<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Energy Res.</journal-id>
<journal-title>Frontiers in Energy Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Energy Res.</abbrev-journal-title>
<issn pub-type="epub">2296-598X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1476046</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2024.1476046</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Energy Research</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The impact of XLPE surface defects on electric field and breakdown voltage</article-title>
<alt-title alt-title-type="left-running-head">He 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/fenrg.2024.1476046">10.3389/fenrg.2024.1476046</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Guanghua</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2809265/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sun</surname>
<given-names>Ke</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qi</surname>
<given-names>Jinlong</given-names>
</name>
<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>Zhao</surname>
<given-names>Jiahao</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Han</surname>
<given-names>Jiayi</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhu</surname>
<given-names>Xiaoshuai</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff id="aff">
<institution>State Grid Wuxi Power Supply Company</institution>, <addr-line>Jiangsu</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/2337497/overview">Zhengmao Li</ext-link>, Aalto University, Finland</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/811727/overview">Nishant Kumar</ext-link>, Indian Institute of Technology Jodhpur, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1559908/overview">Zhibin Qiu</ext-link>, Nanchang University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2115064/overview">Fang Chunhua</ext-link>, China Three Gorges University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Wei Zhang, <email>2304380820@qq.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>09</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1476046</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>08</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 He, Zhang, Sun, Qi, Zhao, Han and Zhu.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>He, Zhang, Sun, Qi, Zhao, Han and Zhu</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>During the construction of cable joints, three common defects may occur on the XLPE surface: scratches, moisture exposure, and adhered contaminated particles. To evaluate the impact of these defects on joint performance, this paper establishes a sheet model of XLPE insulation in cable joints to analyze the changes in the electric field under different defects and explore the influence of different defects on the electric field and breakdown voltage. Results of the study reveal that the electric field at the scratch site on XLPE produces severe distortion, being 1.6 times that of non-scratch areas. When exposed to moisture, the more conductive impurities present in the adhered contaminated water on the XLPE surface, the higher the conductivity of the contaminated water, thereby increasing its conductive performance and the electric field strength, which is 1.22&#x2013;1.4 times that of the non-moist interface. When particles adhere to the XLPE surface, severe distortion occurs at the particle-interface electric field, approximately 1.5 times that of the defect-free interface. Scratches have the most significant impact on the electric field of XLPE insulation. Experimental results also demonstrate that the breakdown voltage without defects is 129.6&#xa0;kV, while the breakdown voltage with scratch defects is 59.1&#xa0;kV, moisture defects is 69.7&#xa0;kV, and particle contamination defects is 59.2&#xa0;kV, with scratches having the most significant impact on the breakdown voltage of XLPE insulation. These findings provide important insights into the influence of different defects on the insulation performance of cable joints.</p>
</abstract>
<kwd-group>
<kwd>breakdown voltage</kwd>
<kwd>cable</kwd>
<kwd>cross-linked polyethylene (XLPE)</kwd>
<kwd>defects</kwd>
<kwd>electric field strength</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Smart Grids</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The continuous development and technological advancements of XLPE cables both domestically and internationally have led to various optimized designs in cable structures (<xref ref-type="bibr" rid="B10">Rui et al., 2018</xref>). Due to the lower dielectric loss of cross-linked polyethylene insulation compared to paper and PVC insulation, and its relatively low capacitance, XLPE exhibits superior electrical performance, making it widely used in cable insulation materials (<xref ref-type="bibr" rid="B5">Liu et al., 2003</xref>; <xref ref-type="bibr" rid="B22">Yuxin et al., 2018</xref>; <xref ref-type="bibr" rid="B3">Fang et al., 2016</xref>; <xref ref-type="bibr" rid="B6">Liu et al., 2006</xref>).</p>
<p>However, in recent years, the fault rate of XLPE cables has been gradually increasing. During the overall manufacturing, laying, and long-term use of cables, various defects may occur in the XLPE insulation of cable joints (<xref ref-type="bibr" rid="B8">Orton, 2015</xref>). Statistics show that most XLPE cable faults are caused by improper on-site installation techniques (<xref ref-type="bibr" rid="B25">Zheng, 2004</xref>). Typical construction defects in cable joints include main insulation scratches, main insulation impurities, and contaminated water (<xref ref-type="bibr" rid="B21">Yifeng et al., 2020</xref>; <xref ref-type="bibr" rid="B15">Wu et al., 2010</xref>; <xref ref-type="bibr" rid="B13">Wang et al., 2007</xref>; <xref ref-type="bibr" rid="B23">Zhang Jing et al., 2014</xref>; <xref ref-type="bibr" rid="B14">Wang et al., 2014</xref>). Literature (<xref ref-type="bibr" rid="B15">Wu et al., 2010</xref>) analyzed a breakdown accident in a 220&#xa0;kV cable joint, revealing that cracks in the insulation caused the joint failure. Literature (<xref ref-type="bibr" rid="B13">Wang et al., 2007</xref>) calculated the electric field distribution and strength at 110&#xa0;kV under constant voltage, focusing on electric field distortion issues. Literature (<xref ref-type="bibr" rid="B14">Wang et al., 2014</xref>) primarily studied the insulation aging of 10&#xa0;kV cross-linked cables within 10&#xa0;years, comparing the average breakdown voltage of new and old cables. Literature (<xref ref-type="bibr" rid="B17">Yan et al., 2009</xref>) investigated the power frequency breakdown characteristics of water tree-resistant XLPE power cables, conducting stepwise breakdown tests on original and aged cable samples to study the power frequency breakdown characteristics of XLPE cables.</p>
<p>In this paper, a typical defect simulation model is established to quantitatively analyze the impact of different types of defects on cable insulation. Simulated construction defects are also used to conduct withstand voltage tests. Using COMSOL simulations, the electric field distribution characteristics of scratches, moisture, and contaminated particles on the XLPE insulation surface of cable joints are compared with normal conditions to explore the extent of electric field distortion caused by various defects. Experimental settings quantitatively establish three types of defects in the XLPE insulation of cable joints, and the average breakdown voltage for each defect is obtained based on experimental results, exploring which defect causes the most significant change in breakdown voltage. This helps understand the hazards brought by typical defects in insulation materials and evaluates the impact of typical construction defects on the operational safety of cable joints, ultimately determining the degree of insulation loss in power cables. Electric Field Distribution Characteristics Of Insulation Defects.</p>
</sec>
<sec id="s2">
<title>2 XLPE slices and defect models</title>
<p>Given the cylindrical structure of the cable, which includes components such as the conductor and copper shielding layer, a sheet model of XLPE insulation was established to focus solely on the electric field changes in the XLPE, consisting of a semi-conductive layer and XLPE layer. Firstly, a prismatic air gap is utilized to simulate the main insulation scratch defect, with a length and width of 300&#xa0;mm and a depth of 1&#xa0;mm. Next, the moisture part is simulated by a water film without gaps adhered to the insulation material, measuring 300&#xa0;mm in length and width and 3.4&#xa0;mm in height. Conductive metal particles with a radius of 0.1&#x2013;0.3&#xa0;mm are set inside the water film as contaminateds, randomly distributed on the insulation surface. Finally, metal particles are added to the XLPE insulation model, considering the impact of metal particle impurity size on breakdown voltage, with semi-spherical copper impurities of different radii (0.3, 0.4, 0.5, 0.6, 0.7&#xa0;mm) randomly distributed on the insulation surface. The simulation parameters for the XLPE insulation slice model of cable joints are shown in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Simulation parameters for cable joint insulation.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Value</th>
<th align="center">Material</th>
<th align="center">Resistivity (&#x3a9;&#xb7;m)</th>
<th align="center">Thermal conductivity (<italic>W</italic>/K&#xb7;m)</th>
<th align="center">Relative dielectric constant</th>
<th align="center">Thickness (mm)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Insulating layer</td>
<td align="left">XLPE</td>
<td align="left">1,014</td>
<td align="left">0.29</td>
<td align="left">2.3</td>
<td align="left">5.8</td>
</tr>
<tr>
<td align="left">Semi-conductive layer</td>
<td align="left">XLPE</td>
<td align="left">102</td>
<td align="left">0.29</td>
<td align="left">1,000</td>
<td align="left">0.7</td>
</tr>
<tr>
<td align="left">Air</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">1</td>
<td align="left">&#x2014;</td>
</tr>
<tr>
<td align="left">Metallic impurities</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">1,000</td>
<td align="left">&#x2014;</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Based on the parameters in <xref ref-type="table" rid="T1">Table 1</xref>, a 3D sheet model of XLPE containing a semi-conductive layer and cross-linked polyethylene with dimensions 300&#xa0;mm &#xd7; 300&#xa0;mm &#xd7; 5.8&#xa0;mm is established for electrostatic field analysis (<xref ref-type="bibr" rid="B24">Zhang Wei et al., 2014</xref>; <xref ref-type="bibr" rid="B9">Ren and Yan, 2007</xref>), as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Sheet model of cross-linked polyethylene.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g001.tif"/>
</fig>
</sec>
<sec id="s3">
<title>3 Simulation analysis of XLPE slices</title>
<sec id="s3-1">
<title>3.1 Normal sample</title>
<p>After setting up, the voltage is applied. <xref ref-type="fig" rid="F2">Figure 2</xref> shows the electric field distribution and the 3D model, indicating that the electric field distribution within the slice is uniform, with an electric field value of 22.7&#xa0;MV/m.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Normal slice.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g002.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Surface scratches</title>
<p>As shown in <xref ref-type="fig" rid="F3">Figure 3</xref>, the maximum field strength at the scratch location on the XLPE slice model is 23.2&#xa0;MV/m, while the electric field strength in the non-scratch areas of the same slice is only 14.7&#xa0;MV/m. <xref ref-type="fig" rid="F4">Figure 4</xref> presents the 3D electric field distribution of the XLPE scratch model, showing significant electric field distortion at the scratch compared to the defect-free condition. Scratches not only damage the surface of the insulation, reducing the insulation thickness at the scratch, but also cause changes in the relative dielectric constant at the air gap and XLPE main insulation interface, leading to electric field distortion.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Slice with scratches.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Electric field distribution inside XLPE scratch model.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g004.tif"/>
</fig>
<p>To study the changes in field strength around the scratch, the slice was sectioned perpendicularly to the scratch direction, as shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. Hx represents the distance from the bottom of the slice to the top, and electric fields along paths I, II, III, and IV were analyzed for variation patterns. <xref ref-type="fig" rid="F6">Figure 6</xref> shows the electric field intensity changes corresponding to the cross-sectional paths of the slice. When Hx &#x3d; 0&#xa0;mm, it represents the bottom end of the slice. Along path I, the field strength gradually increases between H&#x2160; &#x3d; 3.0&#x2013;5.8&#xa0;mm, reaching a maximum of 15.6&#xa0;MV/m at H&#x2160; &#x3d; 5.8&#xa0;mm. Along path II, the field strength uniformly rises between H&#x2161; &#x3d; 3.0&#x2013;4.5&#xa0;mm, with significant changes from 4.5 to 5.8&#xa0;mm. <xref ref-type="fig" rid="F4">Figure 4</xref> shows that path II bends at the scratch, causing severe field distortion, with the field strength peaking at 23.2&#xa0;MV/m at H&#x2161; &#x3d; 5.8&#xa0;mm, about 1.6 times that of the non-defective area. Path III shows a similar trend to path I, with the field strength peaking at 18.39&#xa0;MV/m at H&#x2162; &#x3d; 5.0&#xa0;mm. Path IV resembles path II, with significant field distortion between 3.0 and 4.5&#xa0;mm, and the field strength peaking at 23.0&#xa0;MV/m at H&#x2163; &#x3d; 4.5&#xa0;mm, as shown in <xref ref-type="fig" rid="F5">Figure 5</xref>.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Four longitudinal lines on the scratch cross-section.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Electric field changes along four longitudinal lines of the scratch cross-section.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g006.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Surface moisture</title>
<p>The XLPE surface moisture model shows that under pure water conditions, the electric field strength at the interface between the water film and the slice is 22.4&#xa0;MV/m, which is consistent with normal conditions. As shown in <xref ref-type="fig" rid="F7">Figure 7</xref>, in the presence of contaminated water, the field strength is 10&#xa0;MV/m, and the non-moist areas have an electric field strength of 13&#xa0;MV/m. The maximum potential difference between the contaminated in the contaminated water and the slice interface reaches about 2&#xa0;kV, with the highest field strength at the contaminated-slice interface being 18.5&#xa0;MV/m. <xref ref-type="fig" rid="F8">Figure 8</xref> shows the 3D electric field distribution of the XLPE moisture model, where contaminated water adheres to the upper surface of the moisture model without gaps. When the same voltage is applied, the thickness of the XLPE layer remains consistent, leading to uniform field distribution, but the field strength changes at the contaminated particle-XLPE interface.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Moist slice.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g007.tif"/>
</fig>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Electric field distribution inside the XLPE moisture model.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g008.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F9">Figure 9</xref> shows the relationship between the electric field strength and the distance from the center of the model surface to the side (Xx) within 10&#xa0;mm, focusing on the interface between contaminateds in the contaminated water and the XLPE model. <xref ref-type="fig" rid="F10">Figure 10</xref> presents a line graph of electric field strength variations within 10&#xa0;mm of Xx, showing significant fluctuations along the Xx direction due to the severe impact of contaminated particles in the contaminated water on field strength. When Xx &#x2264; 0.5&#xa0;mm, the field strength varies between 3.2 and 5.5&#xa0;MV/m, peaking at 18.5&#xa0;MV/m, which is 1.22&#x2013;1.4 times the normal value. This is because the larger the contaminated water area on the XLPE moisture model surface, the more conductive impurities in the water, increasing its conductivity and enhancing the nearby electric field. The water film is prone to electroosmosis under the electric field, inducing water tree growth (<xref ref-type="bibr" rid="B16">Xiufeng and Xianri, 2017</xref>; <xref ref-type="bibr" rid="B11">Shaw and Shaw, 2010</xref>; <xref ref-type="bibr" rid="B20">Yang et al., 2021a</xref>), significantly affecting the insulation performance of the material.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Center point to side distance Xx.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g009.tif"/>
</fig>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Electric field strength variation within Xx &#x2264; 10&#xa0;mm for moisture model.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g010.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>3.4 Surface contaminated particles</title>
<p>As shown in <xref ref-type="fig" rid="F11">Figure 11</xref>, the maximum field strength at the contaminated particle-XLPE insulation interface is 20.5&#xa0;MV/m, nearly 1.5 times the normal condition of 13.6&#xa0;MV/m. <xref ref-type="fig" rid="F12">Figure 12</xref> shows the 3D electric field distribution of the XLPE contaminated model, with the metal conductive contaminateds affecting field strength changes.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Contaminated slice <bold>(A)</bold> single contaminated <bold>(B)</bold> single contaminated.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g011.tif"/>
</fig>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Electric field distribution inside XLPE contaminated model.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g012.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F13">Figure 13</xref> shows a line graph of electric field strength variations within 1&#xa0;mm of the center of different radius particles to the side (Lx) on the XLPE slice. The graph shows that the electric field strength at the XLPE interface gradually increases with the radius of the contaminated particles. When Lx &#x3d; R, the field strength at the contaminated-model interface peaks. When R &#x3d; 0.3&#xa0;mm, the maximum field strength is 14.68&#xa0;MV/m, and it increases regularly with larger contaminated radii, peaking at 18.1&#xa0;MV/m when R &#x3d; 0.6&#xa0;mm. When R &#x3d; 0.7&#xa0;mm, the field strength distortion at the contaminated-model interface is the highest, with a field strength of 20.5&#xa0;MV/m, 1.5 times that of the normal XLPE surface. Thus, a slight increase in contaminated radius leads to an increase in field strength, with larger particles causing greater field distortion at the interface.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Field strength variation within Lx &#x2264; 1&#xa0;mm of contaminated center point.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g013.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>4 Experimental methods and result analysis</title>
<sec id="s4-1">
<title>4.1 Experimental setup</title>
<p>Power frequency voltage pressurization experiments were conducted according to the national standard GB/T 1048.1-2006, &#x201c;Test Methods for Electrical Strength of Insulating Materials.&#x201d; The breakdown voltage of samples with different defects under different voltage levels, as well as normal defect-free samples, was compared and analyzed to investigate the breakdown voltage under various defects. The schematic diagram and experimental platform are shown in <xref ref-type="fig" rid="F14">Figure 14</xref>. The entire pressurization experimental platform consists of a voltage regulator, protective resistor, experimental electrode, transformer, divider, oscilloscope, and outputterminal.</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>Experimental schematic diagram.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g014.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>4.2 Experimental methods</title>
<p>Several cross-linked polyethylene (XLPE) insulation slices were customized from a cable manufacturer, as shown in <xref ref-type="fig" rid="F15">Figure 15</xref>. The XLPE slices were rinsed with anhydrous ethanol to remove surface dust and dirt, then air-dried under natural conditions. Subsequently, they were sequentially placed using sterile tweezers according to their group and order to avoid any interference from other conditions affecting the experimental results.</p>
<fig id="F15" position="float">
<label>FIGURE 15</label>
<caption>
<p>Cross-linked polyethylene samples.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g015.tif"/>
</fig>
<p>After drying, four types of sample groups were prepared: normal defect-free, scratched, moisture-exposed, and metal particle-contaminated slices, as shown in <xref ref-type="fig" rid="F16">Figure 16</xref>.</p>
<fig id="F16" position="float">
<label>FIGURE 16</label>
<caption>
<p>Cross-linked polyethylene defect samples.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g016.tif"/>
</fig>
<p>
<xref ref-type="bibr" rid="B2">Bostrom et al. (2003)</xref>; <xref ref-type="bibr" rid="B1">Bartnikas and Eichhorn (1983)</xref>; <xref ref-type="bibr" rid="B4">Hagen and Ildstad (1993)</xref>; <xref ref-type="bibr" rid="B7">Marzinotto et al. (2006)</xref>; <xref ref-type="bibr" rid="B12">Urbanczyk (2011)</xref>; <xref ref-type="bibr" rid="B18">Yang et al. (2021b)</xref>; <xref ref-type="bibr" rid="B19">Yang et al. (2024)</xref> indicate that the greater the dielectric constant of impurities and the sharper the shape of defects, the more severe the distortion of the electric field inside the insulation. Therefore, when preparing defect slices, the following points should be noted:<list list-type="simple">
<list-item>
<p>(1) When creating scratched defect samples, it is essential to strictly control the length, width, and height of the scratches, using a hydraulic cutter to ensure the reliability of variables in each group.</p>
</list-item>
<list-item>
<p>(2) Humid samples should be prepared in weather with low humidity, or reasonable dehumidification treatment should be conducted on the slices before sealing. Placing the slices in a high-humidity environment or in an environment with chemical corrosives may lead to unintended soaking and moisture absorption during the experiment.</p>
</list-item>
<list-item>
<p>(3) Contaminated slices need to be cleaned and placed in a vacuum chamber to ensure their surfaces are free of impurities. During the experiment, impurities should be added in a controlled manner to ensure that each addition is manually controllable.</p>
</list-item>
</list>
</p>
<p>For scratched slices, 5 groups of experiments are set up, with each group consisting of the same 10 slices. As shown in <xref ref-type="fig" rid="F17">Figure 17</xref>. When conducting breakdown experiments with scratched slices for different experimental groups, the following points should be noted:<list list-type="simple">
<list-item>
<p>(1) Divide the five groups into a, b, c, d, e, each with ten slices of the same specification.</p>
</list-item>
<list-item>
<p>(2) Use a hydraulic cutter to control scratch variables in different groups. The scratch length and width are the same within each group: Group a with a scratch length of 4&#xa0;mm and depth of 0.5&#xa0;mm, Group b with a length of 3&#xa0;mm and depth of 0.5&#xa0;mm, Group c with a length of 4&#xa0;mm and depth of 0.2&#xa0;mm, Group d with a length of 4&#xa0;mm and depth of 0.6&#xa0;mm, and Group e with a length of 3&#xa0;mm and depth of 0.6&#xa0;mm.</p>
</list-item>
<list-item>
<p>(3) Seal the slices after creating the scratches.</p>
</list-item>
<list-item>
<p>(4) Maintain the same temperature and humidity during the experiment, sealing the groups after preparation to ensure no impurities.</p>
</list-item>
</list>
</p>
<fig id="F17" position="float">
<label>FIGURE 17</label>
<caption>
<p>Scratch experimental group.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g017.tif"/>
</fig>
<p>For moisture slices, five experimental groups were also set up, with each group consisting of ten slices, as shown in <xref ref-type="fig" rid="F18">Figure 18</xref>. The following points should be noted:<list list-type="simple">
<list-item>
<p>(1) Divide the 5 groups into a, b, c, d, e, each with 10 slices of the same specification.</p>
</list-item>
<list-item>
<p>(2) Use laboratory test tubes to drop equal amounts of tap water on the slices within each group, as shown in groups a, b, c, d, e. Drop approximately 2&#xa0;mL of water on each slice and let it sit for about 20&#xa0;min before experimentation.</p>
</list-item>
</list>
</p>
<fig id="F18" position="float">
<label>FIGURE 18</label>
<caption>
<p>Moisture experimental group.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g018.tif"/>
</fig>
<p>For contaminated slices, also, five experimental groups were also set up, with each group consisting of ten slices, as shown in <xref ref-type="fig" rid="F19">Figure 19</xref>. The following points should be noted:<list list-type="simple">
<list-item>
<p>(1) Divide the 5 groups into a, b, c, d, e, each with 10 slices of the same specification.</p>
</list-item>
<list-item>
<p>(2) Carefully select metal particles for each group under a microscope, with spherical particles of radii 1, 2, 3, 4, and 5&#xa0;mm, respectively. Ensure a radius deviation of &#xb1;0.5&#xa0;mm and maintain the same number of particles per slice.</p>
</list-item>
</list>
</p>
<fig id="F19" position="float">
<label>FIGURE 19</label>
<caption>
<p>Contaminated experimental group.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g019.tif"/>
</fig>
</sec>
<sec id="s4-3">
<title>4.3 Experimental results and analysis</title>
<p>For each defect sample, five groups of as-similar-as-possible samples should be created, and the average breakdown voltage was recorded. The experimental data are shown in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Experimental data.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Defect type</th>
<th align="left">Experimental groups</th>
<th align="left">Breakdown voltage (kV)</th>
<th align="left">Average (kV)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Normal</td>
<td align="left">&#x23;1<break/>&#x23;2<break/>&#x23;3<break/>&#x23;4<break/>&#x23;5</td>
<td align="left">130<break/>129<break/>129<break/>130<break/>130</td>
<td align="left">129.6</td>
</tr>
<tr>
<td align="left">Wetting</td>
<td align="left">&#x23;1<break/>&#x23;2<break/>&#x23;3<break/>&#x23;4<break/>&#x23;5</td>
<td align="left">69.1<break/>68.3<break/>70.5<break/>71.3<break/>69.1</td>
<td align="left">69.7</td>
</tr>
<tr>
<td align="left">Impurities</td>
<td align="left">&#x23;1<break/>&#x23;2<break/>&#x23;3<break/>&#x23;4<break/>&#x23;5</td>
<td align="left">62.3<break/>61.6<break/>59.9<break/>58.1<break/>54.3</td>
<td align="left">59.2</td>
</tr>
<tr>
<td align="left">Scratches</td>
<td align="left">&#x23;1<break/>&#x23;2<break/>&#x23;3<break/>&#x23;4<break/>&#x23;5</td>
<td align="left">58.1<break/>64.2<break/>72.1<break/>49.9<break/>51.2</td>
<td align="left">59.1</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The average breakdown voltage results are shown in <xref ref-type="fig" rid="F20">Figure 20</xref>. The average breakdown voltage of normal XLPE slices is 129.6&#xa0;kV. For the scratched group slices, the average breakdown voltage varies significantly depending on the experimental setup. Groups 1 and 2, with the same scratch depth, showed higher breakdown voltage with shorter scratch lengths. Groups 1, 3, and 4, with the same scratch length and depths of 0.5, 0.2, and 0.6&#xa0;mm, had average breakdown voltages of 58.1, 72.1, and 49.9&#xa0;kV, respectively. The deeper the scratch, the lower the breakdown voltage, with the most significant intergroup variation and impact on breakdown voltage. For slices with contaminated water droplets, the average breakdown voltage is 69.7&#xa0;kV, 0.53 times that of the normal slices, with stable breakdown voltage across the groups. For contaminated particle slices, the average breakdown voltage is 59.2&#xa0;kV, 0.46 times that of normal slices. The average breakdown voltage difference among the five groups was 0.7, 1.7, 1.8, and 3.8&#xa0;kV. The larger the contaminated particle radius, the more significant the impact on the breakdown voltage of the XLPE slices.</p>
<fig id="F20" position="float">
<label>FIGURE 20</label>
<caption>
<p>Data line graph.</p>
</caption>
<graphic xlink:href="fenrg-12-1476046-g020.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusions" id="s5">
<title>5 Conclusions</title>
<p>This paper establishes an XLPE insulation slice model for cable joints to study the changes in the electric field under three types of defects. The results suggest that scratches on the XLPE model surface cause the most significant changes in the electric field, with the field strength increasing noticeably closer to the scratch bends, peaking at 23.2&#xa0;MV/m, about 1.6 times the normal value. For moisture defect models, the highest electric field strength appears at the contaminated-slice interface in the water at 18.5&#xa0;MV/m. Regarding contaminated particles defects, as the particle radius increases, the electric field strength increases, reaching a maximum of 20.5&#xa0;MV/m at R &#x3d; 0.7&#xa0;mm, approximately 1.5 times the normal value.</p>
<p>Experimental results demonstrate that deeper scratches make XLPE slices more prone to breakdown, with an average breakdown voltage of 59.1&#xa0;kV. When the XLPE surface is moist, the average breakdown voltage is 69.7&#xa0;kV. When contaminated particles are present, the larger the radius of the particles, the lower the breakdown voltage, making the XLPE more prone to breakdown, with an average breakdown voltage of 59.2&#xa0;kV.</p>
<p>Combining simulation and experimental data, it is evident that scratches on the surface of XLPE insulation in cable joints have the most severe impact on insulation. Therefore, during the actual construction of cable joints, special attention should be given to avoiding scratches on the main insulation surface, as they can significantly alter the insulation performance and severely affect the operational safety of power cables.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>GH: Writing&#x2013;original draft, Writing&#x2013;review and editing, Conceptualization, Methodology, Project administration. WZ: Writing&#x2013;review and editing, Conceptualization, Methodology. KS: Conceptualization, Methodology, Writing&#x2013;original draft, Writing&#x2013;review and editing. JQ: Formal Analysis, Writing&#x2013;review and editing. JZ: Writing&#x2013;review and editing. JH: Writing&#x2013;review and editing. XZ: Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This paper is supported by Science Project Funding of the State Grid Corporation of China (Grant No. 5500-202255402A-2-0-ZN).</p>
</sec>
<ack>
<p>The authors would like to express gratitude to the editors and the reviewers for their constructive and helpful comments for substantial improvement of this paper.</p>
</ack>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>Authors GH, WZ, KS, JZ, JH, JQ, and XZ were employed by State Grid Wuxi Power Supply Company.Ltd.</p>
<p>The authors declare that this study received funding from Science and Technology Program of the State Grid Corporation of China. The funder had the following involvement in the study: study design, data collection and analysis, and preparation of the manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Bartnikas</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Eichhorn</surname>
<given-names>R. M.</given-names>
</name>
</person-group> (<year>1983</year>). <source>Molecular structure and electrical behavior[M]</source>. (<publisher-loc>Philadelphia, USA</publisher-loc>: <publisher-name>American Society for Testing and Materials</publisher-name>), <fpage>783</fpage>.</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bostrom</surname>
<given-names>J. O.</given-names>
</name>
<name>
<surname>Marsden</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Hampton</surname>
<given-names>R. N.</given-names>
</name>
<name>
<surname>Nilsson</surname>
<given-names>U.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Electrical stress enhancement of contaminants in XLPE insulation used for power cables</article-title>. <source>IEEE Electr. Insul. Mag.</source> <volume>19</volume> (<issue>4</issue>), <fpage>6</fpage>&#x2013;<lpage>12</lpage>. <pub-id pub-id-type="doi">10.1109/mei.2003.1226729</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>The infuence of the dielectric properties of the semiconductive layer on the electric feld distribution in cables</article-title>. <source>Electr. Appl.</source> (<issue>12</issue>), <fpage>47</fpage>&#x2013;<lpage>49</lpage>. <pub-id pub-id-type="doi">10.3969/j.issn.1672-9560.2007.12.014</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Pan</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Simulation and analysis of typical defects in 10 kV cable joints</article-title>. <source>J. China Three Gorges Univ. Nat. Sci.</source> <volume>38</volume> (<issue>02</issue>), <fpage>55</fpage>&#x2013;<lpage>59</lpage>. <pub-id pub-id-type="doi">10.13393/j.cnki.issn.1672-948X.2016.02.013</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="confproc">
<person-group person-group-type="author">
<name>
<surname>Hagen</surname>
<given-names>S. T.</given-names>
</name>
<name>
<surname>Ildstad</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>1993</year>). <article-title>Reduction of AC-breakdown strength due to particle inclusions</article-title>, in <conf-name>3rd international conference on power cables and accessories 10 kV&#x223c;500 kV</conf-name> <conf-loc>London, UK</conf-loc>. <fpage>165</fpage>&#x2013;<lpage>168</lpage>.</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Cui</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Application and technological progress of cross-linked polyethylene</article-title>. <source>Synthetic Resins Plastics</source> <volume>20</volume> (<issue>5</issue>), <fpage>52</fpage>&#x2013;<lpage>60</lpage>. <pub-id pub-id-type="doi">10.3969/j.issn.1002-1396.2003.05.015</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Ji</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Necessity of reducing the insulation thickness of HV XLPE cables from the defect point of view</article-title>. <source>High. Volt. Eng.</source> <volume>32</volume> (<issue>7</issue>), <fpage>29</fpage>&#x2013;<lpage>32</lpage>. <pub-id pub-id-type="doi">10.13336/j.1003-6520.hve.2006.07.011</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="confproc">
<person-group person-group-type="author">
<name>
<surname>Marzinotto</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Mazzetti</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Pompili</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Schiaffino</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2006</year>) <source>Impulsive strength of power cables with different XLPE compounds</source>, in <conf-name>Proceedings of IEEE conference on electrical insulation and dielectric phenomena</conf-name>. <conf-loc>Kansas City, USA</conf-loc>: <publisher-name>IEEE</publisher-name>, <fpage>233</fpage>&#x2013;<lpage>236</lpage>.</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Orton</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Power cable Technology review</article-title>. <source>High. Volt. Eng.</source> <volume>41</volume> (<issue>4</issue>), <fpage>1057</fpage>&#x2013;<lpage>1067</lpage>. <pub-id pub-id-type="doi">10.13336/j.1003-6520.hve.2015.04.001</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rui</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Xiangzhen</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Pengnan</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>
<italic>Status quo</italic> and prospect of distribution network fault location</article-title>. <source>Electr. Power Eng. Technol.</source> <volume>37</volume> (<issue>06</issue>), <fpage>20</fpage>&#x2013;<lpage>27</lpage>. <pub-id pub-id-type="doi">10.19464/j.cnki.cn32-1541/tm.2018.06.003</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shaw</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Shaw</surname>
<given-names>S. H.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Water treeing in solid dielectrics</article-title>. <source>IEEE Trans. onElectrical Insul.</source> <volume>19</volume> (<issue>5</issue>), <fpage>419</fpage>&#x2013;<lpage>452</lpage>. <pub-id pub-id-type="doi">10.1109/tei.1984.298768</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Urbanczyk</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2011</year>). &#x201c;<article-title>State of the art XLPE compounds for power cables and recent developments 7th International Symposium on Advanced Topics</article-title>,&#x201d; in <source>Electrical engineering</source> (<publisher-loc>Bucharest, Romania</publisher-loc>: <publisher-name>University Politehnica of Bucharest</publisher-name>), <fpage>1</fpage>&#x2013;<lpage>4</lpage>.</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Gang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yao</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Finite element method applied to the analysis of stress cone defects in cable terminals</article-title>. <source>High. Volt. Technol.</source> (<issue>5</issue>), <fpage>152</fpage>&#x2013;<lpage>154</lpage>. <pub-id pub-id-type="doi">10.13336/j.1003-6520.hve.2007.05.037</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Qinghua</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Kong</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Partial discharge characteristics of typical process defects in cold shrink intermediate joints of 10kV XLPE cables</article-title>. <source>Insul. Mater.</source> (<issue>6</issue>), <fpage>61</fpage>&#x2013;<lpage>64</lpage>. <pub-id pub-id-type="doi">10.16790/j.cnki.1009-9239.im.2014.06.016</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bao</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2010</year>). <article-title>Analysis of a breakdown failure of prefabricated 220kV cable joint</article-title>. <source>High. Volt. Appar.</source> <volume>46</volume> (<issue>5</issue>), <fpage>95</fpage>&#x2013;<lpage>97</lpage>. <pub-id pub-id-type="doi">10.13296/j.1001-1609.hva.2010.05.004</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xiufeng</surname>
<given-names>Li</given-names>
</name>
<name>
<surname>Xianri</surname>
<given-names>C. X.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Etc Design of a real-time observation system for water tree aging in cross-linked polyethylene insulation</article-title>. <source>Insul. Mater.</source> (<issue>06</issue>), <fpage>73</fpage>&#x2013;<lpage>77</lpage>. <pub-id pub-id-type="doi">10.16790/j.cnki.1009-9239.im.2017.06.015</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yan</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Luo</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Power frequency breakdown characteristics of water resistant XLPE power cables</article-title>. <source>High. Volt. Technol.</source> (<issue>10</issue>), <fpage>2395</fpage>&#x2013;<lpage>2400</lpage>. <pub-id pub-id-type="doi">10.13336/j.1003-6520.hve.2009.10.041</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2021b</year>). <article-title>A comprehensive review of security-constrained unit commitment</article-title>. <source>J. Mod. Power Syst. Clean Energy</source> <volume>10</volume> (<issue>3</issue>), <fpage>562</fpage>&#x2013;<lpage>576</lpage>. <pub-id pub-id-type="doi">10.35833/mpce.2021.000255</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Xun</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Xing</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Spatial-temporal optimal pricing for charging stations: a model-driven approach based on group price response behavior of EVs</article-title>. <source>IEEE Trans. Transp. Electrification</source>, <fpage>1</fpage>. <pub-id pub-id-type="doi">10.1109/tte.2024.3385814</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Jia</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2021a</year>). <article-title>Intelligent data-driven decision-making method for dynamic multisequence: an E-seq2seq-based SCUC expert system</article-title>. <source>IEEE Trans. Industrial Inf.</source> <volume>18</volume> (<issue>5</issue>), <fpage>3126</fpage>&#x2013;<lpage>3137</lpage>. <pub-id pub-id-type="doi">10.1109/tii.2021.3107406</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yifeng</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Gang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Jiasheng</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Ningxi</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Space charge behavior of retired high-voltage XLPE cables</article-title>. <source>Electr. Power Eng. Technol.</source> <volume>39</volume> (<issue>3</issue>), <fpage>151</fpage>&#x2013;<lpage>157</lpage>.</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yuxin</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Bo</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yawei</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yufei</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Xiaoming</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yuan</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>A frequency-tuned resonant system for PD measurement and withstand test</article-title>. <source>Electr. Power Eng. Technol.</source> <volume>37</volume> (<issue>06</issue>), <fpage>44</fpage>&#x2013;<lpage>48</lpage>. <comment>74</comment>. <pub-id pub-id-type="doi">10.19464/j.cnki.cn32-1541/tm.2018.06.007</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhongqun</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2014a</year>). <article-title>The influence of stress cone position on the distribution of electric field at high-voltage cable terminals under impulse voltage</article-title>. <source>High. Volt. Technol.</source> (<issue>7</issue>), <fpage>51</fpage>&#x2013;<lpage>56</lpage>. <pub-id pub-id-type="doi">10.13296/j.1001-1609.hva.2014.07.009</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.-J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Xue</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2014b</year>). <article-title>Parameter estimation technique for the semi-conducting layers in single-core XLPE cable</article-title>. <source>IEEE Trans. Dielectr. Electr. Insulation</source> <volume>21</volume>, <fpage>1916</fpage>&#x2013;<lpage>1925</lpage>. <pub-id pub-id-type="doi">10.1109/tdei.2014.004263</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zheng</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>On the necessity of reducing the insulation thickness of HV polyolefine insulated cables</article-title>. <source>Electr. Wire and Cable</source> (<issue>1</issue>), <fpage>21</fpage>&#x2013;<lpage>23</lpage>. <pub-id pub-id-type="doi">10.16105/j.cnki.dxdl.2004.01.004</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>