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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Chem. Eng.</journal-id>
<journal-title>Frontiers in Chemical Engineering</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Chem. Eng.</abbrev-journal-title>
<issn pub-type="epub">2673-2718</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">852070</article-id>
<article-id pub-id-type="doi">10.3389/fceng.2022.852070</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Chemical Engineering</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A Theoretical Model for the Charging Dynamics of Associating Ionic Liquids</article-title>
<alt-title alt-title-type="left-running-head">Cheng et al.</alt-title>
<alt-title alt-title-type="right-running-head">EDL Dynamics With Ion Association</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Jin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tao</surname>
<given-names>Haolan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ma</surname>
<given-names>Ke</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Jie</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lian</surname>
<given-names>Cheng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/917503/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liu</surname>
<given-names>Honglai</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wu</surname>
<given-names>Jianzhong</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1630446/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>State Key Laboratory of Chemical Engineering</institution>, <institution>Frontiers Science Center for Materiobiology and Dynamic Chemistry</institution>, <institution>Shanghai Engineering Research Center of Hierarchical Nanomaterials</institution>, <institution>School of Chemistry and Molecular Engineering</institution>, <institution>East China University of Science and Technology</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Tianjin Key Laboratory for Photoelectric Materials and Devices</institution>, <institution>School of Materials Science and Engineering</institution>, <institution>Tianjin University of Technology</institution>, <addr-line>Tianjin</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Chemical and Environmental Engineering</institution>, <institution>University of California, Riverside</institution>, <addr-line>Riverside</addr-line>, <addr-line>CA</addr-line>, <country>United States</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/1554312/overview">Neboj&#x161;a Zec</ext-link>, German Engineering Materials Science Centre (GEMS) at Heinz Maier-Leibnitz Zentrum (MLZ) Helmholtz-Zentrum Hereon, Germany</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/1631244/overview">Zhongming Wang</ext-link>, Florida International University, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1658859/overview">Aleksandar Tot</ext-link>, Royal Institute of Technology, Sweden</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Cheng Lian, <email>liancheng@ecust.edu.cn</email>; Honglai Liu, <email>hlliu@ecust.edu.cn</email>; Jianzhong Wu, <email>jwu@engr.ucr.edu</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Surface and Interface Engineering, a section of the journal Frontiers in Chemical Engineering</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>4</volume>
<elocation-id>852070</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Cheng, Tao, Ma, Yang, Lian, Liu and Wu.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Cheng, Tao, Ma, Yang, Lian, Liu and Wu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Association between cations and anions plays an important role in the interfacial structure of room-temperature ionic liquids (ILs) and their electrochemical performance. Whereas great efforts have been devoted to investigating the association effect on the equilibrium properties of ILs, a molecular-level understanding of the charging dynamics is yet to be established. Here, we propose a theoretical procedure combining reaction kinetics and the modified Poisson-Nernst-Planck (MPNP) equations to study the influences of ionic association on the dynamics of electrical double layer (EDL) in response to an applied voltage. The ionic association introduces a new decay length <italic>&#x3bb;</italic>
<sub>
<italic>S</italic>
</sub> and relaxation time scale <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, where <italic>L</italic> is the system size and <italic>D</italic> is ion diffusivity, that are distinctively different those corresponding to non-associative systems. Analytical expressions have been obtained to reveal the quantitative relations between the dynamic timescales and the association strength.</p>
</abstract>
<kwd-group>
<kwd>room-temperature ionic liquids</kwd>
<kwd>ion association</kwd>
<kwd>charging dynamics</kwd>
<kwd>electrical double layer</kwd>
<kwd>Poisson-Nernst-Planck (PNP) equations</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Room-temperature ionic liquids (ILs) have been broadly explored as promising electrolytes in various fields of electrochemistry (<xref ref-type="bibr" rid="B31">Xiao and Johnson, 2003</xref>; <xref ref-type="bibr" rid="B22">Sato et al., 2004</xref>; <xref ref-type="bibr" rid="B29">Wang, 2020</xref>) including both batteries (<xref ref-type="bibr" rid="B10">Lee et al., 2006</xref>; <xref ref-type="bibr" rid="B21">Rupp et al., 2008</xref>) and supercapacitors (<xref ref-type="bibr" rid="B27">Ue et al., 2003</xref>; <xref ref-type="bibr" rid="B35">Zhou et al., 2004</xref>; <xref ref-type="bibr" rid="B1">Arunachalam et al., 2020</xref>; <xref ref-type="bibr" rid="B26">Tao et al., 2020</xref>). Understanding their charging dynamics, i.e., the polarization of ionic distributions in response to a biased electrical potential, is desirable for many electrochemical applications (<xref ref-type="bibr" rid="B34">Zhang et al., 2020</xref>; <xref ref-type="bibr" rid="B25">Tao et al., 2021</xref>; <xref ref-type="bibr" rid="B24">Tao et al., 2022</xref>). Although the structure and thermodynamic properties of ILs in the electric double layer (EDL) have been widely studied (<xref ref-type="bibr" rid="B3">Chen et al., 2021a</xref>; <xref ref-type="bibr" rid="B4">Chen et al., 2021b</xref>; <xref ref-type="bibr" rid="B6">Gan et al., 2021</xref>; <xref ref-type="bibr" rid="B28">Wang et al., 2021</xref>), the dynamic behavior remains poorly understood in particular on how association between cations and anions influences charge relaxation and ion transport under confinement.</p>
<p>In comparison to that of an aqueous electrolyte solution, the relative permittivity of ILs is extremely small (&#x223c;2), implying the prevalence of ion pairing due to the strong electrostatic attraction between cations and anions (<xref ref-type="bibr" rid="B30">Wang and Voth, 2005</xref>; <xref ref-type="bibr" rid="B2">Canongia Lopes and P&#xe1;dua, 2006</xref>; <xref ref-type="bibr" rid="B5">Fraser et al., 2007</xref>; <xref ref-type="bibr" rid="B20">Niedermeyer et al., 2012</xref>). From a thermodynamic perspective, the ionic association may be described in terms of a chemical reaction (<xref ref-type="fig" rid="F1">Figure 1A</xref>):<disp-formula id="e1">
<mml:math id="m2">
<mml:mrow>
<mml:msup>
<mml:mi>A</mml:mi>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi>B</mml:mi>
<mml:mo>&#x2212;</mml:mo>
</mml:msup>
<mml:munderover>
<mml:mo>&#x21cc;</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
</mml:munderover>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where the association constant is related to the kinetic parameters for the forward and backward reactions, <inline-formula id="inf2">
<mml:math id="m3">
<mml:mrow>
<mml:mi>K</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>. Intuitively, the association constant <italic>K</italic> provides a direct measure of the strength of binding energy: A large association constant means strong binding thus a large number of neutral species formed by the reaction, giving rise to more deviations from a conventional electrolyte of monomeric ionic species in terms of the electrical conductivity, capacitance, charge distribution and other characteristics of an ionic system. A good understanding of the effects of ionic association is thus imperative for the design and optimization of IL-based electrochemical systems.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Formation of a neutral particle by cation-anion association. <bold>(B)</bold> A cartoon sketch for the distribution of ionic species between two parallel electrodes. <bold>(C)</bold> An instantaneous increase of the electrical potential on the electrode surface located at position <italic>L</italic>.</p>
</caption>
<graphic xlink:href="fceng-04-852070-g001.tif"/>
</fig>
<p>In previous work (<xref ref-type="bibr" rid="B7">Jiang et al., 2014</xref>; <xref ref-type="bibr" rid="B14">Lian et al., 2016</xref>; <xref ref-type="bibr" rid="B15">Ma et al., 2022</xref>), we studied the dynamic behavior of room-temperature ionic liquids using a time-dependent density functional theory (TDDFT) that accounts for the ionic excluded volume effects, electrostatic correlations, and short-range attractions. We found that the electrokinetic behavior of ionic liquids is distinctively different from that predicted by the conventional equivalent-circuit (EC) models or theoretical methods based on the Poisson-Nernst-Planck (PNP) equations. While the EC model predicts a monotonic increase of the surface charge density upon the application of a biased voltage, TDDFT calculations indicate that there exist three types of charging behavior depending on the degree of confinement and the magnitude of the biased potential. A monotonic increase of the surface charge density occurs only when its equilibrium value has a sign the same as that of the applied voltage; kinetic charging inversion takes place when the equilibrium charge is below or opposite of the asymptotic charge density. The non-monotonic charging behavior was also reported for the response of a monomeric layer of ionic liquids in slit pores (<xref ref-type="bibr" rid="B8">Kondrat and Kornyshev, 2013</xref>). In addition to theoretical studies, the dynamics of EDL charging has been examined by a number of theoretical studies based on molecular dynamics (MD) simulations (<xref ref-type="bibr" rid="B17">Mceldrew et al., 2020</xref>; <xref ref-type="bibr" rid="B19">Mceldrew et al., 2021a</xref>; <xref ref-type="bibr" rid="B18">Mceldrew et al., 2021b</xref>). To our knowledge, the effects of ionic association have not been explicitly examined in spite of its apparent importance in determining the properties of ILs.</p>
<p>In this work, we proposed a set of reaction-coupled modified PNP (RC-MPNP) equations to describe the charging behavior of ILs near electrodes. Similar to TDDFT, RC-MPNP employs a local electrochemical potential as the driving force for the evolution of the density profiles of ionic species in response to an applied voltage. In comparison to alternative methods, its main advantage is that the dynamic equations for electric migration, diffusion, and chemical reaction can be solved self-consistently at time and length scales beyond those that could be achieved with TDDFT or MD simulation. Importantly, RC-MPNP allows us to study the ionic pairing effects on the dynamic structure and local physicochemical properties of ILs under an electrical field, including the density distributions of all ionic species (cations, anions and ion pairs), charge relaxation, as well as the relationship between various characteristic timescales, decay length and association strength. The theoretical results also reveal how ionic association affects the capacitance and resistance of ILs during the charging process.</p>
</sec>
<sec id="s2">
<title>Molecular Model and Theory</title>
<sec id="s2-1">
<title>Model Description</title>
<p>As shown schematically in <xref ref-type="fig" rid="F1">Figure 1A</xref>, association between cations and anions can be written in terms of a reversible reaction, i.e., one anion reacts with one cation to form a neutral particle labeled as <italic>m</italic>. At equilibrium, the fraction of neutral particles is determined by association constant <italic>K</italic> through the law of mass action. In the presence of an electric field, the equilibrium distribution of ionic species depends on the local electrical potential, various forms of non-electrostatic interactions as well as the equilibrium constant.</p>
<p>
<xref ref-type="fig" rid="F1">Figure 1B</xref> sketches a cartoon representation of the ionic system considered in this work. For simplicity, we assume that all ionic species, including the neutral ion pairs, can be represented by hard spheres of equal size. While ILs confined between two parallel plates of opposite charge do not reflect the configuration of any specific electrochemical device, the symmetric one-dimensional setup allows us to capture the essential features of charging dynamics for electrolytes near an electrode surface, in particular in terms of the evolutions of the local charge density and ionic density profiles in response to an applied voltage. The relaxation process is coupled with an evolving electric field, particle transport, and association between cations and anions. A realistic model for IL charging should capture all such effects in addition to thermodynamic non-ideality arising from other forms of inter-particle interactions.</p>
</sec>
<sec id="s2-2">
<title>Governing Equations and Chemical Potential</title>
<p>Our reaction-coupled modified PNP (RC-MPNP) equations are similar to those proposed by Suzuki who studied charge transport in weak electrolytes (<xref ref-type="bibr" rid="B23">Suzuki and Seki, 2018</xref>). The model ionic liquid consists of three kinds of ionic species: cations, anions, and neutral particles generated by cation-anion association. For simplicity, all these ionic species are represented by spherical particles of the same size. To describe the charging dynamics, we start with the continuity and diffusion-reaction equations<disp-formula id="e2">
<mml:math id="m4">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mi>J</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
<disp-formula id="e3">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi>J</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2207;</mml:mo>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <inline-formula id="inf3">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> stands for the local number density of specie <italic>i</italic>, <italic>J</italic>
<sub>
<italic>i</italic>
</sub> is the mass flux, <italic>&#x3bc;</italic>
<sub>
<italic>i</italic>
</sub> is the local electrochemical potential, <italic>k</italic>
<sub>
<italic>B</italic>
</sub> is the Boltzmann constant, <italic>T</italic> is the absolute temperature, <italic>D</italic>
<sub>
<italic>i</italic>
</sub> is the diffusion constant of specie <italic>i</italic>. The source term, <italic>R</italic>
<sub>
<italic>i</italic>
</sub> arises from ionic association<disp-formula id="e4">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mo>&#xb1;</mml:mo>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
</mml:msub>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>and<disp-formula id="e5">
<mml:math id="m8">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
</mml:msub>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
</p>
<p>
<xref ref-type="disp-formula" rid="e4">Equations 4</xref>, <xref ref-type="disp-formula" rid="e5">5</xref> follow the kinetics of ion association, i.e., the change in the local ion concentration reflects a balance of the forward and backward reactions. As mentioned above, the equilibrium constant is related to the rate coefficients<disp-formula id="e6">
<mml:math id="m9">
<mml:mrow>
<mml:mi>K</mml:mi>
<mml:mo>&#x3d;</mml:mo>
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<p>We assume that the intrinsic chemical potential can be obtained by minimizing the grand potential (Detail derivations are given in <xref ref-type="sec" rid="s10">Supplementary Material</xref>). Accordingly, the electrochemical potentials of the ionic species are<disp-formula id="e7">
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<p>For simplicity, we assume that the diffusion coefficient and the particle size for ion pairs the same as those for ionic species.</p>
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</mml:mtable>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>where <inline-formula id="inf6">
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</inline-formula>, <inline-formula id="inf8">
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</inline-formula> with <inline-formula id="inf9">
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</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> being the number density of cations or anions in the bulk, <inline-formula id="inf10">
<mml:math id="m22">
<mml:mrow>
<mml:msup>
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</mml:mrow>
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</inline-formula>, <inline-formula id="inf12">
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</inline-formula> is the Debye screening length, <inline-formula id="inf13">
<mml:math id="m25">
<mml:mrow>
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<mml:msup>
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</mml:msub>
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</mml:math>
</inline-formula>, <inline-formula id="inf14">
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<mml:mrow>
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<mml:mi>K</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
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<mml:msub>
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</mml:msub>
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</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf15">
<mml:math id="m27">
<mml:mrow>
<mml:msubsup>
<mml:mi>k</mml:mi>
<mml:mi>d</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
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<mml:msub>
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<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf16">
<mml:math id="m28">
<mml:mrow>
<mml:msubsup>
<mml:mi>k</mml:mi>
<mml:mi>a</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
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</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. For later discussions, we also introduced a dimensionless scale factor, <inline-formula id="inf17">
<mml:math id="m29">
<mml:mrow>
<mml:mi>&#x3c2;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, and set <inline-formula id="inf18">
<mml:math id="m30">
<mml:mrow>
<mml:msubsup>
<mml:mi>k</mml:mi>
<mml:mi>d</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> as a unit time. With these dimensionless variables, the numerical results depend on only three basic parameters, i.e., <inline-formula id="inf19">
<mml:math id="m31">
<mml:mi>&#x3b7;</mml:mi>
</mml:math>
</inline-formula>, <inline-formula id="inf20">
<mml:math id="m32">
<mml:mi>&#x3c2;</mml:mi>
</mml:math>
</inline-formula> and <inline-formula id="inf21">
<mml:math id="m33">
<mml:mrow>
<mml:msubsup>
<mml:mi>k</mml:mi>
<mml:mi>a</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>. Physically, controlling these parameters amounts to adjusting ionic density <inline-formula id="inf22">
<mml:math id="m34">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, the system size <italic>L</italic>, and association strength <italic>K</italic>.</p>
</sec>
<sec id="s2-3">
<title>Parameter Setting and Boundary Conditions</title>
<p>In describing the charging dynamics, the RC-MPNP equations entail three types of parameters that are affiliated with the system characteristics, boundary conditions and initial values. In this work, we assume that cations, anions and ion pairs have the same size of <italic>a</italic> &#x3d; 0.5 nm, i.e., they all occupy a single lattice site. Both cations and anions are monovalent, <inline-formula id="inf23">
<mml:math id="m35">
<mml:mrow>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>z</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, and a single diffusivity is used for all particles <italic>D</italic> &#x3d; 4.3 &#xd7; 10<sup>&#x2013;11</sup>&#xa0;m<sup>2</sup>/s. Similar parameters were used in previous studies on ILs and are in reasonable agreement with experimental results (<xref ref-type="bibr" rid="B9">Largeot et al., 2008</xref>; <xref ref-type="bibr" rid="B14">Lian et al., 2016</xref>; <xref ref-type="bibr" rid="B32">Yang et al., 2020a</xref>; <xref ref-type="bibr" rid="B33">Yang et al., 2020b</xref>; <xref ref-type="bibr" rid="B16">Ma et al., 2020</xref>). As ionic species are explicitly considered in this work, a fictitious dielectric constant <italic>&#x3b5;</italic>
<sub>
<italic>r</italic>
</sub> &#x3d; 2 was adopted to account for dispersion interactions and ionic polarizability of ILs not included in the coarse-grained model (<xref ref-type="bibr" rid="B13">Lian et al., 2018a</xref>; <xref ref-type="bibr" rid="B12">Lian et al., 2018b</xref>; <xref ref-type="bibr" rid="B33">Yang et al., 2020b</xref>). Temperature <italic>T</italic> &#x3d; 293.15 K, and cell width <italic>L</italic> &#x3d; 100 <italic>&#x3bb;</italic>
<sub>
<italic>D</italic>
</sub>. Assuming that an ionic liquid has a typical bulk concentration of 3.3&#xa0;mol/L, we have <inline-formula id="inf24">
<mml:math id="m36">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:mo>&#x2248;</mml:mo>
<mml:mn>0.025</mml:mn>
<mml:mtext>nm</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf25">
<mml:math id="m37">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mo>&#x2248;</mml:mo>
<mml:mn>2.5</mml:mn>
<mml:mtext>nm</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula>. To investigate the ionic association effects, we consider four association constants, <italic>K&#x2a;</italic> &#x3d; 0.1, 1, 10, 148, representing the cases of weak, moderate, strong, and extreme association strength, respectively.</p>
<p>In studying the charging dynamics, we assume that a biased potential of <inline-formula id="inf26">
<mml:math id="m38">
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is initially applied to the cathode and anode (at <italic>t</italic> &#x3d; 0). Based on the one-dimensional model illustrated in <xref ref-type="fig" rid="F1">Figure 1</xref>, we have the following boundary conditions:<disp-formula id="e14">
<mml:math id="m39">
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mi>&#x3d5;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mo>&#xb1;</mml:mo>
<mml:mi>L</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>&#x3e;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#xb1;</mml:mo>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>,</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>,</mml:mo>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mo>&#xb1;</mml:mo>
<mml:mi>L</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:math>
<label>(13)</label>
</disp-formula>where the initial particle densities are assumed identical to the corresponding bulk values, <inline-formula id="inf27">
<mml:math id="m40">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>,</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf28">
<mml:math id="m41">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>,</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf29">
<mml:math id="m42">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. With the assumption that the bulk ionic liquid can be represented by an ideal solution, these densities can be determined from the association constant <italic>K</italic>
<disp-formula id="e15">
<mml:math id="m43">
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>,</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>,</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>K</mml:mi>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>,</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>,</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>.</mml:mo>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:math>
<label>(14)</label>
</disp-formula>
</p>
<p>Because the bulk concentrations are fixed during the charging process, an explicit consideration of the thermodynamic non-ideality is equivalent to changing the bulk concentration. In the presence of an electric field, the RC-MPNP equations allow us to describe the relaxation of the ionic density profiles until a new equilibrium is established. The time range used in the calculation is from 10<sup>&#x2013;3</sup> <italic>&#x3c4;</italic>
<sub>
<italic>RC</italic>
</sub> to 10<sup>3</sup> <italic>&#x3c4;</italic>
<sub>
<italic>RC</italic>
</sub> with <inline-formula id="inf30">
<mml:math id="m44">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and Discussion</title>
<sec id="s3-1">
<title>Time-dependent Density Distributions</title>
<p>The application of a biased potential introduces a local electric field driving ionic motions thereby breaking down the local ionic association equilibrium. Therefore, we expect that the evolution of the ionic density profiles is different from that corresponding to a non-reactive system. <xref ref-type="fig" rid="F2">Figure 2</xref> shows the variations of the total ionic density (<inline-formula id="inf31">
<mml:math id="m45">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>), the local charge density (<inline-formula id="inf32">
<mml:math id="m46">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>), and the density of neutral particles (<inline-formula id="inf33">
<mml:math id="m47">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>m</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) near the surface of the negative electrode. At the initial state, the whole system is assumed homogeneous as shown in uniform particle and charge distributions. Upon the application of an electrical potential, the counterions (cations) gradually accumulate at the electrode surface, concomitant with the receding of cations (anions). Interestingly, the total ionic density <inline-formula id="inf34">
<mml:math id="m48">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#xb1;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> first falls slightly and rises monotonically to the equilibrium value. Both the total ion density (<inline-formula id="inf35">
<mml:math id="m49">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) and the local charge (<inline-formula id="inf36">
<mml:math id="m50">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) exhibit a U-shaped charging dynamic as indicated in <xref ref-type="fig" rid="F2">Figures 2J,K</xref>. Due to the volume effect caused by the accumulation of anions and anions near the electrode, the neutral particles are enriched in the middle region of the cell (<xref ref-type="fig" rid="F2">Figure 2L</xref>), leading to a density profile with a convex shape across the slit as the charging continues.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The evolutions of the total ion density (<inline-formula id="inf37">
<mml:math id="m51">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>), local charge density (<inline-formula id="inf38">
<mml:math id="m52">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>), and the number density of neutral particles (<inline-formula id="inf39">
<mml:math id="m53">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>m</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) for ionic liquids with three different association constants, <italic>K</italic>&#x2a; &#x3d; 0.1 <bold>(A,D,G)</bold>, 1 <bold>(B,E,H)</bold>, and 10 <bold>(C,F,I)</bold>. <bold>(J)</bold> The total ion density (<inline-formula id="inf40">
<mml:math id="m54">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>), <bold>(K)</bold> local charge density (<inline-formula id="inf41">
<mml:math id="m55">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>), and <bold>(L)</bold> the number density of neutral particles (<inline-formula id="inf42">
<mml:math id="m56">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>m</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) at <italic>K</italic>&#x2a; &#x3d; 0.1, <inline-formula id="inf43">
<mml:math id="m57">
<mml:mrow>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</caption>
<graphic xlink:href="fceng-04-852070-g002.tif"/>
</fig>
<p>Furthermore, <xref ref-type="fig" rid="F2">Figure 2</xref> shows the influence of ionic association on density distribution. It can be found that with the increase of association strength (i.e., a larger <italic>K</italic>
<sup>&#x2a;</sup>), the number densities of cations and anions are dramatically reduced while the number density of neutral particles increases. The ionic association affects the local concentrations of the three types of ionic species (cations, anions and ion pairs) hence the kinetic behavior and other physicochemical properties, such as timescales, capacitance and resistance.</p>
</sec>
<sec id="s3-2">
<title>Charge Decay Length</title>
<p>In order to understand the structural relaxation under the influence of ionic association, we need to identify the decay length from the density distributions. The decay length, <italic>&#x3bb;</italic>
<sub>
<italic>S</italic>
</sub>, may be extracted by taking the logarithm of the charge distribution (log&#x7c;<italic>q&#x2a;</italic>&#x7c;), which yields approximately a straight line at each position as shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. A decay length can be obtained by averaging over the slopes of the straight lines at different positions.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A)</bold> Charge distribution at <italic>K</italic>&#x2a; &#x3d; 1, <inline-formula id="inf44">
<mml:math id="m58">
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mo>&#xb1;</mml:mo>
<mml:mi>L</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> for several successive times and <bold>(C)</bold> <inline-formula id="inf45">
<mml:math id="m59">
<mml:mrow>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>. <bold>(B)</bold> The relation between logarithm of charge (log&#x7c;<italic>q&#x2a;</italic>&#x7c;) and distance <italic>x</italic>, and <bold>(D)</bold> <inline-formula id="inf46">
<mml:math id="m60">
<mml:mrow>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> <bold>(E)</bold> The dependence of charge decay length <italic>&#x3bb;</italic>
<sub>
<italic>S</italic>
</sub> on the time under different association strength. <bold>(F)</bold> The steady-state charge decay length <italic>&#x3bb;</italic>
<sub>
<italic>S</italic>
</sub> as a function of the association strength <italic>K</italic>&#x2a;.</p>
</caption>
<graphic xlink:href="fceng-04-852070-g003.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F3">Figure 3E</xref> presents the evolutions of the decay length <italic>&#x3bb;</italic>
<sub>
<italic>S</italic>
</sub> for ionic liquids with different association constants. The decay length reaches a stable state at <italic>&#x3c4;</italic>
<sub>
<italic>RC</italic>
</sub> approximately independent of <italic>K</italic>. Note that the dimensionless association constant is defined as <inline-formula id="inf47">
<mml:math id="m61">
<mml:mrow>
<mml:msup>
<mml:mi>K</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>. The invariance of the relaxation time with the association strength conforms to the prediction of the <italic>RC</italic> transmission line theory (<xref ref-type="bibr" rid="B11">Lian et al., 2020</xref>). In <xref ref-type="fig" rid="F3">Figure 3F</xref>, we show the decay length <italic>&#x3bb;</italic>
<sub>
<italic>S</italic>
</sub> as a function of the association strength <italic>K&#x2a;</italic> after the equilibrium is established. A larger association strength leads to a larger decay length, which can be intuitively understood in terms of the concentrations of free ions. According to <xref ref-type="fig" rid="F3">Figure 3E</xref>, when <italic>K</italic>&#x2a; &#x3d; 0, <italic>&#x3bb;</italic>
<sub>
<italic>S</italic>
</sub> &#x3d; <italic>&#x3bb;</italic>
<sub>
<italic>D</italic>
</sub>, the decay length <italic>&#x3bb;</italic>
<sub>
<italic>S</italic>
</sub> in the figure is the Debye length <italic>&#x3bb;</italic>
<sub>
<italic>D</italic>
</sub>, which characterizes the charge shielding effect. However, the decay length <italic>&#x3bb;</italic>
<sub>
<italic>S</italic>
</sub> gradually deviates from the Debye length <italic>&#x3bb;</italic>
<sub>
<italic>D</italic>
</sub> when <italic>K</italic>&#x2a; &#x3e; 0 due to the influence of association.</p>
<p>Alternatively, the decay length can be defined in terms of the density profiles of ionic species or neutral particles. Qualitatively, the conclusions are similar. As shown in <xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>, the stronger association that takes place between cations and anions, the longer decay length that we extract according to the evolution of the particle concentrations. While there is only one decay length if <italic>K</italic> &#x3d; 0, The two slopes of the density profile allow us to identify two decay lengths at low association strength.</p>
</sec>
<sec id="s3-3">
<title>Charge Relaxation Timescale</title>
<p>It has been well established that the PNP equations yield a quantitative relation between the dynamic timescale and the Debye length, <inline-formula id="inf48">
<mml:math id="m62">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>. In the presence of ionic association, the Debye length does not reflect the association effect thus the relation is no longer valid. To explore the relation between timescale <italic>&#x3c4;</italic>
<sub>
<italic>RC</italic>
</sub> and decay length <italic>&#x3bb;</italic>
<sub>
<italic>S</italic>
</sub>, we assume that the <italic>RC</italic> time corresponds to the charging constant of a capacitor, which describes the speed of charging process. As the local charge profile relaxes, counterions are adsorbed on the electrode surface while the coions are depleted. The Gauss law, <inline-formula id="inf49">
<mml:math id="m63">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:msubsup>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>D</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msub>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, can be used to calculate the surface charge density of the electrode. <xref ref-type="fig" rid="F4">Figure 4A</xref> shows the normalized surface charge density on the electrode surface, <inline-formula id="inf50">
<mml:math id="m64">
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2261;</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2192;</mml:mo>
<mml:mi>&#x221e;</mml:mi>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>. As expected, the increase of the association strength expands the relaxation time. The charge relaxation <inline-formula id="inf51">
<mml:math id="m65">
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> (shown in <xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>) shows two slopes, suggesting that the relaxation process can be divided into two stages: a faster initial response followed by a slower relaxation. A time-dependent function <italic>&#x3c4;</italic>(<italic>t</italic>) can be used to characterize the timescales of early and late stages of the dynamic process:<disp-formula id="e16">
<mml:math id="m66">
<mml:mrow>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>ln</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(15)</label>
</disp-formula>
</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> The normalized surface charge density on the electrode plate <inline-formula id="inf52">
<mml:math id="m67">
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> as a function of the time. <bold>(B)</bold> Timescale <italic>&#x3c4;</italic>(<italic>t</italic>) under different association strengths. <bold>(C)</bold> Comparison of <inline-formula id="inf53">
<mml:math id="m68">
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> and <italic>&#x3c4;</italic>
<sub>1</sub> under different values of <italic>K</italic>&#x2a;. The fitting curve coincides well with the data points. <bold>(D)</bold> The fitting curve reveals a quantitative relation between &#x3c4;<sub>2</sub> and the reduced association constant <italic>K</italic>&#x2a;.</p>
</caption>
<graphic xlink:href="fceng-04-852070-g004.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F4">Figure 4B</xref> plots <italic>&#x3c4;</italic>(<italic>t</italic>) for different association strengths. In the early stage (<italic>t</italic>/<italic>&#x3c4;</italic>
<sub>
<italic>RC</italic>
</sub> &#x3c; 1), <italic>&#x3c4;</italic>(<italic>t</italic>) is controlled by the EDL formation, and the characteristic time is represented by <italic>&#x3c4;</italic>
<sub>1</sub>. In the case of no association, the <italic>RC</italic> time is given by <inline-formula id="inf54">
<mml:math id="m69">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>. The timescale for the early stage of charging grows with the increase of the association strength because the ionic association leads to the reduction of the concentrations of anions and cations. As a result, association slows down the formation of EDL. Due to the ionic association, the decay length <italic>&#x3bb;</italic>
<sub>
<italic>S</italic>
</sub>, not the Debye length <italic>&#x3bb;</italic>
<sub>
<italic>D</italic>
</sub>, should be used in the RC model, i.e., <inline-formula id="inf55">
<mml:math id="m70">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
<p>
<xref ref-type="fig" rid="F4">Figure 4C</xref> shows a quantitative relation between the decay length <italic>&#x3bb;</italic>
<sub>
<italic>S</italic>
</sub> and the Debye length at a fixed association strength. Empirically, the relation can be fitted by using the following analytical form (<italic>R</italic>
<sup>2</sup> &#x3e; 0.99):<disp-formula id="e17">
<mml:math id="m71">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mn>0.341</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>K</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>0.408</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(16)</label>
</disp-formula>
</p>
<p>Substituting the above formula into <inline-formula id="inf56">
<mml:math id="m72">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> gives:<disp-formula id="e18">
<mml:math id="m73">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mi>D</mml:mi>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>K</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi>b</mml:mi>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mi>D</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(17)</label>
</disp-formula>where <italic>a</italic> &#x3d; 0.341 and <italic>b</italic> &#x3d; 0.408 are obtained by fitting the numerical results. By comparing <inline-formula id="inf57">
<mml:math id="m74">
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> and <italic>&#x3c4;</italic>
<sub>1</sub> for different values of <italic>K</italic>&#x2a;, we assert that <inline-formula id="inf58">
<mml:math id="m75">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> reveals the quantitative relation between the <italic>RC</italic> time, the decay length and association strength.</p>
<p>In the later stage of charging (<italic>t</italic>/<italic>&#x3c4;</italic>
<sub>
<italic>RC</italic>
</sub> &#x3e; 1), <italic>&#x3c4;</italic>(<italic>t</italic>) shows a step-like behavior with different plateaus <italic>&#x3c4;</italic>
<sub>
<italic>ad</italic>
</sub> for different values of <italic>K</italic>&#x2a;. In this case, <italic>&#x3c4;</italic>(<italic>t</italic>) is controlled by the particle diffusion, and the dynamics is much slower than electrical motion in the early stage. The ion diffusion can be characterized by the timescale, <inline-formula id="inf59">
<mml:math id="m76">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:msup>
<mml:mi>L</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>. If there is no association, the coefficient is <inline-formula id="inf60">
<mml:math id="m77">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>. A different value should be used due to association. As shown in <xref ref-type="fig" rid="F4">Figure 4D</xref>, we may derive a quantitative relation between <italic>&#x3c4;</italic>
<sub>2</sub> and association constant <italic>K</italic>&#x2a; (<italic>R</italic>
<sup>2</sup> &#x3e; 0.99):<disp-formula id="e19">
<mml:math id="m78">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>{</mml:mo>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>ln</mml:mi>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mi>ln</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>K</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mo>}</mml:mo>
</mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>L</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mi>D</mml:mi>
</mml:mfrac>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(18)</label>
</disp-formula>where <italic>c</italic> &#x3d; 0.109 and <italic>d</italic> &#x3d; 1.318. <xref ref-type="disp-formula" rid="e16">Eqs 16</xref>&#x2013;<xref ref-type="disp-formula" rid="e18">18</xref> provide convenient estimations of the timescales for different stages of charging under the influence of ionic association.</p>
<p>Qualitatively, the equilibrium and dynamic properties of ionic liquids discussed above are relatively insensitive to the bulk concentration of ionic species (<xref ref-type="sec" rid="s10">Supplementary Figures S3, S4</xref>). While both the bulk concentration and association strength affect the timescales of charging and particle relaxation, it is important to recognize that ionic association is mainly responsible for the increase of decay length and relaxation time.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>In summary, we have integrated the modified Poisson-Nernst-Planck (MPNP) equations with the kinetics of inhomogeneous reaction to account for ionic association during electric double layer (EDL) charging. The reaction-coupled MPNP (RC-MPNP) equations were applied to study the charging dynamics of model EDL systems containing in room-temperature ionic liquids (ILs). By extracting the decay lengths and time scales from the evolution of the total local ion density and charge distribution, we found that ionic association has significant effects on the dynamics of EDL charging as characterized by a fast electrical motion at the early stage and a slower ion diffusion in the later stage. Quantitative relations have been established between the two timescales affiliated with the two stages of charging, <italic>&#x3c4;</italic>
<sub>1</sub> and <italic>&#x3c4;</italic>
<sub>2</sub>, and the charging decay length <italic>&#x3bb;</italic>
<sub>
<italic>S</italic>
</sub> and association constant <italic>K</italic>. The generic theoretical framework can be applied to other ionic systems that involve similar association reactions.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>JC, CL, and JW analyzed the results and wrote the manuscript. All coauthors contribute to the research. CL initiate the original ideas. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was sponsored by the National Natural Science Foundation of China (No. 91834301, 22078088, 21703153, 21808055), the Open Project of State Key Laboratory of Chemical Engineering and the Shanghai Rising-Star Program (No. 21QA1401900). JW thanks the financial support from the Fluid Interface Reactions, Structures and Transport (FIRST) Center, an Energy Frontier Research Center funded by the U.S. Department of Energy, Office of Basic Energy Sciences.</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>
<ack>
<p>JC thanks Ms. Zhang Man for her helpful discussion.</p>
</ack>
<sec id="s10">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fceng.2022.852070/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fceng.2022.852070/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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