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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1598970</article-id>
<article-id pub-id-type="doi">10.3389/feart.2025.1598970</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Hydrogen storage potential in underground coal gasification cavities: a MD simulation of hydrogen adsorption and desorption behavior in coal nanopores</article-title>
<alt-title alt-title-type="left-running-head">Tao 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/feart.2025.1598970">10.3389/feart.2025.1598970</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Tao</surname>
<given-names>Liru</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2998332/overview"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Feng</surname>
<given-names>Hongye</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2643392/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ju</surname>
<given-names>Yiwen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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<contrib contrib-type="author">
<name>
<surname>Zhu</surname>
<given-names>Hongjian</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1447721/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wei</surname>
<given-names>Zixiang</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>National Key Laboratory of Earth System Numerical Modeling and Application</institution>, <institution>College of Earth and Planetary Sciences</institution>, <institution>University of Chinese Academy of Sciences</institution>, <institution>Chinese Academy of Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Institute of Mineral Resources</institution>, <institution>Chinese Academy of Geological Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>School of Vehicle and Energy</institution>, <institution>Yanshan University</institution>, <addr-line>Qinhuangdao</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Hebei Engineering Research Center for Low Carbon Development and Resource Utilization of Fossil Energy Sources</institution>, <institution>Yanshan University</institution>, <addr-line>Qinhuangdao</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Chemical and Petroleum Engineering</institution>, <institution>University of Calgary</institution>, <addr-line>Calgary</addr-line>, <addr-line>AB</addr-line>, <country>Canada</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/1546137/overview">Chao Yang</ext-link>, Chinese Academy of Sciences (CAS), China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1445325/overview">Fuhua Shang</ext-link>, Inner Mongolia University of Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3014626/overview">Zhen Shen</ext-link>, Research Institute of Petroleum Exploration and Development (RIPED), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3017259/overview">Khawaja Hasnain Iltaf</ext-link>, University of Texas at Arlington, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Hongye Feng, <email>fhy0205@163.com</email>; Yiwen Ju, <email>juyw@ucas.ac.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>05</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1598970</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>03</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>04</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Tao, Feng, Ju, Zhu and Wei.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Tao, Feng, Ju, Zhu and Wei</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>Underground hydrogen storage (UHS) in geological formations presents a viable option for long-term, large-scale H<sub>2</sub> storage. A physical coal model was constructed based on experimental tests and a MD simulation was used to investigate the potential of UHS in underground coal gasification (UCG) cavities. We investigated H<sub>2</sub> behavior under various conditions, including temperatures ranging from 278.15 to 348.15 K, pressures in the range of 5&#x2013;20 MPa, pore sizes ranging from 1 to 20 nm, and varying water content. We also examined the competitive adsorption dynamics of H<sub>2</sub> in the presence of CH<sub>4</sub> and CO<sub>2</sub>. The findings indicate that the optimal UHS conditions for pure H<sub>2</sub> involve low temperatures and high pressures. We found that coal nanopores larger than 7.5 nm optimize H<sub>2</sub> diffusion. Additionally, higher water content creates barriers to hydrogen diffusion due to water molecule clusters on coal surfaces. The preferential adsorption of CO<sub>2</sub> and CH<sub>4</sub> over H<sub>2</sub> reduces H<sub>2</sub>-coal interactions. This work provides a significant understanding of the microscopic behaviors of hydrogen in coal nanopores at UCG cavity boundaries under various environmental factors. It also confirms the feasibility of underground hydrogen storage (UHS) in UCG cavities.</p>
</abstract>
<kwd-group>
<kwd>underground hydrogen storage</kwd>
<kwd>underground coal gasification</kwd>
<kwd>molecular dynamics simulations</kwd>
<kwd>adsorption</kwd>
<kwd>diffusion</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Georeservoirs</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The urgent need address climate change and reduce greenhouse gas emissions is driving a major shift in the global energy landscape (<xref ref-type="bibr" rid="B69">Welsby et al., 2021</xref>; <xref ref-type="bibr" rid="B29">IEA, 2023</xref>). Hydrogen (H<sub>2</sub>), as a clean energy source with no carbon emission, is considered as an important component in the future energy system (<xref ref-type="bibr" rid="B26">Heinemann et al., 2021</xref>; <xref ref-type="bibr" rid="B27">IEA, 2021</xref>). However, storage and transport of H<sub>2</sub> has been one of the significant challenges hindering its wide application (<xref ref-type="bibr" rid="B26">Heinemann et al., 2021</xref>; <xref ref-type="bibr" rid="B2">Aftab et al., 2022</xref>). UHS in geological formations, including porous media and caves, is currently being realized, and potential sites include hydrocarbon reservoirs, salt caverns, or salt coal seams (<xref ref-type="bibr" rid="B78">Zivar et al., 2021</xref>; <xref ref-type="bibr" rid="B1">Abreu et al., 2023</xref>; <xref ref-type="bibr" rid="B49">Muhammed et al., 2023</xref>). Meanwhile, other options, such as using abandoned coal mines and mining caves to store H<sub>2</sub>, are receiving increasing attention (<xref ref-type="bibr" rid="B32">Keshavarz et al., 2022</xref>). These methods not only offer the possibility of achieving large-scale H<sub>2</sub> storage, but also provide long-term safe storage options when geological conditions are suitable (<xref ref-type="bibr" rid="B19">Epelle et al., 2022</xref>; <xref ref-type="bibr" rid="B21">Gabrielli et al., 2020</xref>; <xref ref-type="bibr" rid="B44">Lord et al., 2014</xref>).</p>
<p>Current research focuses on UHS in depleted reservoirs, H<sub>2</sub> storage in salt caverns, and the storage behavior of H<sub>2</sub> in porous media such as brine formations. Salt cavern UHS technology is relatively mature and has been widely studied and applied due to its high confinement and low permeability (<xref ref-type="bibr" rid="B10">Caglayan et al., 2020</xref>; <xref ref-type="bibr" rid="B61">Shahabuddin and Alam, 2022</xref>). In contrast, UHS using cavities in coal seams or coal underground after gasification is still in the research stage, and despite its great potential, a series of technical challenges still need to be overcome (<xref ref-type="bibr" rid="B32">Keshavarz et al., 2022</xref>; <xref ref-type="bibr" rid="B39">Liu and Liu, 2023</xref>).</p>
<p>Underground coal gasification (UCG) represents an advanced clean coal technology that transforms <italic>in situ</italic> coal into a synthesis gas primarily composed of H<sub>2</sub>, CH<sub>4</sub>, CO<sub>2</sub> and other gases. Compared to conventional mining of coal, UCG significantly minimizes surface disturbance (<xref ref-type="bibr" rid="B56">Perkins and Sahajwalla, 2008</xref>), releasing coal reserves in a more environmentally friendly manner (<xref ref-type="bibr" rid="B8">Burton et al., 2019</xref>; <xref ref-type="bibr" rid="B41">Liu and Liu, 2021</xref>; <xref ref-type="bibr" rid="B60">Shafirovich and Varma, 2009</xref>), and can be linked to subsequent CO<sub>2</sub> sequestration efforts (<xref ref-type="bibr" rid="B18">Durucan et al., 2014</xref>; <xref ref-type="bibr" rid="B58">Roddy and Younger, 2010</xref>; <xref ref-type="bibr" rid="B63">Sheng et al., 2016</xref>; <xref ref-type="bibr" rid="B70">Yang et al., 2016</xref>). UCG not only achieves efficient use of underground resources, but more importantly, after the gasification process occurs, the coal in the coal seam is consumed, creating a post-combustion cavity with a certain degree of porosity and permeability, which opens the possibility of UHS (<xref ref-type="bibr" rid="B52">Niu et al., 2014</xref>; <xref ref-type="bibr" rid="B55">Perkins, 2018</xref>; <xref ref-type="bibr" rid="B75">Zhao et al., 2010</xref>).</p>
<p>The cavities formed after UCG can be considered as potential gas storage sites due to their natural underground location and relatively stable environment (<xref ref-type="bibr" rid="B18">Durucan et al., 2014</xref>; <xref ref-type="bibr" rid="B70">Yang et al., 2016</xref>; <xref ref-type="bibr" rid="B71">Younger, 2011</xref>). Previously existing UCG construction can also reduce the construction cost and environmental risk of the UHS process. <xref ref-type="bibr" rid="B30">Jiang et al. (2019)</xref> demonstrated the feasibility of CO<sub>2</sub> sequestration in UCG cavities by numerical simulation. The low-permeability sealing of the rock formation would prevent gas loss due to the upward movement of the gas, and most of the injected gas is expected to be retained in the underground gasification cavities (<xref ref-type="bibr" rid="B23">Godec et al., 2014</xref>). There is more experience underground CO<sub>2</sub> and CH<sub>4</sub> storage (<xref ref-type="bibr" rid="B35">Korre et al., 2019</xref>; <xref ref-type="bibr" rid="B73">Zhang et al., 2020</xref>), which is indicative of UHS. <xref ref-type="bibr" rid="B17">Dong et al. (2024)</xref> investigated the potential of H<sub>2</sub> production during UCG through experiments and numerical simulations and found that the porosity and permeability of the cavities were significantly increased after combustion, which gave them good UHS properties (<xref ref-type="bibr" rid="B17">Dong et al., 2024</xref>). However, H<sub>2</sub> has different physical characteristics and properties compared to CO<sub>2</sub> or CH<sub>4</sub> (<xref ref-type="bibr" rid="B6">Berta et al., 2018</xref>; <xref ref-type="bibr" rid="B11">Carden and Paterson, 1979</xref>; <xref ref-type="bibr" rid="B24">Han et al., 2017</xref>). For example, storing the same mass of H<sub>2</sub> requires greater more significant pressure due to its lower density. And the importance of storage capacity in the UHS process is self-evident (<xref ref-type="bibr" rid="B78">Zivar et al., 2021</xref>).</p>
<p>In recent years, with the development of computer technology, molecular simulations have increasingly become a critical method for exploring the micro-mechanical behaviors of gases at the nanoscale (<xref ref-type="bibr" rid="B33">Kim and Devegowda, 2022</xref>; <xref ref-type="bibr" rid="B34">Koleini et al., 2019</xref>; <xref ref-type="bibr" rid="B67">Ugwu et al., 2022</xref>). Extensive characterization has been conducted on the interaction mechanisms between gases and various substrates such as coal, shale, clay minerals, and quartz fractures under different conditions (<xref ref-type="bibr" rid="B13">Collell et al., 2014</xref>; <xref ref-type="bibr" rid="B40">Liu et al., 2024</xref>; <xref ref-type="bibr" rid="B65">Sun et al., 2023</xref>; <xref ref-type="bibr" rid="B66">Swai, 2020</xref>). Using Grand Canonical Monte Carlo (GCMC) and Density Functional Theory (DFT), it has been found that the type of coal and its moisture content significantly influence adsorption capacity and diffusion behavior s (<xref ref-type="bibr" rid="B77">Zhou et al., 2019</xref>). <xref ref-type="bibr" rid="B92">Yin et al. (2024)</xref> studied the adsorption of CH<sub>4</sub>, CO<sub>2</sub>, and flue gases under different porosity constraints in high-rank coals, noting that the self-diffusion coefficients of gas are significantly lower under deep conditions than in shallower settings. <xref ref-type="bibr" rid="B74">Zhang et al. (2024)</xref> utilized GCMC simulations to explore the adsorption behaviors of pure H<sub>2</sub> and H<sub>2</sub> mixed with CH<sub>4</sub>/CO<sub>2</sub> in kerogen and montmorillonite nanopores within shale, finding stronger adsorption of pure H<sub>2</sub> to kerogen compared to montmorillonite. Molecular dynamics (MD) simulations have also emerged as powerful tool to interrogate H<sub>2</sub> diffusion and adsorption behaviors in confined environments. <xref ref-type="bibr" rid="B3">Bai and Piri (2022)</xref> employed MD simulations to systematically analyze H<sub>2</sub> storage in engineered nanoporous materials (e.g., metal-organic frameworks (MOFs), carbon nanotubes), revealing that H<sub>2</sub> uptake is maximized at pore diameters of 6&#x2013;8 &#xc5; due to van der Waals interactions and quantum confinement. Their work identified a threshold energy for effective confinement, below which larger pores outperform smaller ones despite lower surface areas. Similarly, <xref ref-type="bibr" rid="B54">Oliver et al. (2024)</xref> utilized MD to investigate hydrogen transport in geological porous media (e.g., shale, clay), demonstrating that self-diffusion coefficients in kaolinite and graphene pores decrease exponentially with pressure due to gas-phase densification. These studies emphasize the importance of integrating computational methods with experimental validation to bridge the gap between fundamental understanding and technological implementation. Additionally, the development of force fields has also contributed to enhancing the accuracy of simulations. These findings provide insights into the effects of pressure, temperature and pore space on gas adsorption and diffusion, highlighting the importance of evaluating the competitive adsorption of gas mixtures in coal pores, which is vital for UHS in UCG cavities.</p>
<p>Despite the multiple advantages of UHS in post-burn cavities of UCG, there are still many issues that have yet to be clarified. Firstly, the stability and sealing of post-burn cavities need to be further investigated to ensure the safety of H<sub>2</sub> during the storage process (<xref ref-type="bibr" rid="B61">Shahabuddin and Alam, 2022</xref>). Second, the adsorption and desorption behavior of H<sub>2</sub> in the nanopore, and possible gas leakage are key technical challenges that need to be addressed (<xref ref-type="bibr" rid="B50">Mulky et al., 2024</xref>). Finally, the current research on UHS in cavities of UCG is still at an early stage and lacks large-scale experiments and field validation, which constitutes an obstacle to the practical application of the technology (<xref ref-type="bibr" rid="B17">Dong et al., 2024</xref>).</p>
<p>To address that issue, this study employs molecular dynamics (MD) simulations to systematically investigate the feasibility of UCG cavities as UHS sites. The microscopic behavior of H<sub>2</sub> in coal nanopores at various scenarios of temperatures, pressures, porosities, and water contents, and the competitive adsorption of multiple gases under mixed conditions were investigated. With this work, we hope to provide a useful reference for the future development of UHS technology, and at the same time, contribute to the comprehensive utilization of coal resources and the development of clean energy.</p>
</sec>
<sec id="s2">
<title>2 Molecular models and simulations</title>
<sec id="s2-1">
<title>2.1 Coal sample collection and experimental testing</title>
<p>In this study, the coal sample was collected from the Mesozoic Lower Jurassic in the Junggar Basin (ZG-1), China. <xref ref-type="table" rid="T1">Table 1</xref> lists the analytical results. Ultimate analysis of the ash-free sample was conducted using the Elementar UNICUBE (German EA Company) in CHNS mode. By establishing two sets of parallel samples, the average values of carbon, hydrogen, nitrogen, and sulfur contents in the coal sample were determined. Maceral components of sample were observed and quantitatively analyzed using a Leica DM4500P polarized light microscope, and counts were statistically analyzed based on the total percentages of vitrinite, inertinite, and liptinite groups adding up to 100%. The reflectance of vitrinite in the coal samples was measured using the same microscope and an MSP-II microphotometer.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Statistical table of the test data of the coal samples in the Junggar basin, China.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Sample</th>
<th colspan="4" align="center">Proximate analysis (%)</th>
<th colspan="3" align="center">Maceral content (%)</th>
<th rowspan="2" align="center">R<sub>o,m</sub> (%)</th>
</tr>
<tr>
<th align="center">Moisture as received</th>
<th align="center">Ash</th>
<th align="center">Volatile</th>
<th align="center">Fixed carbon</th>
<th align="center">Vitrinite</th>
<th align="center">Inertinite</th>
<th align="center">Liptinite</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">ZG-1</td>
<td align="center">10.12</td>
<td align="center">17.09</td>
<td align="center">46.42</td>
<td align="center">8.37</td>
<td align="center">87.36</td>
<td align="center">9.89</td>
<td align="center">2.75</td>
<td align="center">0.41</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="table" rid="T1">Table 1</xref> shows the average mean vitrinite reflectance (R<sub>o, m</sub>) of the samples is 0.41% and the volatile matter content is 46.42%, which is a low-rank lignite. (<xref ref-type="bibr" rid="B53">O&#x2019;Keefe et al., 2013</xref>; <xref ref-type="bibr" rid="B59">Schobert, 2017</xref>). The vitrinite group has a higher content of 87.36%. It is characterized by a higher oxygen content and slightly lower carbon content, with aliphatic formations often located on the side chains of aromatic rings (<xref ref-type="bibr" rid="B51">Niekerk and Mathews, 2010</xref>). These experimental results provide a solid data foundation for establishing a molecular model of coal.</p>
<p>
<sup>13</sup>C-NMR enables quantitative analysis of different types of carbon structures within the carbon skeleton, providing information on the relationship between carbon and hydrogen, conformation and conformation in the molecule. Measurements were made using a Bruker 400 M NMR spectrometer. The spectrometer was equipped with a 4 mm rotor, with a MAS spin rate of 10 kHz, a recovery time of 4 s, and a collection pulse program set to &#x201c;cp&#x201d; with a desired scan delay of 6.5 &#x3bc;s. Initial models were established and calculated using ACD/C Predictors, allowing for continuous adjustments and optimizations compared to the experimental <sup>13</sup>C-NMR spectra (<xref ref-type="bibr" rid="B43">Liu et al., 2021</xref>). By adjusting the method in this way, an average molecular model was finally obtained representing the ZG-1 tested. The structural formula and comparison spectra are shown in <xref ref-type="fig" rid="F1">Figures 1a,b</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(a)</bold> Average molecular model of coal sample; <bold>(b)</bold> Comparison between the experimental and the calculated <sup>13</sup>C NMR spectra; <bold>(c)</bold> Annealed low-rank coal model.</p>
</caption>
<graphic xlink:href="feart-13-1598970-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Annealing of the coal</title>
<p>The initial configurations are constructed using the PACKMOL package (<xref ref-type="bibr" rid="B45">Mart&#xed;nez et al., 2009</xref>). All the MD simulations are conducted with the GROMACS package (version 2021.5) due to its high efficiency in parallel computing, which is suitable for simulating complex systems such as coal nanopores (<xref ref-type="bibr" rid="B5">Berendsen et al., 1995</xref>; <xref ref-type="bibr" rid="B68">Van Der Spoel et al., 2005</xref>). Visualize all MD trajectories and configurations, the VMD package was utilized in this study.</p>
<p>The annealing of the coal molecules was first conducted to build a coal matrix for the subsequent simulations of gas adsorption. One hundred coal molecules were placed in a cubic box (<italic>L</italic>
<sub>
<italic>x</italic>
</sub> &#x3d; <italic>L</italic>
<sub>
<italic>y</italic>
</sub> &#x3d; 10 nm and <italic>L</italic>
<sub>
<italic>z</italic>
</sub> &#x3d; 10 nm) and the boundary conditions with periodicity were imposed in all directions. Then the steepest descent algorithm was applied to achieve energy minimization tasks and eliminate nonphysical contacts. It has to be noticed that the maximum of the force within any pair of atomic was set up as 1,000 kJ/(mol &#xd7; nm). Subsequently, the system was relaxed for 2 ns, employing a timestep of 0.5 fs, within a canonical ensemble (NVT). To build a model of low-rank coal, a 10 ns annealing cycle was conducted from 1000 K to 298.15 K using an isothermal-isobaric (NPT) ensemble under 10 MPa with a time step of 1 fs. These optimization conditions ensure the low-rank coal model is physically accurate (<xref ref-type="bibr" rid="B14">Dang et al., 2017</xref>; <xref ref-type="bibr" rid="B76">Zheng et al., 2013</xref>). <xref ref-type="fig" rid="F1">Figure 1c</xref> shows the structure of the obtained low-rank coal with sizes <italic>L</italic>
<sub>
<italic>x</italic>
</sub> &#x3d; <italic>L</italic>
<sub>
<italic>y</italic>
</sub> &#x3d; 8 nm and <italic>L</italic>
<sub>
<italic>z</italic>
</sub> &#x3d; 3.5 nm and chemical formula C<sub>7900</sub>H<sub>8600</sub>O<sub>600</sub>.</p>
</sec>
<sec id="s2-3">
<title>2.3 Simulation system establishment</title>
<p>Three different types of models were established to study the effects of temperature, pressure, pore size, water content, and gas mixing conditions on the H2 adsorption and diffusion behavior. Two layers of the low-rank coal model were placed parallel to mimic a coal nanopore <xref ref-type="fig" rid="F2">Figure 2a</xref>. <xref ref-type="fig" rid="F2">Figure 2b</xref> shows a series of anhydrous coal pore models with different pore sizes; A total of 11 sets of pore size parameters of 1, 2, 3, 4, 5, 7.5, 10, 12.5, 15, 17.5, and 20 nm were set in this work, and only the initial models of 2 nm and 20 nm are given for the convenience of display. <xref ref-type="fig" rid="F2">Figure 2c</xref> shows a coal pore model with different water content at 298.15 K and 20 MPa with a pore size of 10 nm. Here, the density of water is expressed through the following <xref ref-type="disp-formula" rid="e1">Equation 1</xref> (<xref ref-type="bibr" rid="B37">Li et al., 2024a</xref>):<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>N</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>A</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mi>A</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mi>A</mml:mi>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:msup>
<mml:mn>10</mml:mn>
<mml:mn>3</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <inline-formula id="inf1">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> denotes the density of water, g/m<sup>2</sup>; <inline-formula id="inf2">
<mml:math id="m3">
<mml:mrow>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> represents the number of water molecules introduced, <inline-formula id="inf3">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>A</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> refers to Avogadro&#x2019;s constant, mol<sup>-1</sup>; <inline-formula id="inf4">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mi>A</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the relative molecular mass of water, g/mol; and <italic>A</italic> corresponds to the surface area of the upper and lower boundaries of the coal pore, m<sup>2</sup>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Molecular models. <bold>(a)</bold> Coal nanopore, H<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> models; <bold>(b)</bold> Anhydrous pure H<sub>2</sub> adsorption models with different pore sizes; <bold>(c)</bold> Different water content models for H<sub>2</sub> adsorption (pore size &#x3d; 10 nm); <bold>(d)</bold> Mixed H<sub>2</sub>, CH<sub>4</sub> and CO<sub>2</sub> adsorption system (pore size &#x3d; 10 nm).</p>
</caption>
<graphic xlink:href="feart-13-1598970-g002.tif"/>
</fig>
<p>
<xref ref-type="table" rid="T2">Table 2</xref> shows the parameters of the different water content models.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Water density corresponding to the number of water molecules in different simulation models.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Number of water molecules</th>
<th align="center">
<inline-formula id="inf5">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">&#x3c1;</mml:mi>
<mml:mi mathvariant="bold-italic">w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">100 &#xd7; 2</td>
<td align="center">0.05 &#xd7; 10<sup>-3</sup> g/m<sup>2</sup>
</td>
</tr>
<tr>
<td align="center">500 &#xd7; 2</td>
<td align="center">0.23 &#xd7; 10<sup>-3</sup> g/m<sup>2</sup>
</td>
</tr>
<tr>
<td align="center">1,000 &#xd7; 2</td>
<td align="center">0.47 &#xd7; 10<sup>-3</sup> g/m<sup>2</sup>
</td>
</tr>
<tr>
<td align="center">2000 &#xd7; 2</td>
<td align="center">0.93 &#xd7; 10<sup>-3</sup> g/m<sup>2</sup>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="fig" rid="F2">Figure 2d</xref> shows a mixed adsorption model of H<sub>2</sub>, CH4 calculated under the corresponding simulation conditions using the modified Peng-Robinson equation of state, and CO<sub>2</sub> with a pore size of 10 nm. The number of gas molecules was calculated under the corresponding simulation conditions using the modified Peng-Robinson equation of state (<xref ref-type="bibr" rid="B36">Leachman et al., 2009</xref>; <xref ref-type="bibr" rid="B48">Mosher et al., 2013</xref>; <xref ref-type="bibr" rid="B57">Robinson et al., 1997</xref>; <xref ref-type="bibr" rid="B64">Span, 1994</xref>). In this study, pressure is indirectly controlled by adjusting the bulk phase chemical potential. The Peng-Robinson equation of state calculates the densities of gases and mixtures at specified pressures, ensuring adsorption occurs under controlled conditions.</p>
</sec>
<sec id="s2-4">
<title>2.4 Force fields</title>
<p>The topologies of all the coal, H<sub>2</sub> and CH<sub>4</sub> molecules were expressed by the OPLS-AA force field (<xref ref-type="bibr" rid="B31">Jorgensen et al., 1996</xref>). The forcefield parameters were sourced from the LigParGen server (<xref ref-type="bibr" rid="B16">Dodda et al., 2017</xref>). Moreover, the OPLS-AA force field has been confirmed in earlier research, demonstrating alignment with experimental results and the NIST standard database (<xref ref-type="bibr" rid="B20">Fan et al., 2020</xref>; <xref ref-type="bibr" rid="B72">Zhan et al., 2020</xref>). The CO<sub>2</sub> molecules were modeled using the potential parameters of the Elementary Physical Model (EPM2) (<xref ref-type="bibr" rid="B25">Harris and Yung, 1995</xref>).</p>
<p>As shown in the <xref ref-type="disp-formula" rid="e2">Equation 2</xref>, the non-bonding interaction equations for this system are both expressed in terms of the Lennard-Jones (LJ) potential, as well as the Coulomb electrostatic interactions:<disp-formula id="e2">
<mml:math id="m7">
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>4</mml:mn>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>12</mml:mn>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>6</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>Where <inline-formula id="inf6">
<mml:math id="m8">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf7">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf8">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, denote the distance between atoms, size parameters, and L&#x2013;J energy, separately; the partial atomic charge <inline-formula id="inf9">
<mml:math id="m11">
<mml:mrow>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is used to calculate the Coulomb interaction, while <inline-formula id="inf10">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> stands for the dielectric constant.</p>
<p>The Lennard-Jones potential parameters for distinct particles were determined using the Lorentz-Berthelot combination rules as below <xref ref-type="disp-formula" rid="e3">Equations 3</xref>, <xref ref-type="disp-formula" rid="e4">4</xref>:<disp-formula id="e3">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
<disp-formula id="e4">
<mml:math id="m14">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where <inline-formula id="inf11">
<mml:math id="m15">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf12">
<mml:math id="m16">
<mml:mrow>
<mml:mi>&#x3b5;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> represent the standard L-J parameters for size and energy, between atomic sites i and j.</p>
</sec>
<sec id="s2-5">
<title>2.5 Simulation details</title>
<p>After the construction of the adsorption system was completed, energy minimization was then performed using the steepest descent algorithm, reducing the maximum force between any atom pair to less than 1,000 kJ/(mol &#xd7; nm). The next step involved relaxing the system for 2 ns with short timesteps of 0.5 fs. The system was then equilibrated for 40 ns over a longer time span of 1 fs in a typical ensemble of set simulation temperatures (<xref ref-type="bibr" rid="B4">Berendsen et al., 1984</xref>; <xref ref-type="bibr" rid="B9">Bussi et al., 2007</xref>). Finally, an additional 10 ns simulation in a canonical ensemble was used as the production phase. During the production phase, a velocity-rescale thermostat, and a Parrinello-Rahman barostat were utilized to regulate temperature and pressure. The particle mesh Ewald (PME) method was used to evaluate the pair of Coulomb interactions, with a Fourier spacing set at 0.12 nm and a cut-off radius of 1.2 nm. The van der Waals interactions were calculated using a standard cut-off approach, with the same cut-off radius of 1.2 nm (<xref ref-type="bibr" rid="B15">Darden et al., 1993</xref>).</p>
<p>The mean square displacement (MSD) and self-diffusivity are crucial indicators for analyzing the motion of gas molecules within coal nanopores. MSD is often utilized to assess the extent of a particle&#x2019;s positional deviation from a reference point over time. According to the Einstein relation, the slope of the MSD as a function of time is directly linked to self-diffusivity. Both MSD and self-diffusivity are determined using the parameters outlined in <xref ref-type="disp-formula" rid="e5">Equations 5</xref>, <xref ref-type="disp-formula" rid="e6">6</xref>:<disp-formula id="e5">
<mml:math id="m17">
<mml:mrow>
<mml:mtext>MSD</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>N</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
<disp-formula id="e6">
<mml:math id="m18">
<mml:mrow>
<mml:mi mathvariant="normal">D</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mn>6</mml:mn>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:munder>
<mml:mi>lim</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>&#x2192;</mml:mo>
<mml:mi>&#x221e;</mml:mi>
</mml:mrow>
</mml:munder>
<mml:mfrac>
<mml:mi>d</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>N</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>where <inline-formula id="inf13">
<mml:math id="m19">
<mml:mrow>
<mml:mi mathvariant="normal">D</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> represents the self-diffusion coefficient, <inline-formula id="inf14">
<mml:math id="m20">
<mml:mrow>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> denotes the number of adsorbate molecules, <inline-formula id="inf15">
<mml:math id="m21">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> refers to the simulation time, and <inline-formula id="inf16">
<mml:math id="m22">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf17">
<mml:math id="m23">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> are the position vectors at time t and the initial time, respectively.</p>
<p>Defined as probability functions, radial distribution functions (RDFs) describe the spatial distribution of specific particles in relation to their coordinates, revealing details about particle aggregation and ordering behavior. It can be understood as the ratio of the local density to the average bulk density of the system. Consequently, RDF serves as a valuable tool for evaluating particle interactions. Notably, the intensity of particle interactions is reflected by the height of the RDF peak, with a higher peak signifying stronger interaction. The corresponding calculation formula is provided as <xref ref-type="disp-formula" rid="e7">Equation 7</xref>:<disp-formula id="e7">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>b</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>N</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
<mml:msup>
<mml:mi>r</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mi>d</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>where <inline-formula id="inf18">
<mml:math id="m25">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the number of particles b of atom a between the <inline-formula id="inf19">
<mml:math id="m26">
<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf20">
<mml:math id="m27">
<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> &#x2b; <inline-formula id="inf21">
<mml:math id="m28">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> shell layers, and <inline-formula id="inf22">
<mml:math id="m29">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the density of particle <italic>b</italic>.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussions</title>
<sec id="s3-1">
<title>3.1 Effect of temperature and pressure</title>
<p>The influence of temperature and pressure on the microscopic behavior of H<sub>2</sub> was focused on by setting the temperature variation range from 273.15 to 348.15 K and the pressure variation range from 5 to 20 MPa for the model of anhydrous coal pores with a pore size of 10 nm. <xref ref-type="fig" rid="F3">Figure 3</xref> shows the number density distribution of H<sub>2</sub> at various temperatures and pressures. H<sub>2</sub> forms a single adsorption layer on both coal surfaces, with the bulk density remaining stable within a specific interval. This phenomenon is consistent with the findings of previous studies (<xref ref-type="bibr" rid="B37">Li et al., 2024a</xref>). At the same pressure, the density peak of H<sub>2</sub> in both the adsorbed phase and the bulk phase diminishes as the temperature rises. This indicates that low temperature are more favorable for H<sub>2</sub> storage in coal. At constant temperature, the maximum density in the adsorption layer and the surrounding bulk medium increases significantly as pressure increases. Consequently, the H<sub>2</sub> storage capacity of coal also increases with higher pressure. This phenomenon is consistent with the results of <xref ref-type="bibr" rid="B62">Shang et al. (2024)</xref> in their study of the effect of temperature-pressure on UHS in kaolinite slits.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Number density profile of H<sub>2</sub> in the z direction in coal pore with different temperatures and pressure.</p>
</caption>
<graphic xlink:href="feart-13-1598970-g003.tif"/>
</fig>
<p>To better describe the H<sub>2</sub> characteristics in coal pores, <xref ref-type="fig" rid="F4">Figure 4</xref> depicts the diffusion features of H<sub>2</sub> in 10 nm coal pores under different temperature and pressure conditions. Overall, the diffusion coefficient of H<sub>2</sub> in coal is proportional to temperature and inversely proportional to pressure. As temperature increases and pressure decreases, the diffusion coefficient of H<sub>2</sub> gradually rises. This is because the increase in temperature enhances the kinetic energy of H<sub>2</sub>, which in turn accelerates the mobility of H<sub>2</sub>, prompting it to overcome the energy barriers and facilitating the desorption and diffusion of the gas. As the pressure decreases, the amount of H<sub>2</sub> in the coal pores decreases, and the collision frequency between H<sub>2</sub> decreases, which results in an increase in the mean free range of H<sub>2</sub>, thus improving H<sub>2</sub> migration and diffusion. This finding is consistent with the results obtained in the previous study (<xref ref-type="bibr" rid="B42">Liu et al., 2022</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Diffusion coefficients of H<sub>2</sub> in coal pore at various temperatures and pressure (pore size &#x3d; 10 nm).</p>
</caption>
<graphic xlink:href="feart-13-1598970-g004.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Effect of pore size</title>
<p>The adsorption and desorption behaviors of H<sub>2</sub> in anhydrous coal pores of 1&#x2013;20 nm pore sizes were investigated at 298.15 K, 20 MPa. As shown in <xref ref-type="fig" rid="F5">Figure 5</xref>, the number density distribution of H<sub>2</sub> at equilibrium varies with different pore sizes. In <xref ref-type="fig" rid="F5">Figure 5a</xref>, for pore sizes smaller than 7.5 nm, the peak density of H<sub>2</sub> adsorption and the bulk phase density increase as the pore size enlarges. However, this trend becomes less evident for pore sizes greater than 7.5 nm, as depicted in <xref ref-type="fig" rid="F5">Figure 5b</xref>. Such a trend is consistent with the results of H<sub>2</sub> in carbonate minerals and clay minerals with different pore sizes (<xref ref-type="bibr" rid="B37">Li et al., 2024a</xref>; <xref ref-type="bibr" rid="B42">Liu et al., 2022</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Number density profiles of H<sub>2</sub> in coal pores <bold>(a)</bold> 1&#x2013;7.5 nm; <bold>(b)</bold> 10&#x2013;20 nm (<italic>T</italic> &#x3d; 298.15 K, <italic>P</italic> &#x3d; 20 MPa).</p>
</caption>
<graphic xlink:href="feart-13-1598970-g005.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F6">Figure 6</xref> shows the mean square displacement (MSD) and the self-diffusion coefficient of H<sub>2</sub> under changing pore size conditions. From <xref ref-type="fig" rid="F6">Figure 6a</xref>, in the 1&#x2013;7.5 nm pore size range, the MSD increases as the pore size grows. In the pore size range of 7.5&#x2013;20 nm, the MSD hardly varies with pore size but fluctuates within a range. <xref ref-type="fig" rid="F6">Figure 6b</xref> similarly demonstrates such a trend. As the pore size grows, the diffusion coefficient increases rapidly for pore sizes smaller than 7.5 nm. However, when the pore size exceeds 7.5 nm, the diffusion coefficient shows only slight fluctuations with further increases in pore size. We consider that the reason for this phenomenon is the result of gas-solid interaction. At the same temperature and pressure, the interactions between H<sub>2</sub> and coal are more potent in smaller pore sizes. As the pore size increases up to several tens of nanometers, the effect of the solid phase surface on the gas keeps decreasing or even can be neglected. Therefore, in pore sizes smaller than 7.5 nm, the interaction between H<sub>2</sub> and coal surface is stronger. Meanwhile, for pore size conditions larger than 7.5 nm, the H<sub>2</sub> gas mainly exists in the bulk phase, and the migration ability gradually increases. This is consistent with the previous explanation (<xref ref-type="bibr" rid="B62">Shang et al., 2024</xref>). For UHS, a small pore size results in most of the H<sub>2</sub> being trapped in the adsorbed phase, causing substantial adsorption losses. On the other hand, when the pore size exceeds 7.5 nm, the impact of pore size on the H<sub>2</sub> diffusion coefficient diminishes, allowing for sufficient storage space within the pores, which makes this range more ideal for UHS.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<bold>(a)</bold> Mean square displacement <bold>(b)</bold> Diffusion coefficient of H<sub>2</sub> in coal pore with various pore sizes (<italic>T</italic> &#x3d; 298.15 K, <italic>P</italic> &#x3d; 20 MPa).</p>
</caption>
<graphic xlink:href="feart-13-1598970-g006.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Effect of water content</title>
<p>The main target of UCG is usually deep water-bearing low-rank coal strata. Previous related studies have shown that the presence of water may affect gas diffusion (<xref ref-type="bibr" rid="B22">Gensterblum et al., 2013</xref>). As a result, this section investigates the influence of water content on the adsorption and desorption behavior of H<sub>2</sub> in coal pores using models with varying levels of water content. <xref ref-type="fig" rid="F7">Figure 7</xref> displays the morphology of water of different densities on the coal surface when the system is in equilibrium. Water forms clusters adsorbed on the coal surface and the size of the clusters increases with the increase in water density. Here, there is a difference in the morphology and size of water molecule clusters on the two coal surfaces due to different functional group compositions and properties on the coal A and B surfaces.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Snapshots of water molecules of different densities at equilibrium (H<sub>2</sub> molecules are hidden for transparency and coal is shown uniformly in grey).</p>
</caption>
<graphic xlink:href="feart-13-1598970-g007.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F8">Figure 8a</xref> shows the number density distribution of H<sub>2</sub> under different water density conditions. H<sub>2</sub> adsorption exists on the coal surface when the water density is 0.05 &#xd7; 10<sup>&#x2212;3</sup> g/m<sup>2</sup>. In contrast, the coal surface is occupied by gradually increasing water molecule clusters as the water density increases, and most of the H<sub>2</sub> is in the bulk phase when the water density is 0.05 &#xd7; 10<sup>&#x2212;3</sup> g/m<sup>2</sup>. The strong affinity between water molecules and oxygen-containing functional groups in coal preferentially adsorbed water molecules on the coal surface. Moreover, due to H<sub>2</sub> bonding interactions, the water molecules adsorb each other and then form clusters, leading to the obstruction of H<sub>2</sub> adsorption. This is consistent with the findings of previous studies (<xref ref-type="bibr" rid="B24">Han et al., 2017</xref>). <xref ref-type="fig" rid="F8">Figure 8b</xref> displays the diffusion coefficient of H<sub>2</sub> under different water densities. When the water density is low, the stronger interaction between water and coal surface allows H<sub>2</sub> to diffuse in the coal pores, which can explain the higher self-diffusion coefficient of H<sub>2</sub> at low water density. Expressed as the diffusion coefficient is 263.54 (&#xb1;3.22) &#xd7;10<sup>&#x2212;5</sup> cm<sup>2</sup>/s for a water density of 0.23 &#xd7; 10<sup>&#x2212;3</sup> g/m<sup>2</sup>. With the increased water density, the water molecule clusters increase and continuously occupy the space in the coal pores. The diffusion of H<sub>2</sub> in the coal pores is hindered, reflected by the gradual decrease of the diffusion coefficient of H<sub>2</sub>. The variation of water content can influence UHS tremendously. Water content conditions are feasible for UHS in post-burn UCG cavities.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>
<bold>(a)</bold> Number density curve. <bold>(b)</bold> Diffusion coefficient of H<sub>2</sub> in coal pore with various water densities (<italic>T</italic> &#x3d; 298.15 K, <italic>P</italic> &#x3d; 20 MPa, pore size &#x3d; 10 nm).</p>
</caption>
<graphic xlink:href="feart-13-1598970-g008.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>3.4 Effect of gas mixtures</title>
<p>Earlier research has demonstrated that the presence of other gases considerably influences the microscopic behavior of H<sub>2</sub> (<xref ref-type="bibr" rid="B74">Zhang et al., 2024</xref>; <xref ref-type="bibr" rid="B77">Zhou et al., 2019</xref>). The syngas also includes CO<sub>2</sub> and CH<sub>4</sub>, among others, and will persist in the cavity, thereby influencing the adsorption and diffusion characteristics of H<sub>2</sub>. For this reason, in this section, the gas mixture model (<xref ref-type="fig" rid="F3">Figure 3d</xref>) is used to investigate the competitive adsorption law of mixed gases. <xref ref-type="fig" rid="F9">Figure 9</xref> shows the snapshots of adsorption of H<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> adsorption in coal pores at different equilibrium times at 298.15 K, from 3 to 15 MPa. <xref ref-type="fig" rid="F10">Figure 10</xref> complements <xref ref-type="fig" rid="F9">Figure 9</xref> by showing the density distribution of the three gas molecules in the z-direction at equilibrium 10 ns under different pressure conditions. Both CH<sub>4</sub> and CO<sub>2,</sub> like pure H<sub>2</sub>, were observed to create a uniform adsorption layer across the coal matrix surface. Under the same temperature-pressure conditions, the CO<sub>2</sub> adsorption phase has the highest peak density with a sharp peak shape. This phenomenon is consistent with a denser surface distribution of CO<sub>2</sub> molecules, with most of the CO<sub>2</sub> molecules located in the adsorbed phase and a small amount in the bulk phase. The peak density of CH<sub>4</sub> in the adsorption phase is lower than that of CO<sub>2</sub>, and most of the CH<sub>4</sub> molecules still exist in the bulk phase, denoting that the adsorption of CH<sub>4</sub> on the coal surface is weaker than that of CO<sub>2</sub>. In contrast to CO<sub>2</sub> and CH<sub>4</sub>, the adsorption phase density profile of H<sub>2</sub> only shows two tiny shoulders at 3 MPa, and almost all H<sub>2</sub> is in the bulk phase. This suggests that in the mixed presence of H<sub>2</sub>, CH<sub>4</sub> and CO<sub>2</sub> in coal pores, the gas adsorption capacity is in the order of H<sub>2</sub>&#x3c;CH<sub>4</sub>&#x3c;CO<sub>2</sub>. This is consistent with the phenomenon observed in shale casein by a previous author (<xref ref-type="bibr" rid="B74">Zhang et al., 2024</xref>). Regarding the reasons for the remarkable CO<sub>2</sub> adsorption effect, limited studies have attributed this phenomenon to the following (<xref ref-type="bibr" rid="B46">Mastalerz et al., 2004</xref>): (a) CO<sub>2</sub> is adsorbed not only in coal pores, but also in the organic structure of coal during gas-solid-phase-gas-phase interactions (<xref ref-type="bibr" rid="B12">Clarkson and Bustin, 1999</xref>); (b) CO<sub>2</sub> can be adsorbed in a larger range of coal pores (microporous-mesoporous) (<xref ref-type="bibr" rid="B47">Merkel et al., 2015</xref>); (c) CO<sub>2</sub> interacts more strongly with the surface of coal (<xref ref-type="bibr" rid="B77">Zhou et al., 2019</xref>).</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Snapshots of the adsorption process of gas mixtures in coal pores at different equilibrium times (<italic>T</italic> &#x3d; 298.15 K, pore size &#x3d; 10 nm).</p>
</caption>
<graphic xlink:href="feart-13-1598970-g009.tif"/>
</fig>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Number density profile of gas mixtures with different and pressure (<italic>T</italic> &#x3d; 298.15 K, pore size &#x3d; 10 nm).</p>
</caption>
<graphic xlink:href="feart-13-1598970-g010.tif"/>
</fig>
<p>To further analyze the competitive adsorption properties of the gas mixtures, the interaction energy, including van der Waals and Coulomb forces, between H<sub>2</sub>, CH<sub>4</sub>, CO<sub>2</sub> and coal at 3, 9, and 15 MPa were calculated, as shown in <xref ref-type="fig" rid="F11">Figure 11</xref>. Overall, the interaction energies between the three gas molecules and coal intensify as pressure increases. This indicates that the attraction of coal to gases is proportional to the pressure. van der Waals interactions are observed between H<sub>2</sub> and coal. Major van der Waals interactions are observed between CH<sub>4</sub> and coal, with weak Coulombic interactions. The interaction energy of CO<sub>2</sub> with coal is much larger than that of H<sub>2</sub> and CH<sub>4</sub>, and there is a contribution from Coulomb interactions in particular. This phenomenon is due to the very low zeta potential of the coal surface. H<sub>2</sub> and CH<sub>4</sub> have no external dipole moments, so the weaker interactions between H<sub>2</sub>, CH<sub>4</sub>, and coal are mainly due to dispersive or induced forces. However, CO<sub>2</sub> has a large quadrupole moment (&#x2212;4.3 &#xd7; 10<sup>&#x2212;26</sup> esu.cm<sup>2</sup>) (<xref ref-type="bibr" rid="B7">Buckingham et al., 1968</xref>), allowing for charge interactions between CO<sub>2</sub> and coal, which in turn interact strongly with the coal surface. This agrees with the understanding achieved by previous work (<xref ref-type="bibr" rid="B28">Iglauer et al., 2021</xref>).</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>The interaction energy of gas mixtures and coal at 3, 9, 15 MPa (<italic>T</italic> &#x3d; 298.15 K, pore size &#x3d; 10 nm).</p>
</caption>
<graphic xlink:href="feart-13-1598970-g011.tif"/>
</fig>
<p>To gain deeper insights into the distribution patterns of the gases on the coal matrix, the RDFs between the hydrogen atoms in H<sub>2</sub>, the carbon atoms in CH<sub>4</sub> and CO<sub>2</sub>, and the carbon atoms in coal were calculated respectively, as shown in <xref ref-type="fig" rid="F12">Figure 12</xref>. H<sub>2</sub> has no significant peak. CH<sub>4</sub> had a broad peak at 0.514 nm only at 3 MP CO<sub>2</sub> was observed as a broad peak at 0.478 nm at 9 MPa, with a sharper peak at 0.448 nm at 3 MP. The RDF and mean distances indicate that the coal surface affects the distribution of the gas mixtures differently. CO<sub>2</sub> and CH<sub>4</sub> are more tightly distributed near the coal surface, while H<sub>2</sub> is distributed in the bulk phase. This is corroborated by the number density distribution (<xref ref-type="fig" rid="F10">Figure 10</xref>) and the interaction energy perspective (<xref ref-type="fig" rid="F11">Figure 11</xref>). For such reason, we suggest that CO<sub>2</sub> molecules have higher polarity and stronger affinity to the coal surface. This is the main reason why the adsorption of CO<sub>2</sub> is better than CH<sub>4</sub> and H<sub>2</sub>. This is in agreement with <xref ref-type="bibr" rid="B38">Li et al. (2024b)</xref>.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Radial distribution function curves between gas mixtures and coal at 3, 9, 15 MPa (<italic>T</italic> &#x3d; 298.15 K, pore size &#x3d; 10 nm).</p>
</caption>
<graphic xlink:href="feart-13-1598970-g012.tif"/>
</fig>
<p>The MSDs and diffusion coefficients of H<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> under different pressure conditions were calculated in <xref ref-type="fig" rid="F13">Figure 13</xref> The movement characteristics of the gas mixture in the coal nanopore can be represented. It is obvious that the movement of the three gases in the coal nanopore is significantly different. <xref ref-type="fig" rid="F13">Figure 13a</xref> indicates that under the same temperature and pressure conditions, the MSD of H<sub>2</sub> is the highest, and the MSDs of CH<sub>4</sub> and CO<sub>2</sub> are lower than that of H<sub>2</sub>, especially CO<sub>2</sub>, which has the smallest MSD, indicating that H<sub>2</sub> is free to move and tends to be present in the bulk phase. In contrast, the movement of CH<sub>4</sub> and CO<sub>2</sub> molecules was inhibited, and CO<sub>2</sub> molecules had the highest diffusion resistance. From <xref ref-type="fig" rid="F13">Figure 13b</xref>, the higher the pressure, the smaller the diffusion coefficients of the three gases, indicating that the resistance to diffusion of the gases is higher, while the attraction is stronger, a finding confirmed by analyzing the interaction energy (<xref ref-type="fig" rid="F11">Figure 11</xref>).</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>
<bold>(a)</bold> Mean square displacement <bold>(b)</bold> Diffusion coefficient of gas mixtures with different pressures (<italic>T</italic> &#x3d; 298.15 K, pore size &#x3d; 10 nm).</p>
</caption>
<graphic xlink:href="feart-13-1598970-g013.tif"/>
</fig>
<p>Therefore, the syngas present in the UCG cavities with CO<sub>2</sub> and CH<sub>4</sub> as the main components will be preferentially adsorbed over H<sub>2</sub>. Fundamentally, CO<sub>2</sub> and CH<sub>4</sub> will occupy the adsorption sites on the coal surface in preference to H<sub>2</sub>, which in turn reduces the interaction between H<sub>2</sub> and coal (<xref ref-type="fig" rid="F14">Figure 14</xref>). The presence of CO<sub>2</sub> and CH<sub>4</sub> as syngas provides the possibility to reduce H<sub>2</sub> adsorption losses and to increase the purity of H<sub>2</sub> in the cavities (<xref ref-type="bibr" rid="B74">Zhang et al., 2024</xref>).</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>Schematic of competitive adsorption of H<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> adsorption at UCG cavity boundary.</p>
</caption>
<graphic xlink:href="feart-13-1598970-g014.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>This work is the first uses molecular dynamics simulations to systematically investigate the microscopic behavior of gases under pure H<sub>2</sub> and a mixture of H<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> conditions. Based on experimental tests, a physically meaningful low-rank coal model was first constructed. Then, the pure hydrogen-coal nanopore model with different pore sizes and water contents, and the mixed gas-coal nanopore model were established to illustrate the effects of temperature, pressure, pore size, and water content. Thus, the potential of UHS in UCG cavities was elucidated. Based on our study, the following conclusions are reached:</p>
<p>H<sub>2</sub> diffusion in coal nanopores increases with temperature and decreases with pressure. Higher temperatures enhance desorption and mobility, while lower pressures reduce occupancy, increasing the mean free path of H<sub>2</sub>. For UHS, low temperatures and high pressures are optimal.</p>
<p>With pore sizes below 7.5 nm, strong H<sub>2</sub>-coal interactions lead to lower diffusion and higher adsorption losses. In contrast, at pore sizes above 7.5 nm, most H<sub>2</sub> resides in the bulk phase, resulting in a diffusion coefficient that becomes less dependent on pore size and stabilizes. Therefore, conditions with pore sizes larger than 7.5 nm are more advantageous.</p>
<p>Changes in water content have a significant effect on UHS. When the water content is low, H<sub>2</sub> adsorption exists on the coal surface. With the increase of water density, the coal surface will first be occupied by water molecule clusters, leading to the obstruction of H<sub>2</sub> adsorption, when H<sub>2</sub> is mainly located in the bulk phase. As the size of water molecule clusters continues to increase, the space in the coal pores is occupied, the diffusion coefficient of H<sub>2</sub> decreases, and the diffusion is inhibited. The water-bearing conditions are feasible for UHS in deep coal seams.</p>
<p>In the mixture of H<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> in the UCG cavities, the gas adsorption capacity is shown as H<sub>2</sub>&#x3c;CH<sub>4</sub>&#x3c;CO<sub>2</sub>. This leads to weakened interaction between H<sub>2</sub> and coal, and the adsorption of H<sub>2</sub> is significantly inhibited. However, this offers the possibility of improving the purity of H<sub>2</sub> in cavities.</p>
<p>This work clarifies the mechanism of UHS in porous media and cavities under different influencing factors, providing new ideas for the design and location selection of UHS.</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>LT: Writing &#x2013; original draft, Methodology, Conceptualization, Software. HF: Conceptualization, Funding acquisition, Project administration, Writing &#x2013; review and editing. YJ: Writing &#x2013; review and editing, Methodology, Resources, Funding acquisition. HZ: Conceptualization, Writing &#x2013; review and editing, Validation. ZW: Data curation, Writing &#x2013; review and editing, Methodology.</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 and/or publication of this article. This research was funded by the Geological Survey Project (Grant No.DD20251331, DD20230040), National Key Research and Development Program of China (2023YFF0804304), the National Natural Science Foundation of China (Grant Nos. 72074199, 71991482, 71991483, 42372153).</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="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>
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