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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">1273698</article-id>
<article-id pub-id-type="doi">10.3389/feart.2023.1273698</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Technology and Code</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A finite element numerical simulation analysis of mine direct current method&#x2019;s advanced detection under varied field sources</article-title>
<alt-title alt-title-type="left-running-head">Xie 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.2023.1273698">10.3389/feart.2023.1273698</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Xie</surname>
<given-names>Haijun</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1932608/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Wanlu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2399198/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Jin</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Yaofan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yan</surname>
<given-names>Yu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Ruiqing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Jinhao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Geology and Environment</institution>, <institution>Xi&#x2019;an University of Science and Technology</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Key Laboratory of Coal Resources Exploration and Comprehensive Utilization</institution>, <institution>Ministry of Natural Resource</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Shaanxi Provincial Key Laboratory of Geological Support for Coal Green Exploitation</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Xi&#x2019;an Research Institute China Coal Technology and Engineering Group Corp</institution>, <addr-line>Xi&#x2019;an</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/1589638/overview">Ahmed M. Eldosouky</ext-link>, Suez University, Egypt</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/1737306/overview">Ahmed Mohamed</ext-link>, Assiut University, Egypt</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2405467/overview">Mona Vander</ext-link>, South Valley University, Egypt</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2407433/overview">Zihao Han</ext-link>, Geotech Ltd., Canada</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Wanlu Li, <email>15353590872@163.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>09</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1273698</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>08</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>09</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Xie, Li, Li, Guo, Yan, Liu and Cheng.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Xie, Li, Li, Guo, Yan, Liu and Cheng</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>Ensuring the safety of coal mine production requires accurate forecasting of coal road heading faces in advance. Because of its high resistance to electromagnetic interference, the mine direct current (DC) method has been widely utilized in the advanced detection and prediction of coal mines. The layout of the field source significantly influences the detection outcomes obtained through this method. In this study, a variety of full-space three-dimensional geoelectric models were established based on the fundamental principle of DC resistivity, and the response features of geological anomalies located in various positions in front of a roadway were studied under different field source conditions using finite element numerical simulation. The electrical response characteristics were analyzed with the electrodes positioned in different directions and two-point to seven-point current sources located on the floor and side of the roadway, respectively. The electrical response of the geological anomalies was characterized with varying positions of the multi-point current source in the roadway and the pole distance of the power supply electrode. Furthermore, the electrical response characteristics of the mine DC method in advanced detection were compared for geological anomalies placed differently across the entire space. The results indicate that the response effect of the geological anomaly in front of the roadway is greater when the field source is placed on the shorter side of the roadway cross-section, with the number of field sources showing a positive correlation with the product of the pole distance and low-resistance amplitude. In advanced detection by DC method, the existence of geological anomalies on the side will affect the recognition of anomalies in front of the roadway.</p>
</abstract>
<kwd-group>
<kwd>mine direct current method</kwd>
<kwd>multi-point current source</kwd>
<kwd>advanced detection</kwd>
<kwd>finite element method</kwd>
<kwd>forward modeling</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Solid Earth Geophysics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Worldwide energy consumption has been rising steadily each year, driven by rapid advancements in industrial technology. Consequently, coal continues to serve as the primary energy source in most developing countries. Currently, the coal resources in some of these countries have been extensively mined, leading to more complicated geological and hydrogeological conditions. In the coal mine production process, a critical concern is determining the location of hidden water-bearing geological anomalies ahead of the roadway (<xref ref-type="bibr" rid="B16">Li, 2021</xref>). Moreover, with the advancement of coal mine production techniques, comprehensive mechanized mining has replaced the original blast mining technique, greatly improving the working face development and recovery rate. Thus, the application of mine geophysical techniques to predict geological anomalies has risen in prominence (<xref ref-type="bibr" rid="B37">Xue et al., 2019</xref>).</p>
<p>Since the 1990s, mine electrical prospecting has undergone various stages of evolution, including coal seam roof and floor detection, small structure detection, advanced prediction of tunneling working face, and dynamic monitoring of stopes. Eventually, it has developed into a detection system primarily relying on mine resistivity, DC (<xref ref-type="bibr" rid="B3">Cao et al., 2017</xref>; <xref ref-type="bibr" rid="B32">Taha et al., 2021</xref>), transient electromagnetic method (<xref ref-type="bibr" rid="B4">Chang et al., 2019</xref>; <xref ref-type="bibr" rid="B5">Chen et al., 2020</xref>), frequency domain electromagnetic method (<xref ref-type="bibr" rid="B36">Xue et al., 2018</xref>), induced polarization method (<xref ref-type="bibr" rid="B22">Liu et al., 2022</xref>) and electromagnetic wave tomography (<xref ref-type="bibr" rid="B39">Yue et al., 2023</xref>). However, during the during the detection process, the limited underground space makes it challenging to avoid interference sources that affect the detection distance and accuracy (<xref ref-type="bibr" rid="B20">Liu, 2014</xref>), such as energized cables, anchor rods, anchor nets, rails, and road headers. In this regard, the DC method&#x2014;widely employed in mines (<xref ref-type="bibr" rid="B24">Luo, 2017</xref>) owing to its excellent resistance to alternating current (AC) interference&#x2014;has emerged as a major technique for advanced detection of mine roadways (<xref ref-type="bibr" rid="B29">Qiu, 2022</xref>; <xref ref-type="bibr" rid="B25">Mohamed et al., 2023</xref>).</p>
<p>Notably, the DC method is one of the earliest geophysical approaches for water-rich exploration (<xref ref-type="bibr" rid="B35">Xie et al., 2022</xref>; <xref ref-type="bibr" rid="B25">Mohamed et al., 2023</xref>). This technique is advantageous in terms of offering a wide range of choices on the construction and layout devices (<xref ref-type="bibr" rid="B39">Yu et al., 2023</xref>), making it suitable for anomaly detection under various geological conditions (<xref ref-type="bibr" rid="B9">Epov et al., 2016</xref>; <xref ref-type="bibr" rid="B14">Jerbeson and Walter, 2016</xref>). However, a notable drawback of the commonly used DC method is its low signal-to-noise ratio for deep detection, which impacts detection accuracy (<xref ref-type="bibr" rid="B28">Qiang et al., 2004</xref>; <xref ref-type="bibr" rid="B34">Xie et al., 2021</xref>). Researchers have found potential solutions to enhance the performance of this technique. Switching from a single-electrode to a multi-electrode power supply, or even to a limited long-line current source (<xref ref-type="bibr" rid="B23">Lu and Lv, 2014</xref>), has proven effective in improving signal intensity and compensating for the drawbacks of the typical electrical technique (Jamal et al., 2020). Moreover, <xref ref-type="bibr" rid="B12">Han et al. (2010)</xref> proposed a DC method for the advanced detection of water-conducting structures in coal mine excavation roadways by using the geometric intersection method; their approach improved the interpretation accuracy of the mine DC method for advanced detection.</p>
<p>Furthermore, numerical simulations using the DC method have also been instrumental in exploring the spatial distribution characteristics of the potential (<xref ref-type="bibr" rid="B38">Yang et al., 2013</xref>; <xref ref-type="bibr" rid="B21">Liu and Wu, 2016</xref>), thereby providing valuable guidance for practical fieldwork (<xref ref-type="bibr" rid="B1">Barker, 1989</xref>). In this regard, <xref ref-type="bibr" rid="B19">Li et al. (2019)</xref> compared the distribution characteristics of potential changes between the long-electrode and the point power supplies through numerical simulation, concluding that the long-electrode power supply is more conducive to detecting the location of low-resistance anomalies. Moreover, <xref ref-type="bibr" rid="B20">Liu (2014)</xref> simulated the impact of anomaly position changes on its response characteristics when the mine DC method is used for three-dimensional advanced detection. The side effect can be reduced by employing multiple point sources in the processing. However, the position of the electrodes in the roadway remains unexplored. Additionally, <xref ref-type="bibr" rid="B31">Ruan et al. (2010)</xref> simulated the advanced detection model by adding a shielding electrode adjacent to the original point power supply, thereby allowing the electric field to be focused and distributed in front of the roadway. Based on this concept, they proposed an advanced focusing detection device with the mine DC method and analyzed the anomalies in front of the roadway under different focusing strategies. Their results suggest that the anomalies can be better identified, regardless of whether a shielding electrode is used or not.</p>
<p>In the tunneling process involved in coal mines, sudden water-bearing geological anomalies will endanger the lives of miners. However, advanced geophysical prospecting technologies offer preventive measures against such accidents. <xref ref-type="bibr" rid="B8">Deng (2013)</xref> systematically analyzed the characteristics of geological anomalies and inversion interpretation methods by investigating the DC advanced detection technology of the focused electrode system. Moreover, <xref ref-type="bibr" rid="B6">Cheng et al. (2000)</xref> thoroughly described the acquisition and processing methods of the three-pole device in advanced detection and studied the resistivity response characteristics in the presence of a low-resistance anomaly in front of the roadway. Additionally, <xref ref-type="bibr" rid="B15">Li et al. (2020)</xref> simulated the electric field with the anomaly and the measuring electrode located at the opposite sides of the roadway in the point source field of the full space model; they discussed the resolution of the DC advanced detection. In particular, this detection technology has been extended beyond coal mining to tunnel engineering. <xref ref-type="bibr" rid="B17">Li et al. (2015)</xref> utilized the advanced detection technology of the homogeneous source array-focused resistivity method in tunnel engineering to predict the geological anomaly in front of the tunnel. Additionally, they analyzed the applicability of the advanced detection technology of the mine DC method in tunnel engineering.</p>
<p>Presently, the power supply used in the mine DC method for advanced detection typically comprises three power supply current sources. If the current source is improperly located in the roadway, the overall signal will be weak, and the collected signal at far advanced prediction distance will be severely distorted and cannot be interpreted accurately (<xref ref-type="bibr" rid="B11">Grigorev et al., 2021</xref>). In this study, we applied numerical simulations to evaluate the response characteristics of the geological anomaly in front when applying the multi-point power supply of the mine DC method for advanced detection at different points in the roadway. The influence of the number of power supply electrodes and the spacing of power supply electrodes on the detection accuracy was studied, and the resolution ability of mine DC method to the abnormal body was analyzed when the number of field sources was different.</p>
</sec>
<sec id="s2">
<title>2 Basic principle of steady current field</title>
<p>Based on the field theory, the differential form of Ohm&#x2019;s law, and the current continuity equation, the relationship between the potential and the charge distribution density in the space steady current field can be defined as follows (<xref ref-type="bibr" rid="B10">Gao, 2021</xref>; <xref ref-type="bibr" rid="B13">Huang, 2021</xref>):<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>&#x2207;</mml:mo>
<mml:mi>U</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mtext mathvariant="italic">&#x2202;</mml:mtext>
<mml:mi>q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext mathvariant="italic">&#x2202;</mml:mtext>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <inline-formula id="inf1">
<mml:math id="m2">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the conductivity and <inline-formula id="inf2">
<mml:math id="m3">
<mml:mrow>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the charge density.</p>
<p>As the charge density is difficult to measure, the Dirac function and the current intensity are introduced to obtain the differential relationship between the potential and the current, thereby transforming Eq. <xref ref-type="disp-formula" rid="e1">1</xref> into<disp-formula id="e2">
<mml:math id="m4">
<mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>&#x2207;</mml:mo>
<mml:mi>U</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>I</mml:mi>
<mml:mi>&#x3b4;</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mn mathvariant="italic">0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>Where <inline-formula id="inf3">
<mml:math id="m5">
<mml:mrow>
<mml:mi>U</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the electric voltage, <inline-formula id="inf4">
<mml:math id="m6">
<mml:mrow>
<mml:mi>I</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the current intensity, <inline-formula id="inf5">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the position of the power supply point, and <inline-formula id="inf6">
<mml:math id="m8">
<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the position of any point in space.</p>
<p>The aforementioned formula represents the relationship between potential and current in DC prospecting, serving as the foundation for numerical simulation. Given that the studied space is a homogeneous medium, <italic>&#x3c3;</italic> is a constant and Eq. <xref ref-type="disp-formula" rid="e2">2</xref> can be simplified to Poisson&#x2019;s equation. If the space is a passive field, Eq. <xref ref-type="disp-formula" rid="e2">2</xref> can be simplified to Laplace&#x2019;s equation (<xref ref-type="bibr" rid="B18">Li, 1986</xref>).</p>
<p>Based on the field theory, the potential of a point power supply at any point in a homogenous space (<italic>U</italic>) is determined as<disp-formula id="e3">
<mml:math id="m9">
<mml:mrow>
<mml:mi>U</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mn>4</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:msqrt>
<mml:mrow>
<mml:msup>
<mml:mi>x</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi>y</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi>z</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>x</italic>, <italic>y</italic>, and <italic>z</italic> are the coordinates of the observation point.</p>
<p>For an electric field with multiple point current sources, the potential at any point (<italic>U</italic>
<sub>
<italic>M</italic>
</sub>) is the scalar sum of the potentials of multiple point sources at this point based on the field source superposition principle, as follows:<disp-formula id="e4">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>M</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<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 mathvariant="italic">1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:mfrac>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mn>4</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="|" close="|" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mi>M</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
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<label>(4)</label>
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</sec>
<sec id="s3">
<title>3 Finite element forward modeling theory of multi-point source mine DC method</title>
<p>According to the potential field superposition theory, the potential variation under the multi-point source electric field can be equivalent to the accumulation of multi-point power source potential variations. The variation of multi-point source anomalous potential is defined as (<xref ref-type="bibr" rid="B7">Dai et al., 2012</xref>; <xref ref-type="bibr" rid="B2">Biswas and Sharma, 2020</xref>)<disp-formula id="e5">
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<p>To solve the equations through the finite element method, we start by discretizing the three-dimensional research area into small units (<xref ref-type="bibr" rid="B33">Wang et al., 2022</xref>). As the tetrahedral subdivision yields a better performance compared to the hexahedral subdivision within the boundary range, we implemented a free tetrahedral element to subdivide the research area by meshing, as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Sketch of the free tetrahedral element.</p>
</caption>
<graphic xlink:href="feart-11-1273698-g001.tif"/>
</fig>
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</mml:math>
<label>(7)</label>
</disp-formula>where <inline-formula id="inf16">
<mml:math id="m23">
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</inline-formula> is every tetrahedral element, <inline-formula id="inf17">
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<mml:mover accent="true">
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<mml:mo>&#xaf;</mml:mo>
</mml:mover>
<mml:mn>0</mml:mn>
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</inline-formula> are the column vectors composed of <inline-formula id="inf19">
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</inline-formula>, respectively. The sum of all units yields the following expression:<disp-formula id="e8">
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</mml:mtable>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>
</p>
<p>Upon defining the variation of Eq. <xref ref-type="disp-formula" rid="e8">8</xref> as 0, the linear equation is obtained as follows:<disp-formula id="e9">
<mml:math id="m33">
<mml:mrow>
<mml:msub>
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<mml:mi>u</mml:mi>
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</mml:math>
<label>(9)</label>
</disp-formula>
</p>
<p>The anomalous potential <inline-formula id="inf25">
<mml:math id="m34">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> of all nodes in the space can be obtained by solving Eq. <xref ref-type="disp-formula" rid="e9">9</xref>. The total potential on each node is the sum of the anomalous potential and the normal potential (<inline-formula id="inf26">
<mml:math id="m35">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) calculated using the analytical formula.</p>
</sec>
<sec id="s4">
<title>4 Response characteristics of multi-point source DC method in advanced detection</title>
<p>The background field of Model 1 is a sphere measuring 100&#xa0;m in radius <inline-formula id="inf27">
<mml:math id="m36">
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.01</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
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<mml:mo>/</mml:mo>
<mml:mi>m</mml:mi>
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</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:math>
</inline-formula>. The roadway cavity (<inline-formula id="inf28">
<mml:math id="m37">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1.0</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:msup>
<mml:mn mathvariant="italic">10</mml:mn>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="italic">6</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mo>/</mml:mo>
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</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>) is located on the negative <italic>X</italic>-axis, with a cross-sectional area of 6&#xa0;m (width) &#xd7; 3&#xa0;m (height). The anomaly is a cube of 10&#xa0;m in diameter (<inline-formula id="inf29">
<mml:math id="m38">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.1</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>), with a center-to-center distance of 20&#xa0;m from the sphere. The receiving electrodes are distributed on the negative <italic>X</italic>-axis, starting at the symmetrical center of the power supply electrode group. The power supply electrode group consists of three-point sources separated by a distance of 1&#xa0;m. The schematic diagram of the model is shown in <xref ref-type="fig" rid="F2">Figure 2</xref> and <xref ref-type="table" rid="T1">Table 1</xref> depicts the placements of the power supply electrodes.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Schematic diagram of the full-space roadway model.</p>
</caption>
<graphic xlink:href="feart-11-1273698-g002.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Placement of power supply electrode in Model 1.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Model no.</th>
<th align="center">Field source center to head distance</th>
<th align="center">Power supply electrode direction</th>
<th align="center">Power supply electrode coordinates</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">1&#x2013;1</td>
<td rowspan="5" align="center">X &#x3d; &#x2212;4</td>
<td align="center">
<italic>X</italic>-axis floor</td>
<td align="center">(-3,0,-1.5); (-4,0,-1.5); (-5,0,-1.5)</td>
</tr>
<tr>
<td align="center">1&#x2013;2</td>
<td align="center">
<italic>X</italic>-axis side</td>
<td align="center">(-3,3,0); (-4,3,0); (-5,3,0)</td>
</tr>
<tr>
<td align="center">1&#x2013;3</td>
<td align="center">Angle between side and floor</td>
<td align="center">(-3,3,-1.5); (-4,3,-1.5); (-5,3,-1.5)</td>
</tr>
<tr>
<td align="center">1&#x2013;4</td>
<td align="center">
<italic>Y</italic>-axis floor</td>
<td align="center">(-4,-1,-1.5); (-4,0,-1.5); (-4,1,-1.5)</td>
</tr>
<tr>
<td align="center">1&#x2013;5</td>
<td align="center">
<italic>Z</italic>-axis side</td>
<td align="center">(-4,3,-1); (-4,3,0); (-4,3,1)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> presents the apparent resistivity curves generated based on the forward modeling results. When the power supply electrode group is placed on the side of the roadway, the amplitude of the apparent resistivity curve near the low-resistance anomaly is relatively large, and the position of the apparent resistivity extremum matches with the position of the low-resistance anomaly. However, when the power supply electrode group is at the angle between the roadway side and floor, the amplitude of the apparent resistivity is weakened. The lowest amplitude of the apparent resistivity line graph is observed near the low-resistance anomaly when the power supply electrode group is located on the roadway floor. This investigation reveals that the power supply electrode group on the shorter side of the roadway can better identify and discriminate low-resistance anomaly compared to that on the longer side of the roadway cross-section.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Comparison of the response characteristics of three-point sources in advanced detection.</p>
</caption>
<graphic xlink:href="feart-11-1273698-g003.tif"/>
</fig>
<p>Model 2 is established based on the different response laws of the field source position to the anomaly shown in <xref ref-type="fig" rid="F3">Figure 3</xref>, in which the power supply electrode group is positioned along the <italic>Z</italic>-axis direction of the roadway side and along the <italic>Y</italic>-axis direction of the floor, with an altered number and distance of the electrodes. The <xref ref-type="table" rid="T2">Table 2</xref> depicts the placements of the power supply electrodes.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Placement of power supply electrode in Model 2.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Model no.</th>
<th align="center">Field source position</th>
<th align="center">Power supply electrode point source</th>
<th align="center">Power supply electrode coordinates</th>
<th align="center">Power supply electrode pole distance (m)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">2&#x2013;1</td>
<td rowspan="9" align="center">
<italic>Z</italic>-axis side</td>
<td align="center">Single</td>
<td align="center">(-4,3,0)</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="center">2&#x2013;2</td>
<td align="center">Two</td>
<td align="center">(-4,3,-0.5); (-4,3,0.5)</td>
<td align="center">1</td>
</tr>
<tr>
<td align="center">2&#x2013;3</td>
<td align="center">Two</td>
<td align="center">(-4,3,-1); (-4,3,1)</td>
<td align="center">2</td>
</tr>
<tr>
<td align="center">2&#x2013;4</td>
<td align="center">Two</td>
<td align="center">(-4,3,-1.5); (-4,3,1.5)</td>
<td align="center">3</td>
</tr>
<tr>
<td align="center">2&#x2013;5</td>
<td align="center">Three</td>
<td align="center">(-4,3,-0.5); (-4,3,0); (-4,3,0.5)</td>
<td align="center">0.5</td>
</tr>
<tr>
<td align="center">2&#x2013;6</td>
<td align="center">Three</td>
<td align="center">(-4,3,-1); (-4,3,0); (-4,3,1)</td>
<td align="center">1</td>
</tr>
<tr>
<td align="center">2&#x2013;7</td>
<td align="center">Three-</td>
<td align="center">(-4,3,-1.5); (-4,3,0); (-4,3,1.5)</td>
<td align="center">1.5</td>
</tr>
<tr>
<td align="center">2&#x2013;8</td>
<td align="center">Five</td>
<td align="center">(Z&#x3d;-1,-0.5,0,0.5,1; X&#x3d;-4; Y&#x3d;3)</td>
<td align="center">0.5</td>
</tr>
<tr>
<td align="center">2&#x2013;9</td>
<td align="center">Seven</td>
<td align="center">(Z&#x3d;-1.5,-1,-0.5,0,0.5,1,1.5; X&#x3d;-4; Y&#x3d;3)</td>
<td align="center">0.5</td>
</tr>
<tr>
<td align="center">2&#x2013;10</td>
<td rowspan="12" align="center">
<italic>Y</italic>-axis floor</td>
<td align="center">Single</td>
<td align="center">(-4,0,-1.5)</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="center">2&#x2013;11</td>
<td align="center">Two</td>
<td align="center">(-4,-0.5,-1.5); (-4,0.5,-1.5)</td>
<td align="center">1</td>
</tr>
<tr>
<td align="center">2&#x2013;12</td>
<td align="center">Two</td>
<td align="center">(-4,-1,-1.5); (-4,1,-1.5)</td>
<td align="center">2</td>
</tr>
<tr>
<td align="center">2&#x2013;13</td>
<td align="center">Two</td>
<td align="center">(-4,-2,-1.5); (-4,2,-1.5)</td>
<td align="center">4</td>
</tr>
<tr>
<td align="center">2&#x2013;14</td>
<td align="center">Two</td>
<td align="center">(-4,-3,-1.5); (-4,3,-1.5)</td>
<td align="center">6</td>
</tr>
<tr>
<td align="center">2&#x2013;15</td>
<td align="center">Three</td>
<td align="center">(-4,-1,-1.5); (-4,0,-1.5); (-4,1,-1.5)</td>
<td align="center">1</td>
</tr>
<tr>
<td align="center">2&#x2013;16</td>
<td align="center">Three</td>
<td align="center">(-4,-2,-1.5); (-4,0,-1.5); (-4,2,-1.5)</td>
<td align="center">2</td>
</tr>
<tr>
<td align="center">2&#x2013;17</td>
<td align="center">Three</td>
<td align="center">(-4,-3,-1.5); (-4,0,-1.5); (-4,3,-1.5)</td>
<td align="center">3</td>
</tr>
<tr>
<td align="center">2&#x2013;18</td>
<td align="center">Five</td>
<td align="center">(Y&#x3d;-1,-0.5,0,0.5,1; X&#x3d;-4; Z&#x3d;-1.5)</td>
<td align="center">0.5</td>
</tr>
<tr>
<td align="center">2&#x2013;19</td>
<td align="center">Five</td>
<td align="center">(Y&#x3d;-2,-1,0,1,2; X&#x3d;-4; Z&#x3d;-1.5)</td>
<td align="center">1</td>
</tr>
<tr>
<td align="center">2&#x2013;20</td>
<td align="center">Five</td>
<td align="center">(Y&#x3d;-3,-1.5,0,1.5,3; X&#x3d;-4; Z&#x3d;-1.5)</td>
<td align="center">1.5</td>
</tr>
<tr>
<td align="center">2&#x2013;21</td>
<td align="center">Seven</td>
<td align="center">(Y&#x3d;-1.5,-1,-0.5,0,0.5,1,1.5; X&#x3d;-4; Z&#x3d;-1.5)</td>
<td align="center">0.5</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="fig" rid="F4">Figure 4</xref> illustrates the apparent resistivity curves plotted using the forward modeling results of Model 2. The dashed lines indicate the field source along the <italic>Z</italic>-axis side, whereas the solid lines indicate the field source along the <italic>Y</italic>-axis floor. Different colors indicate a difference in the number of point sources and the pole distance of the power supply electrodes. Notably, the power supply electrode group along the <italic>Z</italic> direction of the roadway side performs better at identifying anomalies compared to the group along the <italic>Y</italic> direction of the roadway floor. This feature is evidenced by the apparent resistivity minimum value closely matching the position of the anomaly, and the amplitude of the curve near the low-resistance anomaly is consistent with the resistivity value of the model. Presumably, the difference in response to the low-resistance anomaly is attributed to the variable length and width of the roadway cross-section. When the power supply electrode group is on the shorter side of the roadway, the electric field distribution is less impacted by the roadway. We developed Model 3 to investigate the response characteristics of the mine DC method in the advanced detection of geological anomalies at various points in front of the roadway, as shown in <xref ref-type="fig" rid="F5">Figure 5</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Comparison of the response characteristics of multi-point source advanced detection in <italic>Y</italic>- and <italic>Z</italic>-directions.</p>
</caption>
<graphic xlink:href="feart-11-1273698-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Schematic diagram of the anomaly locations in Model 3.</p>
</caption>
<graphic xlink:href="feart-11-1273698-g005.tif"/>
</fig>
<p>The roadway cavity (<inline-formula id="inf30">
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</inline-formula>) is located on the negative <italic>X</italic>-axis, with a cross-sectional area of 3 &#xd7; 3&#xa0;m. The anomalies are cubes measuring 10&#xa0;m in diameter (<inline-formula id="inf31">
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</inline-formula>), with their center coordinates at the front (20,0,0), left (0,20,0), top (0,0,20), and bottom (0,0,-20). The receiving electrodes are located on the negative <italic>X</italic>-axis of the roadway floor, starting from the symmetrical center of the power supply electrode group, and their positions listed in <xref ref-type="table" rid="T3">Table 3</xref>.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Placement of power supply electrode in Model 3.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Model no.</th>
<th align="center">Power supply electrode point source</th>
<th align="center">Power supply electrode direction</th>
<th align="center">Power supply electrode coordinates</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">3&#x2013;1</td>
<td rowspan="3" align="center">Single</td>
<td align="center">
<italic>X</italic>-axis side</td>
<td align="center">(-4,1.5,0)</td>
</tr>
<tr>
<td align="center">3&#x2013;2</td>
<td align="center">Angle between side and floor</td>
<td align="center">(-4,1.5,-1.5)</td>
</tr>
<tr>
<td align="center">3&#x2013;3</td>
<td align="center">
<italic>X</italic>-axis floor</td>
<td align="center">(-4,0,-1.5)</td>
</tr>
<tr>
<td align="center">3&#x2013;4</td>
<td rowspan="2" align="center">Two</td>
<td align="center">Angle between side and floor</td>
<td align="center">(-2.5,1.5,-1.5); (-5.5,1.5,-1.5)</td>
</tr>
<tr>
<td align="center">3&#x2013;5</td>
<td align="center">
<italic>Y</italic>-axis floor</td>
<td align="center">(-4,-1.5,-1.5); (-4,1.5,-1.5)</td>
</tr>
<tr>
<td align="center">3&#x2013;6</td>
<td rowspan="2" align="center">Three</td>
<td align="center">Angle between side and floor</td>
<td align="center">(-2.5,1.5,-1.5); (-4,1.5,-1.5); (-5.5,1.5,-1.5)</td>
</tr>
<tr>
<td align="center">3&#x2013;7</td>
<td align="center">
<italic>Y</italic>-axis floor</td>
<td align="center">(-4,-1.5,-1.5); (-4,0,-1.5); -4,1.5,-1.5)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="fig" rid="F6">Figure 6</xref> depicts the apparent resistivity curve plotted based on the forward modeling results of Model 3, with the abscissa representing the advanced detection distance and the ordinate representing the apparent resistivity. <xref ref-type="fig" rid="F6">Figures 6A&#x2013;C</xref> depict the apparent resistivity curves of the single-point current source located in the center of the roadway floor, the angle between the floor and the side, and the center of the roadway side, respectively. When the point source is at the center of the roadway floor, the response to the bottom anomaly is the strongest, followed by the response to the left anomaly, with the responses to the upper and front anomalies being the weakest. Moreover, when the point source is located at the angle between the roadway floor and side, the responses to the left and bottom anomalies are the strongest, followed by the top and the front anomalies. The left anomaly responds most strongly when the point source is at the center of the roadway side, followed by the bottom and top anomalies, with the front one eliciting the weakest response.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<bold>(A&#x2013;E)</bold> Apparent resistivity of Model 3.</p>
</caption>
<graphic xlink:href="feart-11-1273698-g006.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F6">Figures 6D, E</xref> exhibit the apparent resistivity curves of the two-point and three-point current sources, respectively. The response amplitude to the anomaly is greater when the power supply electrode group is along the <italic>Y</italic>-axis of the floor (perpendicular to the roadway side roadway) than when it is along the angle between the roadway side and floor. Furthermore, when the power supply electrode group is positioned along the roadway angle, the response amplitude to the bottom and left anomaly is stronger, whereas the front anomaly generates a weaker response. Similarly, when the power supply electrode group is positioned along the <italic>Y</italic>-axis of the roadway floor, the bottom anomaly elicits the strongest response amplitude, with the left and the front responses being the weakest. This is similar to the response under the single-point current source.</p>
<p>The discrepancy in response to anomalies, generated by the varied placements of the field source, is speculated to be caused by the high-resistance shielding of the tunnel cavity. When the field source on the floor is influenced by the high-resistance shielding of the roadway, the current density along the bottom and both sides of the roadway is greater than that in other directions, leading to a stronger response to the bottom and left anomalies. Similarly, when the field source is at the angle between the roadway side and floor, the responses to the left and bottom anomalies are the strongest. Ultimately, the field source at the roadway side exhibits the strongest response to the left anomaly.</p>
<p>Through the above research, it can be found that the closer the field source is to the anomalous body, the more drastic the field intensity change and the better the detection effect. The response of the power supply electrode to the abnormal body is more obvious when the electrode is arranged in the vertical position of the side than in the horizontal position of the floor. If the distance between the power supply electrodes is fixed, the number of field sources determines the detection frequency of the target position. The more times of detection, the more obvious the physical properties of the target abnormal body are in the field intensity distribution, and the higher the accuracy of the delineated abnormal position. When the number of field sources is constant, the larger the electrode distance is within a reasonable range, the better the detection effect. When the mode of field source is fixed, the response of geological anomaly body under the floor of tunnel head is the most obvious.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>In this study, we employed the finite element method to perform three-dimensional forward modeling of the multi-point source mine DC method, investigating the influences of different geoelectric models and roadways on the response characteristics of the DC method in advanced detection. The key findings of our research are as follows:<list list-type="simple">
<list-item>
<p>(1) The geometry of the roadway cross-section significantly influences the electric field distribution when using the mine DC method for advanced detection. The power supply electrodes located on the shorter side of the roadway cross-section can better distinguish the front anomalies.</p>
</list-item>
<list-item>
<p>(2) In the presence of the roadway, increasing the number and distance of power supply electrodes enhances the amplitude of the apparent resistivity near the low-resistance anomalies. This observation indicates a positive correlation between the low-resistance amplitude and the product of the number and the pole distance of power supply electrodes. Moreover, enhancing both the number and pole distance of power supply electrodes improves the positioning accuracy of anomalies.</p>
</list-item>
<list-item>
<p>(3) Optimization of field source parameters, including the number, position, and pole distance of the power supply electrodes, facilitates enhanced identification of low-resistance anomalies in front. However, the presence of low-resistance anomalies on the side will interfere with this identification process.</p>
</list-item>
</list>
</p>
<p>The insights obtained from this study hold potential practical implications for the field of geophysical exploration in mines. Researchers and practitioners can leverage this knowledge to develop more effective and efficient advanced detection techniques, leading to safer and more reliable mining operations. As the field of geophysics continues to evolve, further investigations could be undertaken to explore additional aspects and refine the application of the multi-point source DC method in real-world scenarios.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>HX: Writing&#x2013;original draft, Conceptualization, Data curation, Funding acquisition, Project administration, Resources, Supervision. WL: Writing&#x2013;original draft, Formal Analysis, Writing&#x2013;review and editing. JL: Project administration, Software, Supervision, Visualization, Writing&#x2013;review and editing. YG: Formal Analysis, Writing&#x2013;review and editing. YY: Writing&#x2013;review and editing. RL: Investigation, Writing&#x2013;review and editing. JC: Methodology, Project administration, Writing&#x2013;review and editing.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>The authors declare financial support was received for the research, authorship, and/or publication of this article. Foundation item: Natural Science Basic Research Plan in Shaanxi Province of China (2021JLM-11) (Shaanxi Province of China).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>Author JL was employed by Xi&#x2019;an Research Institute China Coal Technology and Engineering Group Corp.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</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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