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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">991304</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.991304</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>Study on the mechanism of coal pillar breaking and fracture development under repeated mining in a close seam group</article-title>
<alt-title alt-title-type="left-running-head">Teng 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.2022.991304">10.3389/feart.2022.991304</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Teng</surname>
<given-names>Fei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1908477/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yu</surname>
<given-names>Minggao</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>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Han</surname>
<given-names>Xuefeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chao</surname>
<given-names>Jiangkun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Safety Science and Engineering</institution>, <institution>Henan Polytechnic University</institution>, <addr-line>Jiaozuo</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>State Key Laboratory of Coal Mine Disaster Dynamics and Control</institution>, <institution>Chongqing University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1181436/overview">Junjian Zhang</ext-link>, Shandong University of Science and Technology, 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/1478000/overview">Fangkai Quan</ext-link>, China University of Mining and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1918648/overview">Zhihui Ma</ext-link>, Sichuan University of Science and Engineering, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Minggao Yu, <email>13333910808@126.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Economic Geology, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>991304</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>07</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>08</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Teng, Yu, Han and Chao.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Teng, Yu, Han and Chao</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>The study show the influence of coal mining on pillar under a repeated mining, in a close coal seam group, the fracture and instability process and influence mechanism of fracture development on the oxidation of coal pillars. In this paper, FLAC<sup>3D</sup> numerical simulation software is used to simulate the dynamic evolution characteristics of stress, displacement of the upper coal pillar. The results show that 1) The theoretical length of the fracture along the strike of the upper coal pillar is obtained by establishing the mechanical model of the upper coal pillar, which is consistent with the numerical simulation results. 3) In this paper, according to the dynamic evolution characteristics of displacement and stress on the coal pillar, the coal pillar is divided into the &#x201c;step subsidence area&#x201d;, &#x201c;fracture compaction area&#x201d; and &#x201c;reverse stress area&#x201d;, and the high risk area of the coal spontaneous combustion is determined.</p>
</abstract>
<kwd-group>
<kwd>fire and explosion</kwd>
<kwd>coal</kwd>
<kwd>coal spontaneous combustibility</kwd>
<kwd>fracture</kwd>
<kwd>cracks</kwd>
<kwd>rock and coal system</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Coal spontaneous combustion is a serious problem of coal mining (<xref ref-type="bibr" rid="B25">Ramani, 1997</xref>; <xref ref-type="bibr" rid="B26">Wactawi, 1998</xref>; <xref ref-type="bibr" rid="B27">Wang et al., 2003</xref>; <xref ref-type="bibr" rid="B6">Genc and Cook, 2015</xref>). Some important coalfields in China, there are a huge number of shallow buried depth of 80&#x2013;240&#xa0;m coal, the mining of them will lead to a large area of land subsidence and destroy the local ecological environment. Some scholars (<xref ref-type="bibr" rid="B12">Ju and Xu, 2015</xref>; <xref ref-type="bibr" rid="B2">Bi et al., 2019</xref>; <xref ref-type="bibr" rid="B4">Chen et al., 2019</xref>) take a series of field monitoring and comparisons with previous studies. Some scholars introduces a new profile function method for prediction of surface subsidence due to inclined coal-seam mining and use DInSAR technology to identify and monitoring subsidence basins caused by underground coal mining activities (<xref ref-type="bibr" rid="B1">Asadi et al., 2005</xref>; <xref ref-type="bibr" rid="B24">Przylucka et al., 2015</xref>). Flac3D software were used to simulate the actual geological conditions and improve insufficiency of the classical method according to the simulate results, which confirm the Flac3D is a simple and effective way predict surface mining displacement (<xref ref-type="bibr" rid="B33">Xie and Zhou, 1999</xref>). The surface subsidence caused by coal mining threatens the local ecological environment seriously.</p>
<p>The occurrence characteristics of shallow buried and close distances of coal seams, which make the coal remaining in goaf vulnerable to the influence of the mining of adjacent coal seam, which form a leakage passage through the working face, gob and surface, some scholar measured the displacement, stress changes of strata in the process of longwall mining and monitored them, and simulated the stress and permeability changes of strata, and study the distribution and evolution of displacement, fracture and stress through similar material simulation test. (<xref ref-type="bibr" rid="B20">Ma et al., 2013</xref>; <xref ref-type="bibr" rid="B7">Guo et al., 2012</xref>; <xref ref-type="bibr" rid="B13">Kidybinski and Babcock, 1973</xref>; <xref ref-type="bibr" rid="B21">Majdi et al., 2012</xref>; <xref ref-type="bibr" rid="B23">Prucz et al., 1989</xref>; <xref ref-type="bibr" rid="B15">Li et al., 2013</xref>). The mining-induced cracks, which leads to air leakage caused by the repeated mining of shallow coal seams a, and a similar simulation experiment was carried out in the laboratory, and then the ground mining-induced cracks were observed and the crack air leakage was detected. As the source of air leakage in the goaf, these cracks through the surface greatly increase the possibility of coal spontaneous combustion disaster in the goaf (<xref ref-type="bibr" rid="B19">Lu and Qin, 2015</xref>; <xref ref-type="bibr" rid="B5">Cheng et al., 2017</xref>; <xref ref-type="bibr" rid="B8">Hao et al., 2019</xref>; <xref ref-type="bibr" rid="B28">Wang et al., 2019</xref>; <xref ref-type="bibr" rid="B35">Zhuo et al., 2019</xref>).</p>
<p>In the mining process, the stability of the pillar will be affected by mining disturbances in the next adjacent layer and will be in a state of dynamic balance or even fracture instability. (<xref ref-type="bibr" rid="B9">Huang and Cao, 2019</xref>; <xref ref-type="bibr" rid="B22">Pan et al., 2017</xref>; <xref ref-type="bibr" rid="B18">Liu et al., 2016</xref>; <xref ref-type="bibr" rid="B17">Liu, 2019</xref>; <xref ref-type="bibr" rid="B30">Wang et al., 2018a</xref>; <xref ref-type="bibr" rid="B31">Wang et al., 2018b</xref>). The key characterization parameters and functional relationship that affect the permeability change of coal bodies through experimental research and theoretical analysis, providing theoretical support for the oxidation and spontaneous combustion characteristics of coal bodies under different stress loading paths. Through the establishment of a unified mathematical model to describe the permeability of coal pores and fractures, the gas seepage in coal can be divided into three types: pore control type, fracture control type and pore fracture joint control type (<xref ref-type="bibr" rid="B11">Jaiswal and Shrivastva, 2009</xref>; <xref ref-type="bibr" rid="B32">Wattimena et al., 2013</xref>).</p>
<p>At present, research on spontaneous coal combustion is mainly focused on the prevention and control of remaining coal in a goaf; however, there is little mention of that the coal pillars spontaneous combustion. Obviously, coal pillar of the goaf is a core area of spontaneous combustion of shallow buried and close-distance coal seams. Therefore, studying the mechanism of the breaking and oxidation of the coal pillar in the upper goaf can guide the prevention and control of spontaneous coal combustion.</p>
<p>By using FLAC<sup>3D</sup> numerical simulation software to simulate the dynamic excavation process and combining with the change law of the plastic area and displacement of the pillar, this paper explores the fracture development and breaking mechanism of the pillar in the repeated mining process and judges the high-risk area of spontaneous combustion of it of the upper coal seam. The prevention and control of spontaneous combustion in the goaf is of great practical significance.</p>
</sec>
<sec id="s2">
<title>2 Numerical model and parameter setting</title>
<sec id="s2-1">
<title>2.1 Model establishment</title>
<p>The physics model was established in accordance with the working face drilling histogram of the Bulianta Coal Mine. There were three mining faces (A, B, C and D) with lengths of 300&#xa0;m and a face C with a length of 400&#xa0;m. Additionally, 100&#x2013;200&#xa0;m of coal remained on both sides of the boundary tunnel to avoid the boundary effect. The mining was conducted according to the order of the mining faces (A, B, C and D). There was a coal pillar (about 40&#xa0;m) between A and B, and the coal pillar of the lower coal seam was staggered with the coal pillar of the upper coal seam by 100&#xa0;m. The simulated conditions of the recovery are shown in <xref ref-type="table" rid="T1">Table 1</xref>, and the model is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Simulated condition of recovery.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Working face</th>
<th align="left">depth/m</th>
<th align="left">Strike length/m</th>
<th align="left">Dip length/m</th>
<th align="left">Coal thickness/m</th>
<th align="left">Mining thickness/m</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">A</td>
<td align="left">162</td>
<td align="left">300</td>
<td align="left">300</td>
<td align="left">5.5</td>
<td align="left">4.5</td>
</tr>
<tr>
<td align="left">B</td>
<td align="left">162</td>
<td align="left">300</td>
<td align="left">300</td>
<td align="left">5.5</td>
<td align="left">4.5</td>
</tr>
<tr>
<td align="left">C</td>
<td align="left">192</td>
<td align="left">300</td>
<td align="left">400</td>
<td align="left">6.2</td>
<td align="left">5</td>
</tr>
<tr>
<td align="left">D</td>
<td align="left">192</td>
<td align="left">300</td>
<td align="left">300</td>
<td align="left">6.2</td>
<td align="left">5</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The coal mine excavation model.</p>
</caption>
<graphic xlink:href="feart-10-991304-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Mechanical parameter setting and simulation scheme</title>
<p>According to the distribution of rock strata in the working face (Li et al., 2016), the mechanical parameters of each rock mass are determined. Mohr Coulomb yield criterion is adopted for model calculation. See <xref ref-type="table" rid="T2">Table 2</xref> for physical and mechanical parameters of coal and rock mass in each layer.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>The mechanical parameters of coal and rock.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Strata</th>
<th align="left">Burying depth/m</th>
<th align="left">Density/kg&#xb7;m-3</th>
<th align="left">Modulus of elasticity/GPa</th>
<th align="left">Friction angle/&#xb0;</th>
<th align="left">Cohesion/MPa</th>
<th align="left">Tensile strength/MPa</th>
<th align="left">Poisson&#x2019;s ratio/&#xb0;</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Aeolian sand</td>
<td align="left">17</td>
<td align="left">1,450</td>
<td align="left"/>
<td align="left">24.7</td>
<td align="left">1.0</td>
<td align="left">1.0</td>
<td align="left">0.26</td>
</tr>
<tr>
<td align="left">Sandy mudstone</td>
<td align="left">41</td>
<td align="left">2,250</td>
<td align="left">1.52</td>
<td align="left">28.6</td>
<td align="left">1.1</td>
<td align="left">0.7</td>
<td align="left">0.28</td>
</tr>
<tr>
<td align="left">Siltstone</td>
<td align="left">43</td>
<td align="left">2050</td>
<td align="left">2.31</td>
<td align="left">30.8</td>
<td align="left">6.5</td>
<td align="left">1.77</td>
<td align="left">0.27</td>
</tr>
<tr>
<td align="left">Mudstone</td>
<td align="left">62</td>
<td align="left">2,600</td>
<td align="left">1.9</td>
<td align="left">33.1</td>
<td align="left">2.2</td>
<td align="left">1.01</td>
<td align="left">0.25</td>
</tr>
<tr>
<td align="left">Fine sandstone</td>
<td align="left">71</td>
<td align="left">2090</td>
<td align="left">1.15</td>
<td align="left">23.4</td>
<td align="left">2.8</td>
<td align="left">0.75</td>
<td align="left">0.27</td>
</tr>
<tr>
<td align="left">Medium grain sandstone</td>
<td align="left">76</td>
<td align="left">2050</td>
<td align="left">0.43</td>
<td align="left">29.8</td>
<td align="left">8.31</td>
<td align="left">2.62</td>
<td align="left">0.26</td>
</tr>
<tr>
<td align="left">Fine sandstone</td>
<td align="left">81</td>
<td align="left">2,219</td>
<td align="left">1.27</td>
<td align="left">22.3</td>
<td align="left">1.26</td>
<td align="left">0.49</td>
<td align="left">0.27</td>
</tr>
<tr>
<td align="left">Siltstone</td>
<td align="left">87</td>
<td align="left">2,313</td>
<td align="left">0.81</td>
<td align="left">34.1</td>
<td align="left">1.16</td>
<td align="left">1.75</td>
<td align="left">0.31</td>
</tr>
<tr>
<td align="left">Fine sandstone</td>
<td align="left">124</td>
<td align="left">2,295</td>
<td align="left">16.04</td>
<td align="left">26.8</td>
<td align="left">9.31</td>
<td align="left">4.28</td>
<td align="left">0.16</td>
</tr>
<tr>
<td align="left">Sandy mudstone</td>
<td align="left">134</td>
<td align="left">2,334</td>
<td align="left">14.34</td>
<td align="left">24.7</td>
<td align="left">6.28</td>
<td align="left">1.78</td>
<td align="left">0.29</td>
</tr>
<tr>
<td align="left">Mudstone</td>
<td align="left">139</td>
<td align="left">2,326</td>
<td align="left">4.08</td>
<td align="left">26</td>
<td align="left">10.12</td>
<td align="left">2.76</td>
<td align="left">0.28</td>
</tr>
<tr>
<td align="left">Coarse-grained sandstone</td>
<td align="left">155</td>
<td align="left">2,204</td>
<td align="left">6.71</td>
<td align="left">19.5</td>
<td align="left">12.4</td>
<td align="left">1.33</td>
<td align="left">0.23</td>
</tr>
<tr>
<td align="left">1&#x2013;2 coal seam</td>
<td align="left">16</td>
<td align="left">1,284</td>
<td align="left">1.76</td>
<td align="left">23.6</td>
<td align="left">17.9</td>
<td align="left">1.68</td>
<td align="left">0.27</td>
</tr>
<tr>
<td align="left">Sandy mudstone</td>
<td align="left">177</td>
<td align="left">2,308</td>
<td align="left">7.27</td>
<td align="left">26.1</td>
<td align="left">18.96</td>
<td align="left">5.24</td>
<td align="left">0.26</td>
</tr>
<tr>
<td align="left">Fine sandstone</td>
<td align="left">181</td>
<td align="left">2,226</td>
<td align="left">7.39</td>
<td align="left">24.5</td>
<td align="left">14.68</td>
<td align="left">3.38</td>
<td align="left">0.24</td>
</tr>
<tr>
<td align="left">Coarse-grained sandstone</td>
<td align="left">190</td>
<td align="left">2,185</td>
<td align="left">3.88</td>
<td align="left">14.1</td>
<td align="left">27.6</td>
<td align="left">2.88</td>
<td align="left">0.27</td>
</tr>
<tr>
<td align="left">2&#x2013;2 coal seam</td>
<td align="left">195</td>
<td align="left">1,303</td>
<td align="left">1.99</td>
<td align="left">24.5</td>
<td align="left">19.25</td>
<td align="left">1.17</td>
<td align="left">0.23</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Stress distribution at different mining stages</title>
<p>
<xref ref-type="fig" rid="F2">Figures 2</xref>, <xref ref-type="fig" rid="F3">3</xref> show the <italic>z</italic>-direction stress distribution map of the top and bottom surfaces of the coal pillar after the mining of working faces A, B, C and D. In different mining stages, the comparative distribution of stress at the top and bottom of coal pillar along the strike of 140 and 250&#xa0;m is shown in <xref ref-type="fig" rid="F4">Figures 4</xref>, <xref ref-type="fig" rid="F5">5</xref>, <xref ref-type="fig" rid="F6">6</xref>, <xref ref-type="fig" rid="F7">7</xref>. FLAC<sup>3D</sup> specifies that the direction of the force is negative downward and positive upward along the <italic>z</italic>-direction.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Z-Stress distribution of the top surface at different stages. Completion of stope <bold>(A)</bold>, <bold>(B)</bold>, <bold>(C)</bold> and <bold>(D)</bold> represent the mining of working face <bold>(A)</bold>, <bold>(B)</bold>, <bold>(C)</bold> and <bold>(D)</bold> respectively.</p>
</caption>
<graphic xlink:href="feart-10-991304-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Stress distribution of the bottom surface in different mining stages. Completion of stope <bold>(A)</bold>, <bold>(B)</bold>, <bold>(C)</bold> and <bold>(D)</bold> represent the mining of working face <bold>(A)</bold>, <bold>(B)</bold>, <bold>(C)</bold> and <bold>(D)</bold> respectively.</p>
</caption>
<graphic xlink:href="feart-10-991304-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Stress variation at different mining stages (Y&#x3d;250&#xa0;m).</p>
</caption>
<graphic xlink:href="feart-10-991304-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Stress variation at different mining stages (Y&#x3d;140&#xa0;m).</p>
</caption>
<graphic xlink:href="feart-10-991304-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Bottom surface stress variation at different mining stages (Y&#x3d;250&#xa0;m).</p>
</caption>
<graphic xlink:href="feart-10-991304-g006.tif"/>
</fig>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Bottom surface stress variation at different mining stages (Y&#x3d;140&#xa0;m).</p>
</caption>
<graphic xlink:href="feart-10-991304-g007.tif"/>
</fig>
<sec id="s3-1-1">
<title>3.1.1 Completion of stope A</title>
<p>Stress concentration is formed along one side of the goaf of the coal body, and the maximum stress at the top of the coal pillar is 8&#x2013;8.3&#xa0;mpa. With the increase of the distance between the coal body and the goaf, the stress on the coal body decreases. At the left boundary, the stress slightly increased compared with the original rock stress. There is an obvious stress concentration area along the coal pillar 565&#x2013;585&#xa0;m dip angle, with a stress of 6&#x2013;7&#xa0;MPa at 590&#x2013;595&#xa0;m along the dip. The stress decreases to approximately 5.9&#xa0;MPa; along the incline from 590 to 600&#xa0;m, the stress concentration zone running through the strike appears again at the bottom of the coal pillar. When mining face A is completed, the variation trend of stress at the bottom of the coal pillar is quite different from that at the top of the coal pillar.</p>
</sec>
<sec id="s3-1-2">
<title>3.1.2 Completion of stope B</title>
<p>The <italic>z</italic>-direction stress on the top surface of the coal pillar is basically distributed symmetrically, and the maximum stress value along the goaf on both sides of the coal pillar is approximately 10&#xa0;MPa. The minimum <italic>z</italic>-direction stress in the middle of the core area of the coal pillar is approximately 7.4&#xa0;MPa. The stress distribution at the bottom of the coal pillar is basically the same as that at the top, but the stress concentration at the bottom appears at 100&#x2013;150 and 350&#x2013;400&#xa0;m along the strike of the coal pillar, and the minimum <italic>z</italic>-direction stress in the middle of the core area of the coal pillar is approximately 7.4&#xa0;MPa.</p>
</sec>
<sec id="s3-1-3">
<title>3.1.3 Completion of stope C</title>
<p>The coal pillar of the upper coal seam is in the disturbed fracture zone of the lower coal seam, and the mining of the lower coal seam leads to a new balance of the coal pillar of the upper coal seam. At this time, 200&#x2013;300&#xa0;m along the strike of the left side of the coal pillar is the place with the largest stress on the top of the whole coal pillar, and the maximum stress is approximately 4&#xa0;MPa. Taking this as the centre, the absolute value of the stress decreases in an elliptical wave to the right until the stress value at the right boundary of the coal pillar reaches 1.5&#xa0;MPa, and the stress direction is downward.</p>
<p>At 125&#x2013;175 and 325&#x2013;375&#xa0;m along the strike of the right boundary of the coal pillar, the <italic>z</italic>-direction stress on the top surface of the coal pillar changes from vertical downward to vertical upward, and the stress value is approximately 0.2&#xa0;MPa. The recovery of face C is a pressure relief process for the coal pillar of the upper coal seam. In this process, the stress on the top of the coal pillar drops below the stress of the primary rock, and the stress direction in some areas has changed. The stress distribution of the coal pillar bottom and top is consistent; taking the left side of the coal pillar as the centre along the strike of 200&#x2013;300&#xa0;m, the absolute value of stress decreases to the right, the value of stress at the right boundary of the coal pillar reaches 1&#x2013;1.4&#xa0;MPa, and the direction of stress is downward. At 125&#x2013;175 and 325&#x2013;375&#xa0;m along the strike of the coal pillar, the <italic>z</italic>-direction stress direction of the coal pillar bottom changed from downward along the <italic>z</italic>-direction to upward along the <italic>z</italic>-direction, and the stress value was 0.2&#xa0;MPa.</p>
</sec>
<sec id="s3-1-4">
<title>3.1.4 Completion of stope D</title>
<p>The maximum stress is 7.5&#xa0;MPa on the left side of the top of coal pillar along the strike of 200&#x2013;300&#xa0;m; it decreases to the right and reaches approximately 5&#xa0;MPa at the right boundary of coal pillar, and the stress on the top of the coal pillar increases to more than 4.5&#xa0;MPa at 200&#x2013;300&#xa0;m along the strike. The stress on the top of the coal pillar decreases from the middle to both sides along the strike; at 100&#x2013;200&#xa0;m and 300&#x2013;400 along the strike, the stress on the top of the coal pillar is less than that of the primary rock; At 100&#x2013;150&#xa0;m and 350&#x2013;400&#xa0;m along the strike of coal pillar, the <italic>z</italic>-direction stress direction changes (from z-down to z-up) in some areas, and the maximum value of the upward stress is approximately 0.5&#xa0;MPa.</p>
</sec>
</sec>
<sec id="s3-2">
<title>3.2 Z-displacement distribution coal pillars in different mining stages</title>
<p>
<xref ref-type="fig" rid="F8">Figure 8</xref> the z-displacement distribution map of bottom surfaces of the coal pillar after the mining of working faces A, B, C and D. FLAC<sup>3D</sup> specifies that the direction of the force is negative downward and positive upward along the <italic>z</italic>-direction.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Z-displacement distribution at the bottom of the coal pillar in different mining stages.</p>
</caption>
<graphic xlink:href="feart-10-991304-g008.tif"/>
</fig>
<sec id="s3-2-1">
<title>3.2.1 Completion of stope A</title>
<p>The <italic>z</italic>-direction displacement of the bottom of the coal pillar increases from left to right, and the overall subsidence ranges between 0.01 and 0.15&#xa0;m. The subsidence at the bottom of the coal pillar is less than that at the top, the whole coal pillar is in the compression state, and the compression at the left side of the coal pillar is the largest, with a compression of 0.1&#xa0;m.</p>
</sec>
<sec id="s3-2-2">
<title>3.2.2 Completion of stope B</title>
<p>At this time, the <italic>z</italic>-direction displacement of the bottom of the coal pillar ranges between 0.17 and 0.34&#xa0;m, which is slightly less than the <italic>z</italic>-direction displacement of the top of the coal pillar at this stage. The coal pillar is in the compression state, and the <italic>z</italic>-direction displacement of the bottom of the coal pillar is less than the middle on both sides (along the trend).</p>
</sec>
<sec id="s3-2-3">
<title>3.2.3 Completion of stope C</title>
<p>The <italic>z</italic>-direction displacement of the bottom surface of the coal pillar in the upper coal seam changes greatly due to the mining of working face C. 1) In the middle of the coal pillar, the entire coal pillar sinks approximately 3.6&#xa0;m along the strike of 150&#x2013;350&#xa0;m, and the sinking area accounts for nearly 2/3 of the top slice of the whole coal pillar. 2) The <italic>z</italic>-direction displacement on the bottom of the coal pillar is basically symmetrical in the strike, and it decreases on both sides along the strike. At the cutting hole, the minimum <italic>z</italic>-direction displacement on the bottom of the coal pillar is only approximately 0.4&#xa0;m 3) The maximum relative z-displacement in the <italic>Z</italic> direction at the top of the coal pillar is 3.2&#xa0;m. The recovery of face C is a process of pressure release for the coal pillar.</p>
</sec>
<sec id="s3-2-4">
<title>3.2.4 Completion of stope D</title>
<p>The <italic>z</italic>-direction displacement of the coal pillar bottom basically shows the same trend as the previous mining stage, with a large amount of decline in the middle and a small amount of decline on both sides along the strike. The mining of face D is a stress concentration process for the coal pillar, and the coal pillar is further compacted after the mining of face D is completed.</p>
</sec>
</sec>
<sec id="s3-3">
<title>3.3 Stability analysis of the upper coal pillar</title>
<p>According to the calculation of A.H Wilson&#x2019;s empirical formula, it is considered that the coal pillar maintains good stability after the completion of mining faces A and B, the plastic failure area on the coal pillar is less than 20% of the whole coal pillar, and the coal pillar is in a stable state as a whole. Due to the particularity of repeated mining conditions of the close seam group, the A.H Wilson&#x2019;s empirical formula is not suitable for the stability judgement of the coal pillar after mining the adjacent layer below.</p>
<p>When the mining of face C is completed, the distribution diagram of the plastic area of the whole coal pillar is as follows in <xref ref-type="fig" rid="F9">Figure 9</xref>:</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Plastic zone distribution of coal pillars after C recovery.</p>
</caption>
<graphic xlink:href="feart-10-991304-g009.tif"/>
</fig>
<p>In <xref ref-type="fig" rid="F9">Figure 9</xref>, shear indicates shear failure, tension indicates tensile failure, - p indicates that the coal body in this area has experienced plastic failure in the past, and - n indicates that the coal body in this area is still in plastic failure state; as shown in the figure, when face C is fully recovered, the coal pillar is in a plastic state as a whole. The influence of the mining of the adjacent coal seam on its disturbance is not considered. It can be seen from the figure that the coal pillar has plastic damage due to the mining of coal face C. However, according to the analysis of the load strength of the coal pillar, the recovery of face C is a pressure relief process for the coal pillar (from the above analysis, it can be seen that the stress state of the whole coal pillar is greatly reduced after the completion of recovery of face C, but the coal pillar changes from the stable state at the end of recovery of face B to the unstable state after the completion of recovery of face C).</p>
</sec>
<sec id="s3-4">
<title>3.4 Breaking mechanism of coal pillar along strike</title>
<p>Therefore, in this paper, the author analyses the instability mechanism of coal pillar under the special conditions of repeated mining and staggered arrangement of coal pillars in shallow and short-distance coal seams in combination with the abovementioned changes of z-displacement and stress of coal pillars in different stages of mining.</p>
<p>It can be seen from <xref ref-type="fig" rid="F10">Figures 10</xref>, <xref ref-type="fig" rid="F11">11</xref> that with the continuous mining of face C, as the overburden rock continues to collapse towards the goaf of face C, when the hanging length of the coal pillar in upper coal seam exceeds a certain distance, the coal pillar will break along the strike, thus forming block articulated blocks G and H. At this time, it is not the excessive upper load that causes the collapse and instability of the coal pillar, but the bedrock at the bottom of the coal pillar is affected by the mining of the lower coal seam, leading to the fracture and instability of the coal pillar along the strike. It can be seen from the above analysis that when the mining of face C is completed, there is a situation in which the stress direction on the coal pillar is along the <italic>z</italic>-axis. It is precisely because of the existence of this stress difference on the whole coal pillar that the coal pillar forms relative cutting along the strike, resulting in the fracture and instability of the coal pillar.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Section of the coal pillar along the trend at the stage of C recovery.</p>
</caption>
<graphic xlink:href="feart-10-991304-g010.tif"/>
</fig>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Fracture and instability diagram of coal pillar along strike.</p>
</caption>
<graphic xlink:href="feart-10-991304-g011.tif"/>
</fig>
<p>According to the above analysis, the &#x201c;masonry beam&#x201d; theory is used to analyse the coal pillar broken along the strike. At the moment when the coal pillar starts to break, the mechanical model shown in <xref ref-type="fig" rid="F12">Figure 12</xref> is established for the key block G. Among them, F<sub>
<italic>B</italic>
</sub> is the supporting force of coal pillar floor bedrock to coal pillar fracture block G. According to the moment balance relationship, it can be solved as follows:<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn mathvariant="italic">1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>H</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn mathvariant="italic">1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="italic">2</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:mi>q</mml:mi>
<mml:msub>
<mml:mi>l</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Mechanical model of broken coal G column.</p>
</caption>
<graphic xlink:href="feart-10-991304-g012.tif"/>
</fig>
<p>In the following formula: <bold>
<italic>l</italic>
</bold>
<sub>
<bold>
<italic>g</italic>
</bold>
</sub> is the length of the broken coal body <bold>
<italic>G</italic>
</bold>; <bold>
<italic>R</italic>
</bold>
<sub>
<bold>
<italic>H</italic>
</bold>
</sub> is the shear stress of the hinge between the broken coal body <bold>
<italic>G</italic>
</bold> and <bold>
<italic>H</italic>
</bold>; <bold>
<italic>q</italic>
</bold> is the load on the coal pillar; <bold>
<italic>k</italic>
</bold>
<sub>
<bold>
<italic>b</italic>
</bold>
</sub> is the coefficient, <bold>
<italic>k</italic>
</bold>
<sub>
<bold>
<italic>b</italic>
</bold>
</sub> &#x3d; <bold>
<italic>l</italic>
</bold>
<sub>
<bold>
<italic>b</italic>
</bold>
</sub>
<bold>
<italic>/l</italic>
</bold>
<sub>
<bold>
<italic>g</italic>
</bold>
</sub>; and <bold>
<italic>l</italic>
</bold>
<sub>
<bold>
<italic>b</italic>
</bold>
</sub> is the strike distance of the supporting force <bold>
<italic>F</italic>
</bold>
<sub>
<bold>
<italic>b</italic>
</bold>
</sub> relative to the broken coal body boundary T.</p>
<p>In the above formula, <bold>
<italic>l</italic>
</bold>
<sub>
<bold>
<italic>1</italic>
</bold>
</sub> is the length of the broken coal pillar, <bold>
<italic>h</italic>
</bold>
<sub>
<bold>
<italic>1</italic>
</bold>
</sub> is the width of the broken coal pillar, and <bold>
<italic>&#x3b1;</italic>
</bold> is the rotation angle of the broken coal rock mass H. Therefore, the above formula can be expressed as:<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>l</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>l</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn mathvariant="italic">18</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="italic">3</mml:mn>
<mml:msub>
<mml:mi>l</mml:mi>
<mml:mn mathvariant="italic">1</mml:mn>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="italic">18</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="italic">2</mml:mn>
<mml:msub>
<mml:mi>l</mml:mi>
<mml:mn mathvariant="italic">1</mml:mn>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mi>q</mml:mi>
<mml:msub>
<mml:mi>l</mml:mi>
<mml:mn mathvariant="italic">1</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn mathvariant="italic">1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="italic">2</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:mi>q</mml:mi>
<mml:msub>
<mml:mi>l</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>Then, the expression of L1 is obtained as follows:<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi>l</mml:mi>
<mml:mn mathvariant="italic">1</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn mathvariant="italic">2</mml:mn>
<mml:mi>k</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="italic">18</mml:mn>
<mml:mi>q</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mn mathvariant="italic">4</mml:mn>
<mml:msup>
<mml:mi>k</mml:mi>
<mml:mn mathvariant="italic">2</mml:mn>
</mml:msup>
<mml:msup>
<mml:mi>sin</mml:mi>
<mml:mn mathvariant="italic">2</mml:mn>
</mml:msup>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="italic">342</mml:mn>
<mml:msup>
<mml:mi>q</mml:mi>
<mml:mn mathvariant="italic">2</mml:mn>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="italic">114</mml:mn>
<mml:mi>k</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:msqrt>
<mml:mtext>&#x2009;</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="italic">69</mml:mn>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
</p>
<p>Combined with the <italic>z</italic>-direction displacement of coal pillars in different stages of mining, it can be well explained that the coal pillar in the upper coal seam will have stepped subsidence when the coal pillars are staggered outside. Combined with the <italic>z</italic>-direction displacement of coal pillars in different stages of mining, it can be well explained that when the coal pillars are staggered outside, mining below the adjacent coal seam will make the coal pillar of the upper coal seam sink step by step, which will lead to the relative cutting of coal pillars along the strike, which can also explain that at mining stage C, the load of the coal pillar is less than the original rock stress, but the coal pillar has a large area of plastic failure and instability. The status of coal pillars in different stages of mining is shown in <xref ref-type="table" rid="T3">Table 3</xref> below:</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Coal pillar state at different stages.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Stage</th>
<th align="left">Maximum z stress/MPa</th>
<th align="left">Maximum Z displacement/m</th>
<th align="left">Width of plastic zone/m</th>
<th align="left">Pillar state</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">A</td>
<td align="left">8.5</td>
<td align="left">0.25</td>
<td align="left">1.4</td>
<td align="left">Stable</td>
</tr>
<tr>
<td align="left">B</td>
<td align="left">11.4</td>
<td align="left">0.43</td>
<td align="left">3.54</td>
<td align="left">Stable</td>
</tr>
<tr>
<td align="left">C</td>
<td align="left">3.8</td>
<td align="left">4</td>
<td align="left">40</td>
<td align="left">Breaking and stability</td>
</tr>
<tr>
<td align="left">D</td>
<td align="left">7</td>
<td align="left">4.2</td>
<td align="left">40</td>
<td align="left">Compaction after breaking</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-5">
<title>3.5 Determination of hazardous area of coal pillar</title>
<p>According to the above analysis, different from the traditional coal pillar, which is broken and unstable because of the load exceeding the bearing limit, under the research conditions of this paper, the mining of the lower coal seam leads to the collapse of the bedrock under the coal pillar of the upper coal seam. After the completion of mining face C, the distribution diagram of displacement and stress on the top of the coal pillar is as follows:</p>
<p>According to the displacement, the coal pillar area is divided. Area A and C at both ends of the coal pillar along the strike are defined as the &#x201c;step sinking area&#x201d;. The difference of the top surface is mainly concentrated in areas A and C. As shown in <xref ref-type="fig" rid="F13">Figure 13 (1)</xref>, due to the existence of a <italic>z</italic>-direction displacement difference, fractures along the dip are mostly developed in areas A and C, and the length of A and C is approximately 50&#xa0;m, which is also consistent with the ultimate fracture length along the strike derived in this paper. B in the middle of the coal pillar is defined as &#x201c;compaction after breaking&#x201d;. According to <xref ref-type="fig" rid="F13">Figure 13 (1)</xref>, the <italic>z</italic>-direction displacement difference of the coal pillar in this area can be ignored after compaction by overburdening. Area B is in the compaction state after breaking, and the fracture development degree and quantity in area B are far less than those in areas A and C. As shown in <xref ref-type="fig" rid="F13">Figure 13 (2)</xref>, area D is defined as the &#x201c;reverse stress area&#x201d;. In area D, the stress on the top of the coal pillar appears to be vertical upward along the <italic>z</italic>-direction, which is opposite to the stress direction of other areas of the coal pillar, which is downward along the <italic>z</italic>-direction; the maximum <italic>z</italic>-direction stress difference between the coal body in area D and the middle of the coal pillar is 4&#xa0;MPa, and the relative shear action of the coal pillar is obvious.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Distribution diagram of displacement and z-stress on top of coal pillar in old goaf after completion of stope D.</p>
</caption>
<graphic xlink:href="feart-10-991304-g013.tif"/>
</fig>
<p>(<xref ref-type="bibr" rid="B22">Pan et al., 2017</xref>) conducted a temperature programmed test on unloading coal bodies with different initial stresses and concluded that unloading coal bodies are easier to oxidize than the original coal samples under different initial stresses. Under the research conditions in this paper, the stress on the coal pillar experienced three states: the original rock stress state, the stress concentration state and the stress release state. The load of the coal body in area D is only 0.05 times that of its original rock stress, which is approximately the state of complete unloading. In addition, most of area D coincides with area A with a fully developed fracture, so it can be determined that area D is a high-risk area for the spontaneous combustion of coal pillars in the upper coal seam under the condition of repeated mining of shallow buried coal seams.</p>
</sec>
</sec>
<sec id="s4">
<title>4 Conclusion</title>
<p>In this paper, FLAC<sup>3D</sup> numerical simulation software is used to simulate the repeated mining process of shallow buried and close-seam groups. Based on the analysis of the dynamic evolution process of the stress displacement of the upper coal pillar in different stages of mining, the mechanism of the instability and fracture of the upper coal pillar under the condition of the repeated mining of the shallow buried andxclose coal seam group is obtained. The conclusions are as follows:<list list-type="simple">
<list-item>
<p>1) In the process of repeated mining of a close coal seam group, the mining of the lower adjacent layer is a pressure relief process for the upper coal pillar. Compared with the traditional coal pillar, which is broken and unstable due to the load exceeding the ultimate strength, the main reason for the fracture and instability of the upper coal pillar is the difference distribution of the stress on the upper coal pillar caused by the mining of the lower coal seam.</p>
</list-item>
<list-item>
<p>2) The " block structure of voussoir beam " is used to calculate the ultimate fracture length of the coal pillar along the strike under this working condition, which is consistent with the numerical simulation.</p>
</list-item>
<list-item>
<p>3) According to the dynamic evolution characteristics of displacement stress on coal pillars, the coal pillar of the upper coal seam is divided into &#x201c;step subsidence area&#x201d;, &#x201c;compaction after broken area&#x201d; and &#x201c;reverse stress area&#x201d;, and the high spontaneous combustion risk area of coal pillars is determined and identified by combining with previous studies, which is of great practical significance for understanding the spontaneous combustion of coal pillars of upper coal seams under the condition of repeated mining.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was financially supported by the research fund provided by the National Key Research and Development Program of China (2018YFC0807900), the National Scientific Foundation of China (51574111, 52004084), the Henan Province Key R&#x0026;D and Promotion Special (Technology Tackling Key) Project (222102320124, 22210232006, 212102310388, 22210232006), The Key scientific research projects plan of colleges and universities in Henan Province (22A440005).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/feart.2022.991304/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/feart.2022.991304/full&#x23;supplementary-material</ext-link>
</p>
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