materials have been reported to exhibit effective fire-extinguishing performance, with iron-containing species contributing to chemical inhibition and catalytic radical-recombination <InlineParagraph>processes<sup>[<xref ref-type="bibr" rid="B21">21</xref>,<xref ref-type="bibr" rid="B22">22</xref>]</sup>.</InlineParagraph> Phosphorus-based flame retardants can inhibit chain propagation through gas-phase reactions involving key radicals such as H· and OH·, while phosphate-based materials can also enhance flame retardancy by promoting protective condensed-phase structures<sup>[<xref ref-type="bibr" rid="B23">23</xref>,<xref ref-type="bibr" rid="B24">24</xref>]</sup>. Previous studies have demonstrated that ferrocenecarboxylic acid can suppress EC combustion and increase the apparent activation energy of EC oxidation<sup>[<xref ref-type="bibr" rid="B25">25</xref>]</sup>. However, for such phosphorus-iron-based fire-extinguishing agents containing both active centers, how the phosphorus-to-iron (P/Fe) atomic ratio influences electrolyte combustion pathways, radical generation, and synergistic suppression behavior remains insufficiently understood at the atomic scale.</p>
      <p>Reactive molecular dynamics provides an effective approach for dynamically tracking bond breaking and formation during chemical reactions without predefining reaction pathways, making it a powerful tool for investigating complex reactive processes<sup>[<xref ref-type="bibr" rid="B26">26</xref>-<xref ref-type="bibr" rid="B28">28</xref>]</sup>. ReaxFF-MD has been applied to investigate the thermal decomposition and combustion reactions of LIB electrolytes, as well as electrolyte-related interfacial reactions<sup>[<xref ref-type="bibr" rid="B29">29</xref>-<xref ref-type="bibr" rid="B31">31</xref>]</sup>. Compared with conventional non-reactive force fields, ReaxFF enables dynamic bond formation and dissociation while retaining the computational efficiency of classical molecular dynamics, thereby allowing the simulation of relatively large reactive systems over longer time and length scales than ab initio molecular dynamics. Based on this framework, EC/EMC mixed electrolytes were selected as the model system, and five phosphorus-iron-based fire-extinguishing systems with different P/Fe ratios were constructed. The evolution of reactant consumption, product formation, reaction pathways, activation energies, pyrolysis-derived active species of the extinguishing agents, and key radicals was systematically analyzed. On this basis, a microscopic mechanistic framework for the synergistic flame-suppression effect of phosphorus and iron is proposed.</p>
    </sec>
    <sec id="sec2">
      <title>COMPUTATIONAL METHODS</title>
      <sec id="sec2-1">
        <title>Molecular design and system construction</title>
        <p>Taking ferrocenecarboxylic acid phosphate ester (P-Fc) as the reference structure, five phosphorus-iron-based fire-extinguishing agents with different P/Fe stoichiometric ratios (1:3, 1:2, 1:1, 2:1, and 3:1) were designed. Their molecular structures are shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>, and the corresponding molecular compositions used in the simulation models are summarized in <xref ref-type="table" rid="t1">Table 1</xref>. All molecular structures were first geometrically optimized using Materials Studio and subsequently packed into simulation cells with a base dimension of <InlineParagraph>60 Å × 60 Å.</InlineParagraph></p>
        <fig id="fig1" position="float" width="450">
          <label>Figure 1</label>
          <caption>
            <p>Molecular structures of the species used in the simulations: (A) EC (C<sub>3</sub>H<sub>4</sub>O<sub>3</sub>); (B) EMC (C<sub>4</sub>H<sub>8</sub>O<sub>3</sub>); (C) P-Fc (C<sub>11</sub>H<sub>11</sub>O<sub>5</sub>FeP); (D) P-Fc<sub>2</sub> (C<sub>22</sub>H<sub>19</sub>O<sub>6</sub>Fe<sub>2</sub>P); (E) P-Fc<sub>3</sub> (C<sub>33</sub>H<sub>27</sub>O<sub>7</sub>Fe<sub>3</sub>P); (F) P<sub>2</sub>-Fc (C<sub>12</sub>H<sub>12</sub>O<sub>10</sub>P<sub>2</sub>Fe); and (G) P<sub>3</sub>-Fc (C<sub>13</sub>H<sub>13</sub>O<sub>15</sub>P<sub>3</sub>Fe).</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.fig.1.jpg" />
        </fig>
        <table-wrap id="t1">
          <label>Table 1</label>
          <caption>
            <p>Numbers of molecules used in the simulation models</p>
          </caption>
          <table frame="hsides" rules="groups" displaytype="1">
            <thead>
              <tr>
                <td style="border-bottom:1;">
                  <bold>System</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>EC</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>EMC</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>O<sub>2</sub></bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>P-Fc<sub>3</sub></bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>P-Fc<sub>2</sub></bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>P-Fc</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>P<sub>2</sub>-Fc</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>P<sub>3</sub>-Fc</bold>
                </td>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>P/Fe = 1:3</td>
                <td>346</td>
                <td>292</td>
                <td>480</td>
                <td>24</td>
                <td>-</td>
                <td>-</td>
                <td>-</td>
                <td>-</td>
              </tr>
              <tr>
                <td>P/Fe = 1:2</td>
                <td>346</td>
                <td>292</td>
                <td>480</td>
                <td>-</td>
                <td>24</td>
                <td>-</td>
                <td>-</td>
                <td>-</td>
              </tr>
              <tr>
                <td>P/Fe = 1:1</td>
                <td>346</td>
                <td>292</td>
                <td>480</td>
                <td>-</td>
                <td>-</td>
                <td>24</td>
                <td>-</td>
                <td>-</td>
              </tr>
              <tr>
                <td>P/Fe = 2:1</td>
                <td>346</td>
                <td>292</td>
                <td>480</td>
                <td>-</td>
                <td>-</td>
                <td>-</td>
                <td>12</td>
                <td>-</td>
              </tr>
              <tr>
                <td>P/Fe = 3:1</td>
                <td>346</td>
                <td>292</td>
                <td>480</td>
                <td>-</td>
                <td>-</td>
                <td>-</td>
                <td>-</td>
                <td>8</td>
              </tr>
            </tbody>
          </table>
		  <table-wrap-foot>
          <fn>
            <p>EC: Ethylene carbonate; EMC: ethyl methyl carbonate; P/Fe: phosphorus-to-iron.</p>
          </fn>
        </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec id="sec2-2">
        <title>ReaxFF-MD simulations</title>
        <p>All reactive molecular dynamics simulations were performed using the LAMMPS package<sup>[<xref ref-type="bibr" rid="B32">32</xref>]</sup>, while visualization and post-processing analyses of structural evolution, species formation, and reaction trajectories were conducted using VMD software<sup>[<xref ref-type="bibr" rid="B33">33</xref>]</sup>.</p>
        <p>After construction, each system was subjected to energy minimization followed by equilibration at 298 K for 80 ps. This procedure allowed sufficient diffusion and collision among electrolyte molecules, oxygen molecules, and fire-extinguishing-agent molecules, thereby establishing a relatively stable initial configuration and minimizing the influence of initial contact conditions on subsequent statistical analyses.</p>
        <p>The simulations were carried out under the canonical ensemble with a time step of 0.25 fs. During the 1 ns simulation, the temperature was linearly increased from 298 to 2,500 K to induce thermal decomposition and combustion reactions. The equilibrated initial configurations of the five systems are shown in <xref ref-type="fig" rid="fig2">Figure 2</xref>.</p>
        <fig id="fig2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>Initial simulation configurations of the systems containing phosphorus-iron-based fire-extinguishing agents with P/Fe ratios of (A) 1:3, (B) 1:2, (C) 1:1, (D) 2:1, and (E) 3:1.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.fig.2.jpg" />
        </fig>
      </sec>
      <sec id="sec2-3">
        <title>Activation energy calculation</title>
        <p>To quantitatively evaluate the combustion inhibition performance of different P/Fe ratios, additional isothermal simulations were conducted over the temperature range of 1,600-2,000 K at intervals of 100 K. Each temperature point was independently repeated three times to reduce statistical uncertainty.</p>
        <p>The consumption of EC and EMC molecules was analyzed based on the first-order kinetic model. The first-order dynamic equation is expressed as:</p>
		
		<fig id="eq1" position="anchor">
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.eq.1.jpg" />
        </fig>
        <p>Here, <italic>x</italic>(<italic>t</italic>) represents the concentration of EC or EMC molecules at time <italic>t</italic>, <italic>k</italic> is the reaction rate constant. Calculate the reaction rate constant corresponding to each temperature by solving formula (Eq. 1). Then, the five rate constants are substituted into the Arrhenius formula (Eq. 2) and the activation energy is obtained by fitting the data. The Arrhenius formula is:</p>
		<fig id="eq2" position="anchor">
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.eq.2.jpg" />
        </fig>
        <p><italic>A</italic> is the pre-exponential factor (frequency factor); <italic>E<sub>a</sub></italic> is the apparent activation energy; <italic>R</italic> is the molar gas constant; <italic>T</italic> is the temperature.</p>
      </sec>
    </sec>
    <sec id="sec3">
      <title>RESULTS AND DISCUSSION</title>
      <sec id="sec3-1">
        <title>Analysis of EC/EMC thermal decomposition products</title>
        <p>For comparison, simulations of the blank EC/EMC/O<sub>2</sub> system and the Fe-only system were conducted under identical conditions, and the corresponding results are provided in the <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60207-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material>. The results [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60207-SupplementaryMaterials.pdf">Supplementary Figure 1</inline-supplementary-material>] showed that the Fe-containing system exhibited a clear inhibitory effect relative to the blank system, while the P/Fe = 1:1 system displayed a further improvement in suppression performance. Therefore, in the present work, a series of P/Fe-containing systems with different molar ratios were constructed to further clarify the effects of composition on electrolyte decomposition, radical evolution, and the microscopic suppression mechanism.</p>
        <p>To evaluate the extent of combustion reactions in EC/EMC electrolytes under different P/Fe ratios, the consumption behaviors of O<sub>2</sub>, EC, and EMC were monitored throughout the simulations. Meanwhile, the formation of major oxidation products, namely CO<sub>2</sub> and H<sub>2</sub>O, was tracked. The remaining reactant concentrations and product yields provided direct insight into the combustion characteristics of each system.</p>
        <p>
          <xref ref-type="fig" rid="fig3">Figure 3</xref> shows the time evolution of O<sub>2</sub>, EC, and EMC during the simulations. All systems exhibited a broadly similar overall evolution pattern, characterized by relatively slow reactant consumption during the early and intermediate stages, followed by accelerated decomposition and oxidation at the high-temperature stage. Despite this common behavior, clear differences were observed among the different P/Fe ratios. During approximately 150-300 ps, the phosphorus-rich systems (P/Fe = 2:1 and 3:1) showed earlier decreases in EC and EMC, indicating earlier initiation of electrolyte decomposition. Between approximately 300 and 700 ps, reactant consumption proceeded more gradually in all systems. After approximately 700 ps, the numbers of EC, EMC, and O<sub>2</sub> decreased rapidly, corresponding to extensive electrolyte decomposition and oxidation.</p>
        <fig id="fig3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>Time evolution of reactant molecules during combustion: (A) O<sub>2</sub>, (B) EC, and (C) EMC.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.fig.3.jpg" />
        </fig>
        <p>The onset and extent of rapid reactant consumption were strongly dependent on the P/Fe ratio. The phosphorus-rich systems entered the rapid-consumption stage earlier, whereas the P/Fe = 1:1 system exhibited the latest onset of pronounced EC and EMC decomposition. The iron-rich systems (P/Fe = 1:2 and 1:3) showed intermediate behavior. Consequently, the P/Fe = 1:1 system retained the largest amounts of both EC and EMC at the end of the simulation.</p>
        <p>The evolution of the major oxidation products further supports this trend. As shown in <xref ref-type="fig" rid="fig4">Figure 4</xref>, CO<sub>2</sub> formation occurred earlier in the iron-rich systems, whereas H<sub>2</sub>O formation began earlier in the phosphorus-rich systems. In contrast, the P/Fe = 1:1 system showed the latest onset of both CO<sub>2</sub> and H<sub>2</sub>O formation and produced the lowest final amounts of these products. This indicated that the 1:1 composition most effectively delayed sustained oxidation and limited the conversion of electrolyte molecules into final combustion products.</p>
        <fig id="fig4" position="float">
          <label>Figure 4</label>
          <caption>
            <p>Evolution of total CO<sub>2</sub> and H<sub>2</sub>O molecules during the simulation: (A) CO<sub>2</sub> and (B) H<sub>2</sub>O.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.fig.4.jpg" />
        </fig>
        <p>The final residual fractions of EC and EMC are summarized in <xref ref-type="table" rid="t2">Table 2</xref>. The P/Fe = 1:1 system retained 98 EC molecules and 83 EMC molecules, corresponding to residual fractions of 28.3% and 28.4%, respectively, which were the highest among all investigated systems. In comparison, both Fe-rich and P-rich compositions showed substantially lower residual fractions. Taken together, the delayed reactant consumption, reduced CO<sub>2</sub> and H<sub>2</sub>O formation, and higher final electrolyte retention consistently demonstrate that the P/Fe = 1:1 composition provides the strongest overall suppression of EC/EMC decomposition and oxidation.</p>
        <table-wrap id="t2">
          <label>Table 2</label>
          <caption>
            <p>Residual fractions of EC and EMC molecules in systems with different P/Fe ratios</p>
          </caption>
          <table frame="hsides" rules="groups">
            <thead>
              <tr>
                <td style="border-bottom:1;">
                  <bold>System</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Remaining EC molecules</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>EC residual fraction</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Remaining EMC molecules</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>EMC residual fraction</bold>
                </td>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>P/Fe = 1:3</td>
                <td>27</td>
                <td>7.8%</td>
                <td>17</td>
                <td>5.8%</td>
              </tr>
              <tr>
                <td>P/Fe = 1:2</td>
                <td>57</td>
                <td>16.5%</td>
                <td>45</td>
                <td>15.4%</td>
              </tr>
              <tr>
                <td>P/Fe = 1:1</td>
                <td>98</td>
                <td>28.3%</td>
                <td>83</td>
                <td>28.4%</td>
              </tr>
              <tr>
                <td>P/Fe = 2:1</td>
                <td>43</td>
                <td>12.4%</td>
                <td>36</td>
                <td>12.3%</td>
              </tr>
              <tr>
                <td>P/Fe = 3:1</td>
                <td>30</td>
                <td>8.7%</td>
                <td>18</td>
                <td>6.2%</td>
              </tr>
            </tbody>
          </table>
		    <table-wrap-foot>
          <fn>
            <p>EC: Ethylene carbonate; EMC: ethyl methyl carbonate; P/Fe: phosphorus-to-iron.</p>
          </fn>
        </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec id="sec3-2">
        <title>Reaction pathway analysis of EC and EMC</title>
        <p>To further clarify how the P/Fe ratio influences electrolyte decomposition at the molecular level, detailed reaction-pathway analysis was performed. The P/Fe = 1:1 system exhibited the strongest overall suppression performance; its EC and EMC decomposition pathways were selected for representative analysis, while the corresponding pathways of the other P/Fe systems are provided in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60207-SupplementaryMaterials.pdf">Supplementary Figures 2-9</inline-supplementary-material> for comparison.</p>
        <p>
          <xref ref-type="fig" rid="fig5">Figure 5</xref> shows the main decomposition pathways of EC in the P/Fe = 1:1 system. The dominant initial pathway was identified as EC → C<sub>2</sub>H<sub>4</sub> + CO<sub>3</sub>, indicating that cleavage of the carbonate framework represents the primary decomposition mode. Secondary pathways included the formation of C<sub>2</sub>H<sub>4</sub>O + CO<sub>2</sub> and C<sub>3</sub>H<sub>3</sub>O<sub>3</sub> + H. Compared with these secondary channels, the C<sub>2</sub>H<sub>4</sub> + CO<sub>3</sub> pathway retained a relatively stable carbonate-containing fragment, whereas the other pathways underwent further fragmentation and contributed to the formation of smaller products and radical species.</p>
        <fig id="fig5" position="float">
          <label>Figure 5</label>
          <caption>
            <p>Reaction pathways of EC in the P/Fe = 1:1 system.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.fig.5.jpg" />
        </fig>
        <p>
          <xref ref-type="fig" rid="fig6">Figure 6</xref> presents the decomposition pathways of EMC in the same system. In contrast to EC, EMC decomposition was dominated by side-chain cleavage. Two major reaction channels were identified, producing C<sub>2</sub>H<sub>3</sub>O<sub>3</sub> + C<sub>2</sub>H<sub>5</sub> and C<sub>4</sub>H<sub>7</sub>O<sub>3</sub> + H, respectively, while a minor pathway generated C<sub>3</sub>H<sub>5</sub>O<sub>3</sub> + CH<sub>3</sub>. The two dominant pathways subsequently converged to form the same intermediate combination, C<sub>2</sub>H<sub>3</sub>O<sub>3</sub> + C<sub>2</sub>H<sub>4</sub> + H, which underwent further dehydrogenation and fragmentation reactions.</p>
        <fig id="fig6" position="float">
          <label>Figure 6</label>
          <caption>
            <p>Reaction pathways of EMC in the P/Fe = 1:1 system.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.fig.6.jpg" />
        </fig>
        <p>Comparison with the Fe-rich and P-rich systems shows that variation in the P/Fe ratio does not introduce fundamentally different primary decomposition pathways for EC and EMC, but mainly changes the relative contributions of competing reaction channels. As summarized in <xref ref-type="fig" rid="fig7">Figure 7</xref>, for the P/Fe = 1:1 system the fractions of EC and EMC that did not enter the first-step reaction were 28.3% and 28.4%. In addition, the contribution of the relatively stable EC pathway producing C<sub>2</sub>H<sub>4</sub> + CO<sub>3</sub> was higher, whereas the contributions of several radical-generating EMC pathways were reduced.</p>
        <fig id="fig7" position="float" width="450">
          <label>Figure 7</label>
          <caption>
            <p>Schematic illustration of EC/EMC reaction pathways in the P/Fe = 1:1 system. (Red, first-step reactions; blue, second-step reactions; black, third-step reactions.)</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.fig.7.jpg" />
        </fig>
        <p>These results indicated that the influence of the P/Fe ratio was expressed primarily through regulation of pathway branching and secondary decomposition rather than through the emergence of new primary reaction types. The P/Fe = 1:1 composition favored greater retention of parent molecules and intermediate species while reducing the contribution of pathways associated with further fragmentation and radical generation.</p>
      </sec>
      <sec id="sec3-3">
        <title>Radical generation and evolution characteristics</title>
        <p>To further evaluate the influence of the P/Fe ratio on radical-related reactions during EC/EMC decomposition, representative radical species were analyzed based on the reaction-pathway statistics obtained from the ReaxFF-MD simulations. The radical counts reported here represent cumulative occurrence frequencies identified from EC/EMC/O<sub>2</sub> reaction pathways. These statistics therefore reflect the relative activity of radical-generating pathways under different P/Fe conditions.</p>
        <p><xref ref-type="fig" rid="fig8">Figure 8</xref> compares the generation frequencies of representative radicals, including O·, H·, CH<sub>3</sub>·, and C<sub>2</sub>H<sub>3</sub>·. A clear non-monotonic dependence on the P/Fe ratio was observed. The occurrence frequencies of O· generation reached its minimum at P/Fe = 1:2, whereas H· generation was lowest at P/Fe = 1:1. Further increasing the P/Fe ratio led to renewed increases in radical generation. The C<sub>2</sub>H<sub>3</sub>· generation frequency showed a similar minimum at P/Fe = 1:1, whereas CH<sub>3</sub>· generation increased markedly under phosphorus-rich conditions. These results indicate that neither increasing nor decreasing the P/Fe ratio leads to a continuous improvement in the suppression of radical-generating pathways.</p>
        <fig id="fig8" position="float">
          <label>Figure 8</label>
          <caption>
            <p>Comparison of key radical generation in different systems: (A) O·; (B) H·; (C) CH<sub>3</sub>·; and (D) C<sub>2</sub>H<sub>3</sub>·.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.fig.8.jpg" />
        </fig>
        <p>The oxygen-containing organic radicals shown in <xref ref-type="fig" rid="fig9">Figure 9</xref> exhibited a similar composition-dependent trend. Most of the analyzed species, including CH<sub>2</sub>O·, CH<sub>3</sub>O·, and CHO<sub>3</sub>·, showed their lowest occurrence frequencies in the P/Fe = 1:1 system, whereas CHO· reached its minimum in the P/Fe = 1:3 system. In contrast, the phosphorus-rich systems generated larger numbers of several oxygen-containing radicals, particularly CHO<sub>3</sub>· and C<sub>2</sub>H<sub>3</sub>O·, with the P/Fe = 3:1 system exhibiting the highest values for several of these species.</p>
        <fig id="fig9" position="float">
          <label>Figure 9</label>
          <caption>
            <p>Comparison of oxygen-containing organic radicals in different systems: (A) CHO·; (B) CH<sub>2</sub>O·; (C) CHO<sub>3</sub>·; (D) CH<sub>3</sub>O·; (E) C<sub>2</sub>H<sub>2</sub>O·; and (F) C<sub>2</sub>H<sub>3</sub>O·.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.fig.9.jpg" />
        </fig>
        <p>Overall, the P/Fe = 1:1 system exhibited relatively low occurrence frequencies for most representative radical-generating pathways, whereas both strongly Fe-rich and P-rich compositions showed more extensive radical formation. This non-monotonic behavior highlights the importance of an appropriate P/Fe ratio for suppressing radical generation. Instead, an appropriate P/Fe ratio is required to limit the formation of key atomic, hydrocarbon, and oxygen-containing radicals, which is consistent with the enhanced electrolyte retention and reduced oxidation-product formation observed in the 1:1 system.</p>
      </sec>
      <sec id="sec3-4">
        <title>Synergistic combustion-suppression mechanism of phosphorus and iron</title>
        <p>To quantify the synergistic effect associated with the P/Fe ratio, the reactions between extinguishing-agent-derived species and active radicals were further analyzed based on the reaction-pathway statistics of the extinguishing agents. <xref ref-type="fig" rid="fig10">Figure 10</xref> summarizes representative reaction pathways of phosphorus-containing species in the P/Fe = 1:1 system. Phosphorus-containing species such as PO<sub>2</sub>· and PHO<sub>2</sub>· participated in reactions with H· and OH·, while precursor species including PO· and PH<sub>2</sub>O<sub>3</sub> can react with H·, O·, and OH· to form further phosphorus-containing products. These reactions provide multiple pathways for the consumption of key radicals involved in chain propagation.</p>
        <fig id="fig10" position="float">
          <label>Figure 10</label>
          <caption>
            <p>Proposed transformation pathways of phosphorus-containing species and their radical-scavenging mechanisms.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.fig.10.jpg" />
        </fig>
        <p>
          <xref ref-type="fig" rid="fig11">Figure 11</xref> shows representative radical-consumption reactions involving extinguishing agent-derived species in the P/Fe = 1:1 system, while <xref ref-type="table" rid="t3">Table 3</xref> summarizes the corresponding consumption counts for different P/Fe ratios. Considerable differences were observed among the systems. For example, the P/Fe = 1:3 system showed a relatively high number of H· consumption events, whereas the P/Fe = 3:1 system exhibited the highest OH· consumption count. In contrast, the P/Fe = 1:1 system did not show the maximum consumption frequency for every radical species.</p>
        <fig id="fig11" position="float">
          <label>Figure 11</label>
          <caption>
            <p>Major radical-consumption reactions involving P- or Fe-containing species in the 1:1 system.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.fig.11.jpg" />
        </fig>
        <table-wrap id="t3">
          <label>Table 3</label>
          <caption>
            <p>Consumption counts of reactive radicals/fragments by P- or Fe-containing species at different P/Fe ratios</p>
          </caption>
          <table frame="hsides" rules="groups">
            <thead>
              <tr>
                <td style="border-bottom:1;">
                  <bold>P/Fe</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Number of H·</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Number of O·</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Number of OH·</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Number of CH<sub>3</sub>·</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Number of C<sub>2</sub>H<sub>3</sub>·</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Number of CH<sub>2</sub>O·</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>Number of CH<sub>3</sub>O·</bold>
                </td>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>1:3 system</td>
                <td>95</td>
                <td>26</td>
                <td>72</td>
                <td>36</td>
                <td>9</td>
                <td>16</td>
                <td>82</td>
              </tr>
              <tr>
                <td>1:2 system</td>
                <td>21</td>
                <td>10</td>
                <td>35</td>
                <td>21</td>
                <td>1</td>
                <td>0</td>
                <td>29</td>
              </tr>
              <tr>
                <td>1:1 system</td>
                <td>50</td>
                <td>28</td>
                <td>90</td>
                <td>28</td>
                <td>1</td>
                <td>13</td>
                <td>48</td>
              </tr>
              <tr>
                <td>2:1 system</td>
                <td>11</td>
                <td>8</td>
                <td>27</td>
                <td>17</td>
                <td>1</td>
                <td>1</td>
                <td>44</td>
              </tr>
              <tr>
                <td>3:1 system</td>
                <td>36</td>
                <td>16</td>
                <td>209</td>
                <td>28</td>
                <td>5</td>
                <td>16</td>
                <td>114</td>
              </tr>
            </tbody>
          </table>
		   <table-wrap-foot>
          <fn>
            <p>EC: Ethylene carbonate; EMC: ethyl methyl carbonate; P/Fe: phosphorus-to-iron.</p>
          </fn>
        </table-wrap-foot>
        </table-wrap>
        <p>It should be emphasized that the radical-generation and radical-consumption statistics were obtained from different reaction pathway datasets. Radical-generation counts were derived from EC/EMC/O<sub>2</sub> decomposition pathways, whereas the consumption counts represent reactions involving extinguishing-agent-derived species. Therefore, these two quantities cannot be directly subtracted as absolute concentrations.</p>
        <p>Nevertheless, comparison of the two sets of pathway statistics provides insight into the overall reaction behavior. The strongly Fe-rich and P-rich systems exhibited relatively high radical-generation frequencies together with frequent radical-consumption events, indicating that a high consumption count does not necessarily correspond to stronger suppression. Instead, it may reflect more intensive formation and subsequent reaction of radicals within the system. In contrast, the P/Fe = 1:1 system maintained effective radical-consumption pathways while exhibiting relatively low generation frequencies for most key radicals.</p>
        <p>These results indicate that the superior suppression performance of the P/Fe = 1:1 system is not associated with maximizing the absolute number of radical-consumption reactions. Rather, an appropriate P/Fe ratio limits radical generation during EC/EMC decomposition while preserving the ability of extinguishing-agent-derived species to participate in radical-consumption reactions. This combined effect provides a molecular-level explanation for the optimum combustion-suppression performance observed at P/Fe = 1:1.</p>
      </sec>
      <sec id="sec3-5">
        <title>Activation energy analysis</title>
        <p>To quantitatively evaluate the kinetic inhibition effect of different P/Fe ratios, the apparent activation energies of EC and EMC decomposition were calculated from the isothermal simulations using the Arrhenius relationship. The corresponding kinetic parameters are summarized in <xref ref-type="table" rid="t4">Table 4</xref>, and the Arrhenius fitting results are shown in <xref ref-type="fig" rid="fig12">Figure 12</xref>.</p>
        <fig id="fig12" position="float">
          <label>Figure 12</label>
          <caption>
            <p>Arrhenius fitting results for apparent activation energies of (A) EC and (B) EMC in systems with different P/Fe ratios.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60207.fig.12.jpg" />
        </fig>
        <table-wrap id="t4">
          <label>Table 4</label>
          <caption>
            <p>Combustion-suppression performance and key parameters for systems with different P/Fe ratios</p>
          </caption>
          <table frame="hsides" rules="groups">
            <thead>
              <tr>
                <td style="border-bottom:1;">
                  <bold>P/Fe</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>1:3 system</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>1:2 system</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>1:1 system</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>2:1 system</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>3:1 system</bold>
                </td>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>Remaining EC Molecules</td>
                <td>27</td>
                <td>57</td>
                <td>98</td>
                <td>43</td>
                <td>30</td>
              </tr>
              <tr>
                <td>Remaining EMC Molecules</td>
                <td>17</td>
                <td>45</td>
                <td>83</td>
                <td>36</td>
                <td>18</td>
              </tr>
              <tr>
                <td>EC apparent activation energy (kJ/mol)</td>
                <td>100.98</td>
                <td>103.05</td>
                <td>106.74</td>
                <td>105.06</td>
                <td>104.48</td>
              </tr>
              <tr>
                <td>EMC apparent activation energy (kJ/mol)</td>
                <td>97.46</td>
                <td>100.47</td>
                <td>105.57</td>
                <td>95.89</td>
                <td>88.68</td>
              </tr>
              <tr>
                <td>Number of O·</td>
                <td>75</td>
                <td>32</td>
                <td>36</td>
                <td>51</td>
                <td>78</td>
              </tr>
              <tr>
                <td>Number of H·</td>
                <td>412</td>
                <td>297</td>
                <td>174</td>
                <td>255</td>
                <td>433</td>
              </tr>
              <tr>
                <td>Number of CH<sub>3</sub>·</td>
                <td>59</td>
                <td>66</td>
                <td>70</td>
                <td>91</td>
                <td>145</td>
              </tr>
              <tr>
                <td>Number of C<sub>2</sub>H<sub>3</sub>·</td>
                <td>54</td>
                <td>20</td>
                <td>9</td>
                <td>19</td>
                <td>38</td>
              </tr>
            </tbody>
          </table>
		   <table-wrap-foot>
          <fn>
            <p>EC: Ethylene carbonate; EMC: ethyl methyl carbonate; P/Fe: phosphorus-to-iron.</p>
          </fn>
        </table-wrap-foot>
        </table-wrap>
        <p>As summarized in <xref ref-type="table" rid="t4">Table 4</xref>, the apparent activation energies of EC ranged from 100.98 to 106.74 kJ/mol. The lowest value was obtained for the P/Fe = 1:3 system, whereas the highest value was observed for the <InlineParagraph>P/Fe = 1:1</InlineParagraph> system. A more pronounced variation was found for EMC, whose apparent activation energies ranged from 88.68 to 105.57 kJ/mol. Again, the P/Fe = 1:1 system exhibited the highest activation energy, while the P/Fe = 3:1 system showed the lowest value.</p>
      </sec>
    </sec>
    <sec id="sec4">
      <title>CONCLUSIONS</title>
      <p>This study employed ReaxFF molecular dynamics to clarify how the P/Fe ratio in phosphorus-iron-based fire-extinguishing agents influences the combustion behavior of EC/EMC electrolytes. The P/Fe ratio significantly affected pathway branching, radical-generation behavior, and combustion kinetics. Among the investigated compositions, the P/Fe = 1:1 system exhibited the highest residual fractions of EC and EMC, the lowest CO<sub>2</sub> and H<sub>2</sub>O yields, and the highest apparent activation energies for both solvents, demonstrating the strongest overall suppression effect.</p>
      <p>Reaction-pathway analysis further showed that the P/Fe = 1:1 system exhibited relatively low occurrence frequencies of key radical-generation pathways while maintaining effective radical-consumption reactions involving extinguishing-agent-derived species. In contrast, strongly Fe-rich and P-rich systems showed more intensive radical generation together with frequent radical-consumption events, indicating that a larger number of radical-consumption reactions does not necessarily correspond to stronger combustion suppression. The main contribution of this work is therefore the identification of an optimum P/Fe-dependent suppression state, rather than a simple monotonic dependence on the P/Fe ratio. These findings established the P/Fe ratio as a key molecular design parameter for regulating radical-generation and radical-consumption behavior and optimizing combustion suppression in LIB electrolytes.</p>
    </sec>
  </body>
  <back>
    <sec>
      <title>DECLARATIONS</title>
      <sec>
        <title>Acknowledgment</title>
        <p>The authors are grateful to Dongju Zhang of Shandong University for collaboration on related projects.</p>
      </sec>
      <sec>
        <title>Authors’ contributions</title>
        <p>Conceptualization, methodology: Guo, G.</p>
        <p>Data curation, writing original draft: Hong, C.</p>
        <p>Validation, writing review &amp; editing: Zhao, Z.; Wu, S</p>
      </sec>
      <sec>
        <title>Availability of data and materials</title>
        <p>Some results supporting the study are presented in the <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60207-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material>. Other raw data that support the findings of this study are available from the corresponding author upon reasonable request.</p>
      </sec>
      <sec>
        <title>AI and AI-assisted tools statement</title>
        <p>The AI tool (DeepSeek-V4-Flash, released 2026-4-24) was used solely for language editing. The tool did not influence the study design, data collection, analysis, interpretation, or the scientific content of the work. All authors take full responsibility for the accuracy, integrity, and final content of the manuscript.</p>
      </sec>
      <sec>
        <title>Financial support and sponsorship</title>
        <p>This work was supported by the 111 Project of China (B17034) and the Innovative Research Team Development Program of the Ministry of Education of China (IRT_17R83).</p>
      </sec>
      <sec>
        <title>Conflicts of interest</title>
        <p>All authors declared that there are no conflicts of interest.</p>
      </sec>
      <sec>
        <title>Ethical approval and consent to participate</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Consent for publication</title>
        <p>Not applicable.</p>
      </sec>
	   <sec>
        <title>Copyright</title>
        <p>© The Author(s) 2026.</p>
      </sec>
	  <sec sec-type="supplementary-material">
        <title>Supplementary Materials</title>
        <supplementary-material content-type="local-data">
          <media xlink:href="em60207-SupplementaryMaterials.pdf" mimetype="application/pdf">
            <caption>
              <p>Supplementary Materials</p>
            </caption>
          </media>
        </supplementary-material>
      </sec>
    </sec>
    <ref-list>
      <ref id="B1">
        <label>1</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Islam</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Weerasinghe</surname>
              <given-names>H</given-names>
            </name>
            <name>
              <surname>Prado</surname>
              <given-names>DM</given-names>
            </name>
            <name>
              <surname>Gonzaga</surname>
              <given-names>AN</given-names>
            </name>
            <name>
              <surname>Burda</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>Diversifying the materials and technologies for the future of energy storage</article-title>
          <source>Energy Fuels</source>
          <year>2025</year>
          <volume>39</volume>
          <fpage>8369</fpage>
          <lpage>90</lpage>
          <pub-id pub-id-type="doi">10.1021/acs.energyfuels.5c00468</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B2">
        <label>2</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Dai</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Panahi</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Thermal runaway process in lithium-ion batteries: a review</article-title>
          <source>Next Energy</source>
          <year>2025</year>
          <volume>6</volume>
          <fpage>100186</fpage>
          <pub-id pub-id-type="doi">10.1016/j.nxener.2024.100186</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B3">
        <label>3</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Le</surname>
              <given-names>P</given-names>
            </name>
            <name>
              <surname>Vuong</surname>
              <given-names>DT</given-names>
            </name>
            <name>
              <surname>Natsuki</surname>
              <given-names>J</given-names>
            </name>
            <name>
              <surname>Natsuki</surname>
              <given-names>T</given-names>
            </name>
          </person-group>
          <article-title>Overview of the thermal runaway in lithium-ion batteries with application in electric vehicles: working principles, early warning, and future outlooks</article-title>
          <source>Energy Fuels</source>
          <year>2023</year>
          <volume>37</volume>
          <fpage>17052</fpage>
          <lpage>74</lpage>
          <pub-id pub-id-type="doi">10.1021/acs.energyfuels.3c02548</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B4">
        <label>4</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Mao</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Chen</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Chen</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Review of flame behavior and its suppression during thermal runaway in lithium-ion batteries</article-title>
          <source>Batteries</source>
          <year>2024</year>
          <volume>10</volume>
          <fpage>307</fpage>
          <pub-id pub-id-type="doi">10.3390/batteries10090307</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B5">
        <label>5</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Wang</surname>
              <given-names>Q</given-names>
            </name>
            <name>
              <surname>Jiang</surname>
              <given-names>L</given-names>
            </name>
            <name>
              <surname>Yu</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Sun</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Progress of enhancing the safety of lithium ion battery from the electrolyte aspect</article-title>
          <source>Nano Energy</source>
          <year>2019</year>
          <volume>55</volume>
          <fpage>93</fpage>
          <lpage>114</lpage>
          <pub-id pub-id-type="doi">10.1016/j.nanoen.2018.10.035</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B6">
        <label>6</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Liao</surname>
              <given-names>Z</given-names>
            </name>
            <name>
              <surname>Zhang</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Zhao</surname>
              <given-names>Y</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Experimental evaluation of thermolysis-driven gas emissions from LiPF<sub>6</sub>-carbonate electrolyte used in lithium-ion batteries</article-title>
          <source>J Energy Chem</source>
          <year>2020</year>
          <volume>49</volume>
          <fpage>124</fpage>
          <lpage>35</lpage>
          <pub-id pub-id-type="doi">10.1016/j.jechem.2020.01.030</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B7">
        <label>7</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Fernandes</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Bry</surname>
              <given-names>A</given-names>
            </name>
            <name>
              <surname>De Persis</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Thermal degradation analyses of carbonate solvents used in Li-ion batteries</article-title>
          <source>J Power Sources</source>
          <year>2019</year>
          <volume>414</volume>
          <fpage>250</fpage>
          <lpage>61</lpage>
          <pub-id pub-id-type="doi">10.1016/j.jpowsour.2018.12.077</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B8">
        <label>8</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Zhang</surname>
              <given-names>L</given-names>
            </name>
            <name>
              <surname>Hu</surname>
              <given-names>X</given-names>
            </name>
            <name>
              <surname>Wang</surname>
              <given-names>Z</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Molecular dynamics simulation of thermal decomposition and combustion of electrolytes in lithium-ion batteries</article-title>
          <source>Fire Saf J</source>
          <year>2020</year>
          <volume>115</volume>
          <fpage>103166</fpage>
          <pub-id pub-id-type="doi">10.1016/j.firesaf.2020.103166</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B9">
        <label>9</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Liu</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Li</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Zhang</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Liu</surname>
              <given-names>R</given-names>
            </name>
            <name>
              <surname>Cao</surname>
              <given-names>W</given-names>
            </name>
          </person-group>
          <article-title>Thermal decomposition-explosion mechanism in ternary electrolyte solvent for lithium-ion batteries by experiments and MD-ReaxFF</article-title>
          <source>Process Saf Environ Prot</source>
          <year>2025</year>
          <volume>204</volume>
          <fpage>108056</fpage>
          <pub-id pub-id-type="doi">10.1016/j.psep.2025.108056</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B10">
        <label>10</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Zhang</surname>
              <given-names>L</given-names>
            </name>
            <name>
              <surname>Jin</surname>
              <given-names>K</given-names>
            </name>
            <name>
              <surname>Sun</surname>
              <given-names>J</given-names>
            </name>
            <name>
              <surname>Wang</surname>
              <given-names>Q</given-names>
            </name>
          </person-group>
          <article-title>A review of fire-extinguishing agents and fire suppression strategies for lithium-ion batteries fire</article-title>
          <source>Fire Technol</source>
          <year>2022</year>
          <volume>60</volume>
          <fpage>817</fpage>
          <lpage>58</lpage>
          <pub-id pub-id-type="doi">10.1007/s10694-022-01278-3</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B11">
        <label>11</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Wang</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Gong</surname>
              <given-names>X</given-names>
            </name>
            <name>
              <surname>Shao</surname>
              <given-names>R</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Suppression effects of different extinguishing agents on vent gases fires from lithium-ion batteries after thermal runaway: a comprehensive experimental and numerical study</article-title>
          <source>Fire Saf J</source>
          <year>2024</year>
          <volume>148</volume>
          <fpage>104227</fpage>
          <pub-id pub-id-type="doi">10.1016/j.firesaf.2024.104227</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B12">
        <label>12</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Wang</surname>
              <given-names>K</given-names>
            </name>
            <name>
              <surname>Ouyang</surname>
              <given-names>D</given-names>
            </name>
            <name>
              <surname>Yuan</surname>
              <given-names>S</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Experimental study on inhibition effect of Novec-1230 on thermal runaway fire of lithium-ion battery packs induced by overcharging</article-title>
          <source>J Energy Storage</source>
          <year>2025</year>
          <volume>120</volume>
          <fpage>116451</fpage>
          <pub-id pub-id-type="doi">10.1016/j.est.2025.116451</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B13">
        <label>13</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Zhang</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Peng</surname>
              <given-names>W</given-names>
            </name>
            <name>
              <surname>Liu</surname>
              <given-names>X</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Experimental study on suppression of thermal runaway in lithium-ion battery by mixed particle size water mist</article-title>
          <source>Process Saf Environ Prot</source>
          <year>2023</year>
          <volume>179</volume>
          <fpage>189</fpage>
          <lpage>98</lpage>
          <pub-id pub-id-type="doi">10.1016/j.psep.2023.08.084</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B14">
        <label>14</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Sun</surname>
              <given-names>H</given-names>
            </name>
            <name>
              <surname>Zhang</surname>
              <given-names>L</given-names>
            </name>
            <name>
              <surname>Duan</surname>
              <given-names>Q</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Experimental study on suppressing thermal runaway propagation of lithium-ion batteries in confined space by various fire extinguishing agents</article-title>
          <source>Process Saf Environ Prot</source>
          <year>2022</year>
          <volume>167</volume>
          <fpage>299</fpage>
          <lpage>307</lpage>
          <pub-id pub-id-type="doi">10.1016/j.psep.2022.09.016</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B15">
        <label>15</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Ma</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Zhang</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Chen</surname>
              <given-names>N</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Thermal runaway propagation behavior and cooling effect of water mist within a 18650-type LiFePO<sub>4</sub> battery module under different conditions</article-title>
          <source>Process Saf Environ Prot</source>
          <year>2024</year>
          <volume>185</volume>
          <fpage>1362</fpage>
          <lpage>72</lpage>
          <pub-id pub-id-type="doi">10.1016/j.psep.2024.04.002</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B16">
        <label>16</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Egelhaaf</surname>
              <given-names>M</given-names>
            </name>
            <name>
              <surname>Kress</surname>
              <given-names>D</given-names>
            </name>
            <name>
              <surname>Wolpert</surname>
              <given-names>D</given-names>
            </name>
            <name>
              <surname>Lange</surname>
              <given-names>T</given-names>
            </name>
            <name>
              <surname>Justen</surname>
              <given-names>R</given-names>
            </name>
            <name>
              <surname>Wilstermann</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Fire fighting of Li-ion traction batteries</article-title>
          <source>SAE Int J Alt Power</source>
          <year>2013</year>
          <volume>2</volume>
          <fpage>37</fpage>
          <lpage>48</lpage>
          <pub-id pub-id-type="doi">10.4271/2013-01-0213</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B17">
        <label>17</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Koshiba</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Okazaki</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Ohtani</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Experimental investigation of the fire extinguishing capability of ferrocene-containing water mist</article-title>
          <source>Fire Saf J</source>
          <year>2016</year>
          <volume>83</volume>
          <fpage>90</fpage>
          <lpage>8</lpage>
          <pub-id pub-id-type="doi">10.1016/j.firesaf.2016.05.006</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B18">
        <label>18</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Meng</surname>
              <given-names>X</given-names>
            </name>
            <name>
              <surname>Wang</surname>
              <given-names>Z</given-names>
            </name>
            <name>
              <surname>Liu</surname>
              <given-names>B</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Enhancing extinguishing efficiency for lithium-ion battery fire: investigating the extinguishing mechanism and surface/interfacial activity of F-500 microcapsule extinguishing agent</article-title>
          <source>eTransportation</source>
          <year>2024</year>
          <volume>22</volume>
          <fpage>100357</fpage>
          <pub-id pub-id-type="doi">10.1016/j.etran.2024.100357</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B19">
        <label>19</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Haoyang</surname>
              <given-names>L</given-names>
            </name>
            <name>
              <surname>Jian</surname>
              <given-names>L</given-names>
            </name>
            <name>
              <surname>Jianhao</surname>
              <given-names>W</given-names>
            </name>
            <name>
              <surname>Liping</surname>
              <given-names>Y</given-names>
            </name>
          </person-group>
          <article-title>Study on extinguishing performance and suppression mechanism of thermal runaway combustible gas flame of lithium battery by NH<sub>4</sub>H<sub>2</sub>PO<sub>4</sub> water mist</article-title>
          <source>Case Stud Therm Eng</source>
          <year>2025</year>
          <volume>71</volume>
          <fpage>106208</fpage>
          <pub-id pub-id-type="doi">10.1016/j.csite.2025.106208</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B20">
        <label>20</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Li</surname>
              <given-names>X</given-names>
            </name>
            <name>
              <surname>Li</surname>
              <given-names>W</given-names>
            </name>
            <name>
              <surname>Chen</surname>
              <given-names>L</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Ethoxy (pentafluoro) cyclotriphosphazene (PFPN) as a multi-functional flame retardant electrolyte additive for lithium-ion batteries</article-title>
          <source>J Power Sources</source>
          <year>2018</year>
          <volume>378</volume>
          <fpage>707</fpage>
          <lpage>16</lpage>
          <pub-id pub-id-type="doi">10.1016/j.jpowsour.2017.12.085</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B21">
        <label>21</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Koshiba</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Iida</surname>
              <given-names>K</given-names>
            </name>
            <name>
              <surname>Ohtani</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Fire extinguishing properties of novel ferrocene/surfynol 465 dispersions</article-title>
          <source>Fire Saf J</source>
          <year>2015</year>
          <volume>72</volume>
          <fpage>1</fpage>
          <lpage>6</lpage>
          <pub-id pub-id-type="doi">10.1016/j.firesaf.2015.02.011</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B22">
        <label>22</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Yan</surname>
              <given-names>C</given-names>
            </name>
            <name>
              <surname>Pan</surname>
              <given-names>X</given-names>
            </name>
            <name>
              <surname>Hua</surname>
              <given-names>M</given-names>
            </name>
            <name>
              <surname>Li</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Guo</surname>
              <given-names>X</given-names>
            </name>
            <name>
              <surname>Zhang</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>Study on the fire extinguishing efficiency and mechanism of composite superfine dry powder containing ferrocene</article-title>
          <source>Fire Saf J</source>
          <year>2022</year>
          <volume>130</volume>
          <fpage>103606</fpage>
          <pub-id pub-id-type="doi">10.1016/j.firesaf.2022.103606</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B23">
        <label>23</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Schartel</surname>
              <given-names>B</given-names>
            </name>
          </person-group>
          <article-title>Phosphorus-based flame retardancy mechanisms—old hat or a starting point for future development?</article-title>
          <source>Materials</source>
          <year>2010</year>
          <volume>3</volume>
          <fpage>4710</fpage>
          <lpage>45</lpage>
          <pub-id pub-id-type="doi">10.3390/ma3104710</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B24">
        <label>24</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>He</surname>
              <given-names>Z</given-names>
            </name>
            <name>
              <surname>Guo</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Zhou</surname>
              <given-names>X</given-names>
            </name>
            <name>
              <surname>Zhang</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Ammonium phosphate-based dry powder and Na<sub>2</sub>HPO<sub>4</sub>·12H<sub>2</sub>O composite powder for suppressing the thermal runaway of lithium-ion batteries</article-title>
          <source>J Power Sources</source>
          <year>2025</year>
          <volume>654</volume>
          <fpage>237819</fpage>
          <pub-id pub-id-type="doi">10.1016/j.jpowsour.2025.237819</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B25">
        <label>25</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Guo</surname>
              <given-names>G</given-names>
            </name>
            <name>
              <surname>Hong</surname>
              <given-names>C</given-names>
            </name>
            <name>
              <surname>Wang</surname>
              <given-names>Z</given-names>
            </name>
            <name>
              <surname>Zhao</surname>
              <given-names>Z</given-names>
            </name>
            <name>
              <surname>Wu</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Mechanistic investigation of combustion suppression in lithium-ion electrolytes by ferrocenecarboxylic acid via ReaxFF MD and TG-FTIR-GC/MS</article-title>
          <source>Int J Hydrogen Energy</source>
          <year>2026</year>
          <volume>227</volume>
          <fpage>154517</fpage>
          <pub-id pub-id-type="doi">10.1016/j.ijhydene.2026.154517</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B26">
        <label>26</label>
        <nlm-citation publication-type="journal">
		<person-group person-group-type="author">
            <name>
              <surname>Van Duin</surname>
              <given-names>ACT</given-names>
            </name>
            <name>
              <surname>Dasgupta</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Lorant</surname>
              <given-names>F</given-names>
            </name>
            <name>
              <surname>Goddard</surname>
              <given-names>WA</given-names>
            </name>
          </person-group>
          <article-title>ReaxFF: a reactive force field for hydrocarbons</article-title>
          <source>J Phys Chem A</source>
          <year>2001</year>
          <volume>105</volume>
          <fpage>9396</fpage>
          <lpage>409</lpage>
          <pub-id pub-id-type="doi">10.1021/jp004368u</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B27">
        <label>27</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Chenoweth</surname>
              <given-names>K</given-names>
            </name>
            <name>
              <surname>Van Duin</surname>
              <given-names>ACT</given-names>
            </name>
            <name>
              <surname>Goddard</surname>
              <given-names>WA</given-names>
            </name>
          </person-group>
          <article-title>ReaxFF reactive force field for molecular dynamics simulations of hydrocarbon oxidation</article-title>
          <source>J Phys Chem A</source>
          <year>2008</year>
          <volume>112</volume>
          <fpage>1040</fpage>
          <lpage>53</lpage>
          <pub-id pub-id-type="doi">10.1021/jp709896w</pub-id>
          <pub-id pub-id-type="pmid">18197648</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B28">
        <label>28</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Senftle</surname>
              <given-names>TP</given-names>
            </name>
            <name>
              <surname>Hong</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Islam</surname>
              <given-names>MM</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>The ReaxFF reactive force-field: development, applications and future directions</article-title>
          <source>npj Comput Mater</source>
          <year>2016</year>
          <volume>2</volume>
          <fpage>15011</fpage>
          <pub-id pub-id-type="doi">10.1038/npjcompumats.2015.11</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B29">
        <label>29</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Yao</surname>
              <given-names>N</given-names>
            </name>
            <name>
              <surname>Chen</surname>
              <given-names>X</given-names>
            </name>
            <name>
              <surname>Fu</surname>
              <given-names>Z</given-names>
            </name>
            <name>
              <surname>Zhang</surname>
              <given-names>Q</given-names>
            </name>
          </person-group>
          <article-title>Applying classical, <italic>ab initio</italic>, and machine-learning molecular dynamics simulations to the liquid electrolyte for rechargeable batteries</article-title>
          <source>Chem Rev</source>
          <year>2022</year>
          <volume>122</volume>
          <fpage>10970</fpage>
          <lpage>1021</lpage>
          <pub-id pub-id-type="doi">10.1021/acs.chemrev.1c00904</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B30">
        <label>30</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Kim</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Duin</surname>
              <given-names>ACV</given-names>
            </name>
            <name>
              <surname>Shenoy</surname>
              <given-names>VB</given-names>
            </name>
          </person-group>
          <article-title>Effect of electrolytes on the structure and evolution of the solid electrolyte interphase (SEI) in Li-ion batteries: a molecular dynamics study</article-title>
          <source>J Power Sources</source>
          <year>2011</year>
          <volume>196</volume>
          <fpage>8590</fpage>
          <lpage>7</lpage>
          <pub-id pub-id-type="doi">10.1016/j.jpowsour.2011.05.061</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B31">
        <label>31</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Fedkin</surname>
              <given-names>MV</given-names>
            </name>
            <name>
              <surname>Shin</surname>
              <given-names>YK</given-names>
            </name>
            <name>
              <surname>Dasgupta</surname>
              <given-names>N</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Development of the ReaxFF methodology for electrolyte-water systems</article-title>
          <source>J Phys Chem A</source>
          <year>2019</year>
          <volume>123</volume>
          <fpage>2125</fpage>
          <lpage>41</lpage>
          <pub-id pub-id-type="doi">10.1021/acs.jpca.8b10453</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B32">
        <label>32</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Aktulga</surname>
              <given-names>H</given-names>
            </name>
            <name>
              <surname>Fogarty</surname>
              <given-names>J</given-names>
            </name>
            <name>
              <surname>Pandit</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Grama</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Parallel reactive molecular dynamics: numerical methods and algorithmic techniques</article-title>
          <source>Parallel Comput</source>
          <year>2012</year>
          <volume>38</volume>
          <fpage>245</fpage>
          <lpage>59</lpage>
          <pub-id pub-id-type="doi">10.1016/j.parco.2011.08.005</pub-id>
        </nlm-citation>
      </ref>
      <ref id="B33">
        <label>33</label>
        <nlm-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Humphrey</surname>
              <given-names>W</given-names>
            </name>
            <name>
              <surname>Dalke</surname>
              <given-names>A</given-names>
            </name>
            <name>
              <surname>Schulten</surname>
              <given-names>K</given-names>
            </name>
          </person-group>
          <article-title>VMD: visual molecular dynamics</article-title>
          <source>J Mol Graph</source>
          <year>1996</year>
          <volume>14</volume>
          <fpage>33</fpage>
          <lpage>8</lpage>
          <pub-id pub-id-type="doi">10.1016/0263-7855(96)00018-5</pub-id>
          <pub-id pub-id-type="pmid">8744570</pub-id>
        </nlm-citation>
      </ref>
    </ref-list>
  </back>
</article>