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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nanotechnol.</journal-id>
<journal-title>Frontiers in Nanotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nanotechnol.</abbrev-journal-title>
<issn pub-type="epub">2673-3013</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1502539</article-id>
<article-id pub-id-type="doi">10.3389/fnano.2024.1502539</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nanotechnology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Estimation of extreme temperatures in direct solar methane pyrolysis within a porous medium</article-title>
<alt-title alt-title-type="left-running-head">Xu et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fnano.2024.1502539">10.3389/fnano.2024.1502539</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Hengrui</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2744185/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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<contrib contrib-type="author">
<name>
<surname>Abuseada</surname>
<given-names>Mostafa</given-names>
</name>
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<contrib contrib-type="author">
<name>
<surname>Ju</surname>
<given-names>Y. Sungtaek</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/103912/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Spearrin</surname>
<given-names>R. Mitchell</given-names>
</name>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Fisher</surname>
<given-names>Timothy S.</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/126454/overview"/>
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<aff>
<institution>Mechanical and Aerospace Engineering Department</institution>, <institution>University of California, Los Angeles</institution>, <addr-line>Los Angeles</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/1994001/overview">Supriya Chakrabarti</ext-link>, Ulster University, United Kingdom</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/2870200/overview">Zi-Xiang Tong</ext-link>, Beihang University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2870814/overview">Camilo A. Arancibia Bulnes</ext-link>, Universidad Nacional Aut&#xf3;noma de M&#xe9;xico, Mexico</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2873495/overview">Xinpeng Zhao</ext-link>, Michigan State University, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Timothy S. Fisher, <email>tsfisher@ucla.edu</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>6</volume>
<elocation-id>1502539</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Xu, Abuseada, Ju, Spearrin and Fisher.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Xu, Abuseada, Ju, Spearrin and Fisher</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>Porous media have wide application in renewable energy conversion processes, such as solar-thermal fuels production and decarbonization. Heat transport mechanisms within porous media can be highly complex, particularly under extreme conditions encountered in concentrated solar thermal reactors in which direct measurement of temperature is challenging. Here, we implement and report an inverse heat conduction model to estimate the temperature distribution throughout a porous substrate domain in a direct solar methane pyrolysis process. By solving a two-dimensional heat transfer problem and applying an inverse optimization algorithm, we estimate the quasi-steady state spatial temperature distribution in a fibrous porous carbon substrate. The results are validated indirectly by experimentally measured graphite deposition and a simplified reaction kinetic model.</p>
</abstract>
<kwd-group>
<kwd>solar methane pyrolysis</kwd>
<kwd>porous media</kwd>
<kwd>pyrolytic graphite</kwd>
<kwd>finite difference method</kwd>
<kwd>inverse problem</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Nanomaterials</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Sustainable energy processes are gaining increasing importance in climate risk mitigation (<xref ref-type="bibr" rid="B12">Chu and Majumdar, 2012</xref>), and solar energy is widely utilized in many different forms around the world (<xref ref-type="bibr" rid="B22">Kannan and Vakeesan, 2016</xref>). In addition to direct generation of electricity, solar energy can convert conventional fossil fuels into alternative low-carbon, carbon-neutral or even potentially carbon-negative fuels (<xref ref-type="bibr" rid="B31">Muradov and Veziro&#x11f;lu, 2008</xref>). Methane comprises major proportions of biogas and natural gas supplies with broad applications, but it is also the second-largest contributor to greenhouse gas emissions (<xref ref-type="bibr" rid="B6">Al-Ghussain, 2019</xref>). Additionally, location incongruity of methane generation and consumption makes methane storage and long-distance transportation necessary, typically requiring energy-intensive processes such as liquefaction (<xref ref-type="bibr" rid="B36">Song et al., 2019</xref>; <xref ref-type="bibr" rid="B37">Sun et al., 2020</xref>). As such, conversion of methane into higher-value chemicals enabled by renewable energy sources is regarded as a potential means of utilizing this abundant resource in a sustainable manner (<xref ref-type="bibr" rid="B36">Song et al., 2019</xref>).</p>
<p>Common methane conversion processes, however, burden the environment as they involve excessive carbon dioxide emission. Direct solar methane pyrolysis is an attractive approach to produce valuable chemicals in a carbon neutral or negative manner. A recent study reported a direct catalysis-free solar methane pyrolysis process that produces hydrogen while at the same time exhibiting exceptionally fast deposition of high-quality graphitic carbon on a porous substrate (<xref ref-type="bibr" rid="B4">Abuseada et al., 2022b</xref>; <xref ref-type="bibr" rid="B3">Abuseada et al., 2023</xref>). In this process, methane infiltrates a fibrous porous carbon substrate that is located near the focal plane of a solar concentrator. Detailed understanding of the thermochemical mechanisms involved is necessary to optimize field-scale utility, and accurate estimation of the temperature in the reaction zone of the fibrous porous substrate is therefore essential and the subject of the present work.</p>
<p>Fibrous porous media (FPM) are employed in a wide variety of applications, such as fuel cells (<xref ref-type="bibr" rid="B16">Farzaneh et al., 2021</xref>), thermal insulation (<xref ref-type="bibr" rid="B25">Lakatos, 2020</xref>), phase change heat transfer and energy storage (<xref ref-type="bibr" rid="B35">Ren et al., 2021</xref>; <xref ref-type="bibr" rid="B29">Li et al., 2013</xref>), fluid filtration and separation (<xref ref-type="bibr" rid="B24">Knapik and Stopa, 2018</xref>), sound absorption and reduction (<xref ref-type="bibr" rid="B38">Tang and Yan, 2017</xref>), bio-medicine (<xref ref-type="bibr" rid="B11">Chen et al., 2022</xref>), and high-temperature solar receivers with reticulated porous ceramics (<xref ref-type="bibr" rid="B34">Patil et al., 2021</xref>). Heat transfer analysis of such fibrous porous media is necessary to understand critical transport processes in many of these applications (<xref ref-type="bibr" rid="B23">Kaviany, 2012</xref>). Efforts have been made to model FPM transport properties including permeability (<xref ref-type="bibr" rid="B42">Xiao et al., 2019</xref>), tortuosity (<xref ref-type="bibr" rid="B41">Vallabh et al., 2010</xref>), and effective thermal conductivity <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B20">Hager and Steere, 1967</xref>; <xref ref-type="bibr" rid="B39">Tong and Tien, 1980</xref>; <xref ref-type="bibr" rid="B26">Lee and Cunnington, 1998</xref>; <xref ref-type="bibr" rid="B27">Lee and Cunnington, 2000</xref>; <xref ref-type="bibr" rid="B13">Daryabeigi et al., 2011</xref>; <xref ref-type="bibr" rid="B14">Daryabeigi et al., 2013</xref>; <xref ref-type="bibr" rid="B30">Lian et al., 2024</xref>), and the present work incorporates various approaches that have been reported to date as applied to very high temperature processes.</p>
<p>In the past several decades, the theory and application of inverse problems have been important in many branches of science and engineering. For example, the development of solution techniques for inverse heat transfer problems in space applications has been particularly useful due to the need to conduct complex experiments with complicated materials and limited direct experimental data (<xref ref-type="bibr" rid="B7">Alifanov, 2012</xref>). Typical solution logic, which is also implemented in this work, for such problems usually starts with constructing a verified numerical solution to a forward problem including unknown parameters and then estimating these unknown parameters by assimilating limited experimental data with numerical optimization techniques (<xref ref-type="bibr" rid="B33">Ozisik, 2018</xref>).</p>
<p>This paper reports the application of an inverse method in estimating the temperature distribution of a FPM in a direct solar methane pyrolysis process (<xref ref-type="bibr" rid="B4">Abuseada et al., 2022b</xref>; <xref ref-type="bibr" rid="B3">Abuseada et al., 2023</xref>). Finite-difference heat transfer methods are constructed to solve the heat diffusion equation with temperature-dependent <inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:mi>k</mml:mi>
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</inline-formula> in the computational domain. An inverse optimization algorithm is then applied to determine the parameterized <inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>. The substrate is located in the solar-thermal experimental system such that its back-side (the side without direct solar irradiation) temperature is experimentally measured using an infrared (IR) camera. This back-side temperature distribution is then applied as an input to the inverse problem. The Nelder-Mead method (<xref ref-type="bibr" rid="B18">Gao and Han, 2012</xref>) is implemented to identify the minimum of an objective function and to solve for the 2D domain&#x2019;s temperature distribution. The analysis includes the decomposition reaction that occurs as methane flows through the FPM. The results are validated indirectly through a simplified kinetics model and experimentally observed graphite deposition rates.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>2 Methodology</title>
<sec id="s2-1">
<title>2.1 Experimental setup</title>
<p>The solar-thermal experimental system is schematically illustrated in <xref ref-type="fig" rid="F1">Figure 1</xref>. Concentrated solar irradiation is generated from a custom-made high flux solar simulator, which consists of a 10 kWe xenon short arc bulb (Superior Quartz, SQP-SX100003) and a silver coated aluminum ellipsoidal reflector (Optiforms, E1023F). The power output from the solar simulator is controllable by a power supply. The heat flux distribution at the focal plane inside the reactor is characterized to be Gaussian-Lorentzian (<xref ref-type="bibr" rid="B2">Abuseada et al., 2022a</xref>):<disp-formula id="e1">
<mml:math id="m4">
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<mml:mrow>
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<mml:mo>&#x2032;</mml:mo>
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<mml:mi>exp</mml:mi>
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<mml:mo>&#x2212;</mml:mo>
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<mml:mrow>
<mml:mn>2</mml:mn>
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</mml:mrow>
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<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
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<mml:mi>&#x3b1;</mml:mi>
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<mml:mrow>
<mml:msup>
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<mml:mi>r</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
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<mml:msubsup>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
<mml:mrow>
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<mml:mrow>
<mml:mn>2</mml:mn>
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<label>(1)</label>
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<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Schematic of the main section of solar-thermal methane pyrolysis system.</p>
</caption>
<graphic xlink:href="fnano-06-1502539-g001.tif"/>
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<p>In the <xref ref-type="disp-formula" rid="e1">Equation 1</xref>, <inline-formula id="inf4">
<mml:math id="m5">
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<mml:mo>&#x2212;</mml:mo>
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</inline-formula>kW/m is the amplitude parameter, <inline-formula id="inf5">
<mml:math id="m6">
<mml:mrow>
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</mml:mrow>
</mml:math>
</inline-formula> the power supply input current, and <inline-formula id="inf6">
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<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> the radius from the geometric center of the substrate. The weighting factor for balancing the contribution between the Gaussian and Lorentzian distribution is <inline-formula id="inf7">
<mml:math id="m8">
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<mml:msub>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
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<mml:mrow>
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<mml:mo>&#x3d;</mml:mo>
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</inline-formula>. The Gaussian parameter <inline-formula id="inf8">
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</inline-formula> and Lorentzian parameter <inline-formula id="inf9">
<mml:math id="m10">
<mml:mrow>
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<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
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<mml:mrow>
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<p>The solar-thermal reactor is made of stainless steel and consists of three major sections. The reactant gas with controlled flow rate is supplied into the first section, a full nipple, which is 9.7&#xa0;cm in inner diameter. Then the reactant flows through a fibrous porous carbon substrate (FuelCellEarth, C100) attached to the second major section, a reducing flange with an inner diameter of 6.86&#xa0;cm. After passing through the porous reaction zone, the remaining reactant and product mixture flow into the third section, a 4-way cross. An infrared camera (FLIR, A655sc) is mounted on one of the ports of the cross, pointing toward the backside (the side without direct illumination) of the substrate, and the reactant and product gaseous mixture is passed into downstream <italic>in-situ</italic> laser diagnostics and mass spectrometry systems for species analysis and eventually into the exhaust through the bottom port.</p>
</sec>
<sec id="s2-2">
<title>2.2 Inverse heat transfer modeling</title>
<p>Inverse methods have been widely applied in solving heat transfer problem in various branches of engineering (<xref ref-type="bibr" rid="B7">Alifanov, 2012</xref>). We implement an inverse approach for FPM temperature estimation employing the Nelder-Mead method (<xref ref-type="bibr" rid="B18">Gao and Han, 2012</xref>). A schematic of the computational domain with thermal and geometric conditions is depicted in <xref ref-type="fig" rid="F2">Figure 2</xref>. The back-side temperature of the substrate is measured using an infrared (IR) camera. The 2D temperature matrix is azimuthally averaged and used as an input to the inverse problem.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Thermal conditions and geometric information of porous substrate domain.</p>
</caption>
<graphic xlink:href="fnano-06-1502539-g002.tif"/>
</fig>
<sec id="s2-2-1">
<title>2.2.1 Computational approach</title>
<p>The steady-state heat diffusion equation in cylindrical coordinates is solved to estimate the unknown effective thermal conductivity (<xref ref-type="bibr" rid="B15">Faghri et al., 2010</xref>). Because of geometric symmetry, a 2D governing equation suffices to describe the problem:<disp-formula id="e2">
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<p>The surrounding is treated as a blackbody with an estimated average temperature <inline-formula id="inf12">
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</inline-formula> of the substrate estimated via finite differencing of the IR camera readings near <inline-formula id="inf15">
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<mml:mi mathvariant="italic">surr</mml:mi>
</mml:mrow>
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</mml:mrow>
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</inline-formula> are the porous substrate absorptivity to the simulated solar irradiation and the surrounding irradiation respectively. <inline-formula id="inf18">
<mml:math id="m23">
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</mml:mrow>
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</inline-formula> is the substrate emissivity, <inline-formula id="inf19">
<mml:math id="m24">
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf20">
<mml:math id="m25">
<mml:mrow>
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</mml:mrow>
</mml:math>
</inline-formula> are the radius and thickness of the cylindrical computational domain in <xref ref-type="disp-formula" rid="e3">Equations 3</xref>&#x2013;<xref ref-type="disp-formula" rid="e5">5</xref>.</p>
<p>The porous substrate&#x2019;s emissivity in the mid-infrared band was measured to be <inline-formula id="inf21">
<mml:math id="m26">
<mml:mrow>
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<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.9</mml:mn>
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</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B5">Abuseada, 2022</xref>), and this value is assumed to be extendable to the near-infrared here (<xref ref-type="bibr" rid="B32">Neuer, 1992</xref>; <xref ref-type="bibr" rid="B28">Li et al., 2024</xref>). Moreover, the substrate&#x2019;s directional emissivity is expected to be relatively constant (<xref ref-type="bibr" rid="B8">Balat-Pichelin et al., 2006</xref>). From the experimental results, the front central substrate up to a radius of around 14.5&#xa0;mm is deposited with graphite, exhibiting an approximated emissivity of <inline-formula id="inf22">
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</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B32">Neuer, 1992</xref>; <xref ref-type="bibr" rid="B28">Li et al., 2024</xref>). The substrate&#x2019;s absorptivities to both solar and surrounding irradiation are assumed to be <inline-formula id="inf23">
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</inline-formula>.</p>
<p>The governing equation and boundary conditions are discretized to numerically solve for the substrate temperature distribution via finite-differencing scheme. The elements in the substrate domain can be categorized into nine different types. Mesh independence analysis and detailed derivations of finite difference equations are provided in the supporting information (SI).</p>
</sec>
<sec id="s2-2-2">
<title>2.2.2 Effective thermal conductivity models</title>
<p>The effective thermal conductivity <inline-formula id="inf24">
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</inline-formula> of the porous substrate with graphitic carbon deposition is highly temperature-dependent. In this work, it is approximated to include primary contributions of conduction and radiation (<xref ref-type="bibr" rid="B13">Daryabeigi et al., 2011</xref>). We model <inline-formula id="inf25">
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</mml:math>
</inline-formula> in a parametrized form to account for 1) the multi-modal heat transfer process and 2) albeit indirectly, the temperature-dependent growth of graphitic carbon layers around the fibers of the porous substrate, which have high thermal conductivity:<disp-formula id="e6">
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</mml:math>
<label>(6)</label>
</disp-formula>
</p>
<p>Here, <inline-formula id="inf26">
<mml:math id="m32">
<mml:mrow>
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<mml:mrow>
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</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
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</inline-formula> to <inline-formula id="inf27">
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</mml:mrow>
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</inline-formula> are unknown parameters to be determined by applying the inverse method. The exponent of temperature in the first term is set to 3 from theoretical effective thermal conductivity models (<xref ref-type="bibr" rid="B20">Hager and Steere, 1967</xref>; <xref ref-type="bibr" rid="B13">Daryabeigi et al., 2011</xref>) to represent radiation transport within the porous medium. In the second term, the temperature exponent is set to &#x2212;1 to represent the conduction component (<xref ref-type="bibr" rid="B17">Fisher, 2013</xref>).</p>
<p>Additionally, the porous medium substrate can possibly exhibit anisotropy in <inline-formula id="inf28">
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</mml:mrow>
</mml:math>
</inline-formula>, especially after pyrolytic graphite deposition. Thus, an anisotropic <inline-formula id="inf29">
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</mml:math>
</inline-formula> model is also considered to assess its influence on the estimated temperature distribution. The simplified 2D anisotropic <inline-formula id="inf30">
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</mml:math>
</inline-formula> tensor takes the form:<disp-formula id="e7">
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<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>
</p>
<p>The steady-state heat diffusion equation with anisotropic <inline-formula id="inf31">
<mml:math id="m38">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> in the absence of the chemical reaction is (<xref ref-type="bibr" rid="B10">Chang and Tsou, 1977</xref>):<disp-formula id="e8">
<mml:math id="m39">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>r</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>where <inline-formula id="inf32">
<mml:math id="m40">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf33">
<mml:math id="m41">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are modeled using similar expressions as used for isotropic <inline-formula id="inf34">
<mml:math id="m42">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, taking both radiation and conduction into account for consistency and comparison:<disp-formula id="e9">
<mml:math id="m43">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mo>,</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mo>,</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>
<disp-formula id="e10">
<mml:math id="m44">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mo>,</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mo>,</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>
</p>
</sec>
<sec id="s2-2-3">
<title>2.2.3 Reaction-induced internal heat sink and temperature change</title>
<p>To assess the heat sink terms associated with the methane pyrolysis reaction, we construct a model to incorporate the chemical reaction. To facilitate the estimation of the magnitude of internal heat sink terms, we employ a highly simplified geometric model of the porous substrate using a periodic unit cell shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. The diameter of the fiber is <inline-formula id="inf35">
<mml:math id="m45">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, and the length of the elemental cube is approxi.<inline-formula id="inf36">
<mml:math id="m46">
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>121.1</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>m. Before any graphitic carbon deposition, the fibrous porous substrate has an approximate fiber diameter of 9.6 <inline-formula id="inf37">
<mml:math id="m47">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>m and a porosity of 0.952.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Schematic of a single element of fibrous porous substrate.</p>
</caption>
<graphic xlink:href="fnano-06-1502539-g003.tif"/>
</fig>
<p>The porosity of the unit cell and therefore the porous substrate can be expressed as <xref ref-type="bibr" rid="B44">Zeng et al. (1995)</xref>:<disp-formula id="e11">
<mml:math id="m48">
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>5</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>D</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msqrt>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
<mml:msubsup>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>
</p>
<p>The time-averaged fiber diameter change rate is:<disp-formula id="e12">
<mml:math id="m49">
<mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>&#x307;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>where the experiment duration <inline-formula id="inf38">
<mml:math id="m50">
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>t</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is 20 <inline-formula id="inf39">
<mml:math id="m51">
<mml:mrow>
<mml:mtext>min</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula>. The porosity change rate can be obtained as:<disp-formula id="e13">
<mml:math id="m52">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>&#x3d5;</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>&#x307;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mn>5</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>D</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msqrt>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
<mml:msubsup>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:math>
<label>(13)</label>
</disp-formula>
</p>
<p>The reaction-induced internal heat sink is next calculated as:<disp-formula id="e14">
<mml:math id="m53">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>Q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>H</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>M</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>&#x3d5;</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(14)</label>
</disp-formula>
</p>
<p>Here, <inline-formula id="inf40">
<mml:math id="m54">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is graphite density, <inline-formula id="inf41">
<mml:math id="m55">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>M</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the molecular weight of carbon, and <inline-formula id="inf42">
<mml:math id="m56">
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>H</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the temperature-dependent enthalpy of the global thermal methane decomposition reaction as evaluated using the CoolProp package (<xref ref-type="bibr" rid="B9">Bell et al., 2014</xref>).</p>
<p>The calculated internal heat sink term is a function of the reaction temperature as shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. The symbols are calculated values from <xref ref-type="disp-formula" rid="e14">Equation 14</xref>; the red curve is an exponential fit as follows:<disp-formula id="e15">
<mml:math id="m57">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>Q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
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<mml:mrow>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(15)</label>
</disp-formula>
</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Temperature induced internal heat sink term <inline-formula id="inf43">
<mml:math id="m58">
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<mml:msub>
<mml:mrow>
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</mml:mrow>
</mml:math>
</inline-formula>: original data points and exponential fit.</p>
</caption>
<graphic xlink:href="fnano-06-1502539-g004.tif"/>
</fig>
</sec>
<sec id="s2-2-4">
<title>2.2.4 Penetration depth</title>
<p>Considering the intrinsic porosity of the substrate employed in this study, the actual solar irradiation into the substrate may not be well-described by a surface heat flux owing to the finite penetration depth into the porous substrate. To capture the influence of this consideration, the surface heat flux is converted into a shallow volumetric heat source. The actual penetration depth will depend on the incident wavelength as well as various fiber composite morphologies, and the radiative flow into the substrate follows an exponential-decay in the incident direction (<xref ref-type="bibr" rid="B19">Gusarov et al., 2019</xref>). In this work, the surface incident heat flux is treated as a simplified uniform heat source and calculated as:<disp-formula id="e16">
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</mml:math>
<label>(16)</label>
</disp-formula>where <inline-formula id="inf44">
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</mml:mrow>
</mml:math>
</inline-formula> is the penetration thickness, with a value chosen to be 98 <inline-formula id="inf46">
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</mml:mrow>
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</inline-formula>m that corresponding to the first two layers of elements in the thickness direction.</p>
</sec>
<sec id="s2-2-5">
<title>2.2.5 Other assumptions</title>
<p>In addition to the assumptions discussed in the foregoing sections, other major assumptions include:<list list-type="simple">
<list-item>
<p>
<inline-formula id="inf47">
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</mml:mrow>
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</inline-formula> Thermally quasi-steady behavior in the experimental duration of interest.</p>
</list-item>
<list-item>
<p>
<inline-formula id="inf48">
<mml:math id="m64">
<mml:mrow>
<mml:mo>&#x2022;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> The gas phase is in local thermal equilibrium with the substrate.</p>
</list-item>
<list-item>
<p>
<inline-formula id="inf49">
<mml:math id="m65">
<mml:mrow>
<mml:mo>&#x2022;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> Negligible convection in analyzing the heat transfer and effective thermal conductivity owing to the small flow rate and low pressure.</p>
</list-item>
</list>
</p>
</sec>
</sec>
<sec id="s2-3">
<title>2.3 Fiber diameter measurements</title>
<p>A ZEISS Supra 40VP field emission scanning electron microscope (SEM) with a secondary electrons (SE) detector was used to obtain SEM images of graphitic carbon deposition followed by the local fiber diameter measurements. These values are applied for calculating the deposition rate and chemical reaction-induced internal heat sink.</p>
</sec>
<sec id="s2-4">
<title>2.4 Kinetic model for activation energy approximation</title>
<p>After the inverse problem is solved, we use the results to estimate reaction kinetics. The global methane decomposition reaction is usually considered to be a first order reaction (<xref ref-type="bibr" rid="B1">Abanades and Flamant, 2007</xref>; <xref ref-type="bibr" rid="B21">Holmen et al., 1995</xref>; <xref ref-type="bibr" rid="B40">Trommer et al., 2004</xref>), noting that such a treatment is simplified without considering the complex subreactions network and minor intermediate species. The net rate of the decomposition can thus be expressed as:<disp-formula id="e17">
<mml:math id="m66">
<mml:mrow>
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<mml:mrow>
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<mml:mrow>
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</mml:msub>
</mml:mrow>
</mml:math>
<label>(17)</label>
</disp-formula>where <inline-formula id="inf50">
<mml:math id="m67">
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the pre-exponential factor, <inline-formula id="inf51">
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<mml:mrow>
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<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the activation energy, <inline-formula id="inf52">
<mml:math id="m69">
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is universal gas constant, and <inline-formula id="inf53">
<mml:math id="m70">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
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<mml:mrow>
<mml:mi>C</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>H</mml:mi>
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</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the methane amount in moles. The mass deposition rate per unit length can be calculated as:<disp-formula id="e18">
<mml:math id="m71">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
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<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>r</mml:mi>
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<mml:mn>2</mml:mn>
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</mml:mrow>
<mml:mrow>
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</mml:mfrac>
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</mml:math>
<label>(18)</label>
</disp-formula>where <inline-formula id="inf54">
<mml:math id="m72">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
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<mml:mo>&#x3d;</mml:mo>
<mml:mn>1650</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> kg/m<sup>3</sup>, <inline-formula id="inf55">
<mml:math id="m73">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>r</mml:mi>
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<mml:mrow>
<mml:mi>i</mml:mi>
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</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>4.8</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf56">
<mml:math id="m74">
<mml:mrow>
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</mml:mrow>
</mml:math>
</inline-formula> m and <inline-formula id="inf57">
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<mml:mrow>
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<mml:mi>t</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>20</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> min.</p>
<p>Incorporating all the information and equations above, the activation energy can be estimated from a linear-fit of the following Arrhenius expression:<disp-formula id="e19">
<mml:math id="m76">
<mml:mrow>
<mml:mtext>ln</mml:mtext>
<mml:mfenced open="(" close=")">
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<mml:mrow>
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<mml:mo>&#x2212;</mml:mo>
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</mml:mrow>
</mml:math>
<label>(19)</label>
</disp-formula>
</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<p>Knowledge of the reaction zone temperature is crucial for understanding and elucidating the chemical reaction kinetics, especially when the reaction is under direct light exposure. While the direct measurements and thermophysical mechanisms are extremely complex, the inverse heat transfer analysis plays an effective role in estimating the spatial temperature distribution and can provide helpful thermochemical information of the solar methane pyrolysis process under extreme conditions. In this work, we conduct inverse-estimation analyses on four cases of model differing assumptions:<list list-type="simple">
<list-item>
<p>1. A standard case based only on isotropic heat conduction (see <xref ref-type="sec" rid="s2-2-2">section 2.2.2</xref>; <xref ref-type="disp-formula" rid="e6">Equation 6</xref>, and assumptions made in <xref ref-type="sec" rid="s2-2-2">section 2.2.5</xref> that treats the porous carbon substrate as isotropic, neglects heat absorbed by chemical reactions, and regards heat flux as a surface boundary condition).</p>
</list-item>
<list-item>
<p>2. An anisotropic <inline-formula id="inf58">
<mml:math id="m77">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> case compared with the standard case. This case treats the porous carbon substrate as anisotropic (see <xref ref-type="sec" rid="s2-2-3">section 2.2.3</xref>; <xref ref-type="disp-formula" rid="e7">Equations 7</xref>&#x2013;<xref ref-type="disp-formula" rid="e10">10</xref>).</p>
</list-item>
<list-item>
<p>3. A chemical reaction case (see <xref ref-type="sec" rid="s2-2-3">section 2.2.3</xref>; <xref ref-type="disp-formula" rid="e15">Equations 15</xref>, <xref ref-type="disp-formula" rid="e17">17</xref>&#x2013;<xref ref-type="disp-formula" rid="e19">19</xref>). This case, in comparison with the standard case, considers the heat absorbed by methane pyrolysis by incorporating reaction enthalpy.</p>
</list-item>
<list-item>
<p>4. A penetration depth case (see <xref ref-type="sec" rid="s2-2-4">section 2.2.4</xref>; <xref ref-type="disp-formula" rid="e16">Equation 16</xref>). In contrast to the standard case, this case considers the finite penetration depth of the solar irradiation into the porous substrate.</p>
</list-item>
</list>
</p>
<sec id="s3-1">
<title>3.1 Reaction zone temperature distribution and activation energy approximation</title>
<p>The solar methane pyrolysis experiment is conducted at a total solar power of 1.86&#xa0;kW, system pressure of 3.33&#xa0;kPa, methane flow of 100 sccm and experimental duration of 20&#xa0;min. Substrate back-side temperature is measured using an IR camera as shown in <xref ref-type="fig" rid="F5">Figure 5A</xref>. The temperature distribution is clearly symmetric about the substrate&#x2019;s geometric center. As such, the two-dimensional temperature contour is azimuthally averaged without losing accuracy. The reaction-zone (front-side) temperature without considering chemical reaction, penetration depth, anisotropic effective thermal conductivity, is estimated inversely by matching the experimentally measured back-side and numerically-estimated back-side temperatures. These temperature profiles are summarized in <xref ref-type="fig" rid="F5">Figure 5B</xref>. The backside temperature estimated from the inverse heat transfer model falls into the measurement uncertainty range, showing good agreement with the measured back-side temperature.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Temperature distributions <bold>(A)</bold> IR camera temperature contours of the back side of the porous substrate at solar power 1.86&#xa0;kW, pressure 3.33&#xa0;kPa, and methane flow rate 100 sccm. <bold>(B)</bold> Summary of standard case inverse-estimated front-side, back-side and experimentally measured back-side temperatures.</p>
</caption>
<graphic xlink:href="fnano-06-1502539-g005.tif"/>
</fig>
<p>In the inverse heat transfer model, several thermal and optical parameters can influence the estimated temperature. A sensitivity analysis is conducted to quantify the effects of these parameters on the inversely-determined peak front-side temperature, <inline-formula id="inf59">
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</inline-formula>, and activation energy, <inline-formula id="inf60">
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</inline-formula>, respectively. These two coefficient are obtained from <inline-formula id="inf63">
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<label>(20)</label>
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<label>(21)</label>
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</inline-formula> is the parameter to be analyzed including emissivity, absorptivity to solar and surrounding irradiation, and the temperature of the surroundings. <inline-formula id="inf65">
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</inline-formula> are the nominal value of these parameters in <xref ref-type="disp-formula" rid="e20">Equations 20</xref>, <xref ref-type="disp-formula" rid="e21">21</xref>.</p>
<p>Based on the results summarized in <xref ref-type="fig" rid="F6">Figure 6</xref>, the model is most sensitive to the absorptivity of solar irradiation <inline-formula id="inf68">
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</inline-formula>, which directly determines the most dominant input energy captured by the substrate. Approximately 8<inline-formula id="inf69">
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</mml:math>
</inline-formula> deviation in peak temperature and 6<inline-formula id="inf70">
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</inline-formula> in activation energy are observed with <inline-formula id="inf71">
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</inline-formula>. The second most sensitive parameter is the central region emissivity <inline-formula id="inf73">
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</inline-formula>, which quantifies the rate of energy the substrate can release into the surroundings from the central part of the substrate. Additionally, the estimated results exhibit weak sensitivities to the emissivity of the rest region <inline-formula id="inf74">
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</inline-formula>, and absorptivity to the surroundings <inline-formula id="inf76">
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</inline-formula>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Sensitivity analysis of various parameters in inverse estimation.</p>
</caption>
<graphic xlink:href="fnano-06-1502539-g006.tif"/>
</fig>
<p>To evaluate the influence of finite penetration depth, anisotropic <inline-formula id="inf77">
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<mml:mrow>
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</mml:mrow>
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</inline-formula> and chemical reactions. Each of these factors is considered and incorporated into the code to quantify their effects on the temperature profiles. The temperature profiles and differences relative to the standard case are summarized in <xref ref-type="fig" rid="F7">Figure 7</xref>.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Temperature profiles <bold>(A)</bold> and differences <bold>(B)</bold> considering penetration depth, anisotropic <inline-formula id="inf78">
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<mml:mrow>
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</mml:math>
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</caption>
<graphic xlink:href="fnano-06-1502539-g007.tif"/>
</fig>
<p>These factors clearly have limited influence on predicted temperatures. The most influential consideration is the anisotropic <inline-formula id="inf79">
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</inline-formula>, at least potentially due to a slightly improved fitting owing to more floating parameters in <inline-formula id="inf80">
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</inline-formula>. As for the penetration depth, this study considers only a simplified case with uniform heat distribution, which can be refined with detailed material characterization and optical analysis in future work. Considering the thin penetration depth applied in this work, its effect on predicted temperature is negligible. The chemical reaction-induced temperature difference is the least significant in part due to the low solar-to-chemical efficiency, which is less than 1% for the conditions considered here (<xref ref-type="bibr" rid="B5">Abuseada, 2022</xref>). The approximated parameters in <inline-formula id="inf81">
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</mml:math>
</inline-formula> and peak front-side temperature of the four foregoing cases are summarized in <xref ref-type="table" rid="T1">Table 1</xref> below.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Summary of front-center temperature and inversely-estimated parameters in <inline-formula id="inf82">
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</inline-formula>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">CaseParameters</th>
<th rowspan="2" align="center">Standard</th>
<th rowspan="2" align="center">Penetration depth</th>
<th rowspan="2" align="center">Chemical reaction</th>
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</th>
</tr>
<tr>
<th align="center">Parameters</th>
</tr>
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<mml:mrow>
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<mml:math id="m116">
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<p>Spatial reaction-zone temperature of the standard case and fiber diameters measured using SEM at different substrate radii are shown in <xref ref-type="fig" rid="F8">Figure 8A</xref>. The deposition rates derived from fiber diameters are further employed to approximate the activation energy of the global direct solar methane pyrolysis experiment through a linear fit (see <xref ref-type="fig" rid="F8">Figure 8B</xref>) (<xref ref-type="bibr" rid="B43">Xu et al., 2024</xref>). The resulting activation energy of <inline-formula id="inf97">
<mml:math id="m118">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>325</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> kJ/mol lies in the typical range for thermal methane decomposition (<xref ref-type="bibr" rid="B21">Holmen et al., 1995</xref>). The activation energy corresponding to inclusion of more detailed processes in the model as discussed above produce very similar predictions for activation energy: 327&#xa0;kJ/mol when considering chemical reaction effects, 322&#xa0;kJ/mol when incorporating penetration depth effects, and 336&#xa0;kJ/mol when including anisotropic thermal conductivity. Clearly, these more detailed considerations have limited influence on the estimated temperature profile and activation energy.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Standard case data and analysis <bold>(A)</bold> Fiber diameter measurements and estimated spatial reaction-zone temperature. <bold>(B)</bold> Arrhenius plot and activation energy approximation.</p>
</caption>
<graphic xlink:href="fnano-06-1502539-g008.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>In conclusion, we substantiate the application of the inverse method in a fibrous porous medium (FPM) temperature estimation and activation energy approximation of a direct solar-methane pyrolysis reaction. Finite-difference equations are built to solve the heat diffusion equation with assumed isotropic temperature-dependent <inline-formula id="inf98">
<mml:math id="m119">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, and the temperature of the whole FPM domain is obtained. The potential influences of chemical reactions, <inline-formula id="inf99">
<mml:math id="m120">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> anisotropy, and finite penetration depth of the irradiation on the front-side temperature are also considered and quantified to show that these influences are not significant. The activation energy of the global methane pyrolysis reaction is approximated to be 325&#xa0;kJ/mol based on an simple Arrhenius analysis. Further effort should focus on the direct measurement of the front-side temperature, which is a difficult challenge at such high temperatures with limited optical access, to provide direct validation or potential refinement of the current model.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>HX: Conceptualization, Methodology, Writing&#x2013;original draft, Writing&#x2013;review and editing, Data curation, Formal Analysis, Investigation, Software, Validation, Visualization. MA: Conceptualization, Investigation, Methodology, Validation, Visualization, Writing&#x2013;original draft. YJ: Investigation, Methodology, Validation, Formal Analysis, Funding acquisition, Project administration, Supervision, Writing&#x2013;review and editing. RS: Formal Analysis, Funding acquisition, Methodology, Project administration, Supervision, Writing&#x2013;review and editing, Conceptualization, Resources. TF: Conceptualization, Funding acquisition, Methodology, Project administration, Resources, Supervision, Writing&#x2013;review and editing, Writing&#x2013;original draft.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work is supported by California Energy Commission (PIR-21-004), the US Department of Energy National Energy Technology Laboratory (DE-FE0032354) and Basic Energy Sciences division (DE-SC0023962). The authors thank the California NanoSystems Institute at UCLA and its Elman Family Foundation Innovation Fund for facilities and initial support.</p>
</sec>
<ack>
<p>The authors thank Jeff D. Eldredge, Abdalla Alghfeli, Yijun Ge, Indronil Ghosh and Barathan Jeevaretanam of UCLA for their helpful discussions in the process of finishing this work.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>TF and RS are co-founders of SolGrapH Inc., a company specializing in solar-thermal material synthesis. This submitted work is an independent academic study and is not associated with commercial endeavors or intended as a promotion.</p>
<p>The remaining 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>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec sec-type="ai-statement" id="s9">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11">
<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/fnano.2024.1502539/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fnano.2024.1502539/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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