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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Energy Res.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Energy Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Energy Res.</abbrev-journal-title>
</journal-title-group>
<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">1740021</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2026.1740021</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Fault detection of converter valve based on the combination of fault tree analysis and multi-frequency impedance testing</article-title>
<alt-title alt-title-type="left-running-head">Mao 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.2026.1740021">10.3389/fenrg.2026.1740021</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mao</surname>
<given-names>Xintong</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/3268851"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Huilong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cai</surname>
<given-names>Kangxin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Baitao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Zhiwei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Yunfei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xing</surname>
<given-names>Zhihao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lu</surname>
<given-names>Yong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zheng</surname>
<given-names>Jianyong</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
</contrib-group>
<aff id="aff1">
<label>1</label>
<institution>State Grid Jiangsu Electric Power Company Limited Construction Branch</institution>, <city>Nanjing</city>, <country country="CN">China</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>Southeast University</institution>, <city>Nanjing</city>, <country country="CN">China</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Xintong Mao, <email xlink:href="mailto:1034527208@qq.com">1034527208@qq.com</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-26">
<day>26</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>14</volume>
<elocation-id>1740021</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>05</day>
<month>02</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>02</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Mao, Zhao, Cai, Zhang, Liu, Liu, Liu, Xing, Lu and Zheng.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Mao, Zhao, Cai, Zhang, Liu, Liu, Liu, Xing, Lu and Zheng</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-26">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p>Converter valves include numerous components in thyristor-level damping, voltage-sharing, and power-tapping circuits, and their complex structure makes it difficult for conventional impedance tests to localize faults beyond qualitative valve-level judgments. Here, we propose a fault detection method that integrates fault tree analysis (FTA) with multi-frequency comprehensive impedance testing. Multi-frequency small-signal excitation voltages are applied across the terminals of a thyristor level, and the corresponding active/reactive power responses are measured; a multi-objective optimization model with regularization and parameter-bound constraints is formulated to jointly identify key resistance and capacitance parameters, and parameter deviations are subsequently mapped onto the fault tree to relate test observations to fault modes. MATLAB simulations show that the proposed method can accurately identify faulty components in the associated circuits without dismantling internal wiring. By linking multi-frequency impedance features with FTA-based fault-mode reasoning, the method improves fault localization and diagnostic interpretability, offering practical value for converter-valve testing and maintenance.</p>
</abstract>
<kwd-group>
<kwd>converter valve</kwd>
<kwd>fault tree analysis</kwd>
<kwd>fault detection</kwd>
<kwd>impedance testing</kwd>
<kwd>multi-frequency</kwd>
</kwd-group>
<funding-group>
<award-group id="gs1">
<funding-source id="sp1">
<institution-wrap>
<institution>Science and Technology Foundation of State Grid Corporation of China</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/501100013148</institution-id>
</institution-wrap>
</funding-source>
<award-id rid="sp1">J2024128</award-id>
</award-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This work was supported by the Science and Technology Project of State Grid Corporation of China (J2024128).</funding-statement>
</funding-group>
<counts>
<fig-count count="12"/>
<table-count count="4"/>
<equation-count count="23"/>
<ref-count count="20"/>
<page-count count="00"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Smart Grids</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<label>1</label>
<title>Introduction</title>
<p>With the vigorous growth of China&#x2019;s economy and the increasing electricity demand and environmental pressure, the regional mismatch between energy resources and load demand has become increasingly prominent. To promote optimal resource allocation and achieve energy conservation and emission reduction in eastern regions, long-distance and large-capacity power transmission is urgently needed. Against this background, high-voltage direct-current (HVDC) transmission has been widely applied and recognized worldwide due to its advantages in long-distance, bulk power transfer and its significant technical and economic benefits in asynchronous interconnection of power grids (<xref ref-type="bibr" rid="B15">Xu et al., 2019</xref>; <xref ref-type="bibr" rid="B11">Wang et al., 2014</xref>; <xref ref-type="bibr" rid="B19">Zheng et al., 2024</xref>). In an HVDC system, the converter valve is of critical importance as the core equipment that ensures stable and reliable operation of the DC system (<xref ref-type="bibr" rid="B14">Xiong et al., 2016</xref>; <xref ref-type="bibr" rid="B8">Liu et al., 2021</xref>; <xref ref-type="bibr" rid="B19">Zheng et al., 2024</xref>). However, the internal structure of a converter valve is highly complex, especially the thyristor level and its associated circuits (e.g., damping circuits, voltage-sharing circuits, and power-tapping circuits). During long-term operation, faults are prone to occur, posing a threat to normal system operation. For example, practical projects have reported failures of light-triggered thyristors that led to valve-group tripping/blocking, causing a rapid short-term loss of DC power transfer and abrupt changes in AC/DC power flow. In VSC-based DC grids, DC line faults or internal station faults may cause the converter-valve current to rise rapidly and trigger valve-side overcurrent protection and blocking, thereby reducing the continuity of DC power supply and weakening the power support capability to the AC system. (<xref ref-type="bibr" rid="B12">Wang et al., 2022</xref>; <xref ref-type="bibr" rid="B16">Ye et al., 2020</xref>). Therefore, timely and accurate detection of faults inside converter valves is particularly important.</p>
<p>Extensive research has been conducted in engineering practice on converter-valve type tests, routine tests, and on-site operating tests. Under the framework of IEC 60700-1, Ref (<xref ref-type="bibr" rid="B18">Zha et al., 2013</xref>). systematically reviews routine test items for HVDC converter valves, analyzes the distributions of voltage, current, and thermal stress under conduction and blocking conditions, and provides test circuits and procedures that are implementable in engineering practice. For the Ningdong&#x2013;Shandong &#xb1;660 kV project, Ref (<xref ref-type="bibr" rid="B17">Zha et al., 2012</xref>). Designs an operating test device and circuit suitable for high-current thyristor valves, and verifies the valve&#x2019;s safety margin at the system level through tests under stringent conditions such as maximum operating current and minimum extinction angle. Targeting the extreme electrical stresses borne by equipment such as current limiters during short-circuit faults, Ref (<xref ref-type="bibr" rid="B10">Wang et al., 2011</xref>). Proposes an equivalent mechanism analysis and test method for thyristor-valve overcurrent testing, linking macroscopic indices (e.g., current slew rate and peak current) with device failure mechanisms, thereby providing important guidance for equivalent test-circuit design. With the development of VSC-HVDC and multi-terminal DC grids, Ref. (<xref ref-type="bibr" rid="B3">Guo et al., 2018</xref>), taking the Zhangbei VSC DC grid project as the background, establishes a converter-valve fault-current model and proposes a novel valve-side overcurrent protection strategy and setting optimization method that balances fault ride-through capability and device safety. For ultra-high-voltage projects such as &#xb1;1,100 kV/12 GW, Ref (<xref ref-type="bibr" rid="B9">Ma and Gou, 2023</xref>). Further summarizes key converter-valve technologies and stress-analysis aspects, including thyristor junction temperature, reverse-recovery characteristics, and valve-level multi-physics stress models, providing theoretical support for the design and type testing of UHV converter valves. These studies jointly indicate that, under different voltage levels and fault conditions, the voltage, current, and thermal stresses experienced by internal valve components are extremely severe, imposing higher requirements on monitoring and diagnosing the condition of internal valve circuits.</p>
<p>At the level of practical fault detection, existing engineering practice still mainly relies on manual disassembly inspection after outages or on current and voltage monitoring during operation. Ref (<xref ref-type="bibr" rid="B20">Zhou et al., 2020</xref>). Proposes a fast-testing method for thyristor-level damping and voltage-sharing components, enabling on-site assessment of converter-valve conditions. Ref (<xref ref-type="bibr" rid="B7">Liu et al., 2016</xref>). Develops an integrated comprehensive test device capable of testing auxiliary circuits such as damping and voltage-sharing circuits in field environments; however, the stability and repeatability of the results under strong electromagnetic interference still need improvement. Moreover, such approaches typically adopt single-frequency or a small number of frequency points and can only provide qualitative conclusions on whether a branch exhibits open-circuit or short-circuit faults. In recent years, multi-frequency impedance testing has been introduced into converter-valve condition assessment. By applying small-signal excitation voltages over multiple bands (DC, power frequency, and high frequency) and measuring voltage/current or active/reactive power at different frequencies, richer frequency-response information can be obtained, with higher sensitivity to parameter variations in local circuits (<xref ref-type="bibr" rid="B2">Fan et al., 2015</xref>). Nevertheless, existing multi-frequency impedance tests often treat the valve as an overall equivalent network, lacking a quantitative mapping from multi-frequency impedance characteristics to specific component parameters. As a result, it is difficult to distinguish parameter drift and degradation levels among different components, and the impedance-test results are rarely integrated with converter-valve fault modes and reliability analysis.</p>
<p>On the other hand, fault tree analysis (FTA), as a classical system reliability analysis method, can characterize the logical relationships between bottom-level component failures and top-level system faults, and has been applied to many complex engineering systems (<xref ref-type="bibr" rid="B1">Chen et al., 2021</xref>; <xref ref-type="bibr" rid="B4">Hauang et al., 2023</xref>; <xref ref-type="bibr" rid="B5">Kadhem, 2025</xref>; <xref ref-type="bibr" rid="B6">Kim et al., 2017</xref>). These studies show that FTA is well suited for systematically organizing multi-level and multi-mode fault mechanisms and conducting qualitative and quantitative analyses. However, existing FTA models are mostly constructed based on statistical data or expert experience, and lack electrical-quantity inputs that reflect component states, such as those obtained from impedance testing. Consequently, a closed-loop diagnostic framework linking &#x201c;test quantities&#x2013;parameter variations&#x2013;fault modes&#x201d; has not yet been established.</p>
<p>Although more advanced fault detection concepts such as online monitoring and intelligent diagnosis have emerged in recent years, practical engineering applications for converter valves still face tangible constraints. On the one hand, converter valves operate at high potential and in strong electromagnetic interference environments, making it difficult to install internal measurement points and sensors, route signal leads, and ensure adequate insulation protection; consequently, comprehensive online monitoring is hard to implement without altering the valve structure or affecting protection coordination. On the other hand, typical converter-valve fault events occur relatively infrequently, fault samples are difficult to obtain, and operating conditions vary significantly, so purely data-driven approaches are often limited by insufficient training data and inadequate interpretability. Due to these issues, on-site practice still relies mainly on manual inspection and offline tests during scheduled outages, resulting in long maintenance cycles, heavy disassembly workload, and limited fault localization efficiency. To address this, this paper proposes a converter-valve fault detection method that combines fault tree analysis with multi-frequency comprehensive impedance testing, enabling interpretable localization diagnosis of key branch degradations/abnormalities without relying on large numbers of fault samples or requiring large-scale installation of sensors inside the valve.</p>
<p>In summary, prior studies have achieved substantial progress in converter-valve test systems, component stress analysis, and system-level protection strategies, laying a foundation for reliable converter-valve operation. However, quantitative multi-frequency impedance identification and component-level fault diagnosis for thyristor-level auxiliary circuits (damping, voltage sharing, and power tapping) remain insufficient. Existing impedance testing is mainly used to determine whether a branch is damaged or exhibits a short/open circuit, and it is difficult to accurately identify parameter variations of individual components without disconnection or disassembly. Meanwhile, a tight linkage between impedance-test results and fault tree analysis has not been established, limiting the support for structured and explainable diagnostic requirements. To address these issues, this paper focuses on the thyristor level of HVDC converter valves and proposes a fault detection method that integrates FTA with multi-frequency comprehensive impedance testing. The method jointly identifies key component parameters via multi-frequency impedance testing and maps the identified results onto a converter-valve fault tree model, thereby improving fault-detection sensitivity and localization accuracy for internal converter-valve faults under practical engineering constraints.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Analysis of the thyristor-level circuit of the converter valve</title>
<sec id="s2-1">
<label>2.1</label>
<title>Thyristor-level circuit</title>
<p>The key components of the closed-loop circuit of the converter valve include the damping and voltage-sharing circuit circuits, the thyristor control unit (TCU), thyristors, the valve control system, and optical fibers. These essential components can be categorized into three groups based on their physical layout: the first group comprises the internal thyristor level of the converter valve, which includes the thyristors, damping and voltage-sharing circuit circuits, and TCU; the second group consists of the optical fiber circuits, such as the triggering and feedback fibers; the third group refers to the valve control unit (VCU). The spatial structure of the converter valve within the valve hall is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Space structure of the converter valve in the valve hall.</p>
</caption>
<graphic xlink:href="fenrg-14-1740021-g001.tif">
<alt-text content-type="machine-generated">Block diagram illustrating communication between a VCU and converter valve using two optical fibers: one for triggering signals from the VCU to the converter valve, and another for feedback signals. Inside the converter valve, two thyristor levels are shown, each consisting of a TCU (Thyristor Control Unit) connected to a thyristor.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-2">
<label>2.2</label>
<title>Analysis of the damping, voltage-sharing circuit, and power-tapping circuits at the thyristor level of the converter valve</title>
<p>A thyristor-level circuit of a converter valve consists of multiple thyristors connected in series, and each thyristor level is required to withstand approximately the same voltage. To ensure uniform voltage distribution among thyristor levels, the damping circuit, voltage-sharing circuit, and power-tapping circuit of the converter valve play important roles. On the one hand, they help guarantee uniform voltage sharing among levels over all frequency components of DC surge waveforms; on the other hand, they mitigate the transient voltage and current stresses experienced by thyristors during turn-on triggering and recovery.</p>
<p>The electrical schematic of the thyristor-level converter-valve circuit is shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. The thyristor-level converter valve and its damping and voltage-sharing circuits comprise the damping circuit, the voltage-sharing circuit, the TCU, and the thyristors. Specifically, R<sub>2</sub>, C<sub>1</sub>, and C<sub>2</sub> form the damping circuit, which is a resistive&#x2013;capacitive network. During the commutation-extinction process, the damping voltage may oscillate, thereby providing transient charging to the TCU. The charging time constant is approximately 100 <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi mathvariant="normal">s</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, ensuring that the TCU can obtain a reliable working power supply before valve triggering. The damping capacitor C<sub>3</sub> and the fast power-tapping resistor R<sub>3</sub> connected in series constitute a fast power-tapping circuit. R<sub>dc1</sub> and R<sub>dc2</sub> form the voltage-sharing circuit, which is a series-resistor network with a relatively large resistance and high accuracy. It can be used to measure the voltage across the thyristor terminals and to generate the input voltages for the IP (thyristor feedback pulse), PF (thyristor protective firing), and RP (recovery protection) logic; it also provides the steady-state operating power supply for the TCU.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Thyristor level electrical schematic diagram.</p>
</caption>
<graphic xlink:href="fenrg-14-1740021-g002.tif">
<alt-text content-type="machine-generated">Schematic diagram of an electronic circuit showing two parallel resistor-capacitor branches labeled R1 with C1 and R2 with C2, a series branch with capacitor C3 and resistor R3 leading to a control unit, two resistors labeled Rdc1 and Rdc2 above the control unit, and a diode on the far right.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Analysis of converter valve impedance testing under multi-frequency voltage excitation</title>
<p>This paper adopts a comprehensive detection method targeting internal faults of the converter valve. By applying voltage signals at multiple frequencies for impedance testing, it enables qualitative analysis of faults in the internal damping circuit, voltage-sharing circuit, and power-tapping circuit of the converter valve.</p>
<sec id="s3-1">
<label>3.1</label>
<title>Conventional impedance testing method for converter valves</title>
<p>At present, engineering sites commonly use a dedicated converter-valve test instrument provided by the manufacturer to perform comprehensive impedance testing on the damping and voltage-sharing circuits across the terminals of a valve thyristor level, in order to determine whether abnormalities such as short-circuit or open-circuit faults exist in the branch. This method does not require dismantling the damping and voltage-sharing components; instead, a multi-frequency sinusoidal voltage with a frequency range of 50&#x2013;100 kHz is applied across both terminals of the thyristor-level circuit. The peak voltage and peak current at each frequency point are measured, and the comprehensive impedance at the corresponding frequency is calculated as shown in <xref ref-type="disp-formula" rid="e1">Equation 1</xref> as follows:<disp-formula id="e1">
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<mml:mfrac>
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<mml:mi>U</mml:mi>
<mml:mtext>peak</mml:mtext>
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</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <inline-formula id="inf2">
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</inline-formula> is the comprehensive impedance obtained at the test frequency <inline-formula id="inf3">
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</inline-formula> are the measured peak voltage and peak current at that frequency, respectively. It should be noted that this instrument-dependent approach can only obtain the overall equivalent impedance of the thyristor-level damping and voltage-sharing circuits and thus provides only qualitative judgments. It is difficult to further resolve the specific parameters of individual components, and therefore an accurate evaluation of whether a component meets specifications or of its fault severity cannot be achieved.</p>
</sec>
<sec id="s3-2">
<label>3.2</label>
<title>Multi-frequency converter-valve impedance testing analysis</title>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> shows the thyristor-level electrical schematic, where TU in the figure denotes a thyristor module. The impedance test is mainly carried out by applying a voltage signal at point 1 and point 2 in the figure, and then analyzing the voltage and current responses of each thyristor level.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Electrical schematic diagram of valve components.</p>
</caption>
<graphic xlink:href="fenrg-14-1740021-g003.tif">
<alt-text content-type="machine-generated">Schematic diagram illustrating a modular multilevel converter topology with multiple submodules per phase leg, each containing a series connection of capacitors and switches, and groups of thyristors labeled TU connected in parallel. Input terminal labeled 1 and output terminal labeled 2 are shown with an inductor connected at the output.</alt-text>
</graphic>
</fig>
<p>The equivalent circuit of a thyristor level is shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. For the DC impedance test, a DC voltage is applied across the valve unit. Since capacitors pass AC but block DC, the capacitors isolate the DC current and the RC damping branch can be regarded as an open circuit. Based on the measured voltage and current of the thyristor level, the impedance of the voltage-sharing branch, i.e., Rdc1 and Rdc2, can be calculated. <inline-formula id="inf6">
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<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Equivalent circuit diagram of thyristor level.</p>
</caption>
<graphic xlink:href="fenrg-14-1740021-g004.tif">
<alt-text content-type="machine-generated">Schematic diagram of an electrical circuit featuring three capacitors labeled C1, C2, and C3, and three resistors labeled R2, R3, and two resistors labeled Rdc1 and Rdc2 in series with capacitor branches. The circuit includes a component labeled Zw and current indicated as I, with voltage U marked between positive and negative terminals.</alt-text>
</graphic>
</fig>
<p>The parameter extraction for the damping and power-tapping circuit components is relatively complicated. By applying sinusoidal excitation voltages at different frequencies across the thyristor level, multiple sets of active- and reactive-power equations can be obtained. Solving these equations yields the conditions of the damping and power-tapping circuit components, thereby enabling fault analysis of the damping and power-tapping circuits in the converter valve.</p>
<p>In practical engineering, the injection device and the tested thyristor level are typically connected using copper conductors of about 3 m in length and 6 mm<sup>2</sup> in cross-sectional area, whose series resistance and inductance are on the order of several milliohms and several microhenries, respectively. Compared with the order of magnitude of the comprehensive impedance of a thyristor level (tens to thousands of ohms), the relative error introduced by the lead impedance is much smaller than the manufacturing tolerance of components (about &#xb1;5%&#x223c;&#xb1;10%). To highlight the dominant resistive characteristics of the internal RC network parameters and to simplify theoretical derivations, the lead impedance is not explicitly included in the established equivalent impedance model in this paper; its impact will be evaluated and discussed in Chapter 4.</p>
<p>In <xref ref-type="fig" rid="F4">Figure 4</xref>, we apply a sinusoidal voltage excitation with amplitude U at different angular frequencies <inline-formula id="inf11">
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<p>The final total equivalent impedance is<disp-formula id="e6">
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<p>Based on the total impedance, the total active power and reactive power can be derived as<disp-formula id="e7">
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<label>(12)</label>
</disp-formula>
</p>
<p>To prevent unintended thyristor turn-on during AC signal injection, the test platform implements comprehensive protection measures in three aspects: injection hardware design, source-impedance limitation, and safety interlocks. The impedance-testing unit uses a CPU-based controller to drive a DDS (direct digital synthesizer) and a power operational amplifier to generate the test voltage, which is applied to the anode&#x2013;cathode terminals of the thyristor level under test via a high-voltage insulated flexible cable. A current sensor and a current-limiting resistor are connected in series in the output branch to form a defined source impedance; even if a short circuit occurs within the thyristor level, the injection current is constrained within a safe range. A voltage divider is connected in parallel at the output for voltage sampling, while hardware overvoltage/overcurrent comparators monitor the voltage and current in real time. Once the measured values exceed preset thresholds, the CPU immediately disconnects the analog switch and output relay to terminate the AC injection.</p>
<p>All AC impedance tests are performed under the conditions that the DC system is de-energized, the valve control system is set to test mode, and firing pulses are blocked. In accordance with the manufacturer&#x2019;s maintenance procedures, the gate&#x2013;cathode circuits of each thyristor are shorted or clamped, so that the anode&#x2013;cathode injected AC voltage does not form an effective trigger voltage in the gate circuit. This prevents inadvertent turn-on from the circuit-topology perspective. Control signals between the test platform and the TCU or TTM are transmitted via optical fibers, and the power output loop is fully galvanically isolated from the optoelectronic interfaces. On the low-voltage side of the TCU, surge-absorption and overvoltage-clamping devices are deployed to suppress transient disturbances introduced into the power-tapping circuit by AC injection. The injection voltage is applied symmetrically across the anode and cathode, so the fiber interfaces experience only minor common-mode disturbances.</p>
<p>At the system level, the platform provides multi-stage safety interlocking. The power input is equipped with overcurrent protection as well as overvoltage and undervoltage protection, and the grounding status of both the equipment enclosure and the power supply is monitored in real time. An emergency-stop button is installed on the front panel, and a foot switch is provided on the rear panel. The CPU enables the output test voltage only when reliable grounding is confirmed, the emergency stop is released, and the foot switch is pressed. During testing, the control unit continuously monitors the grounding-detection signal, the voltage and current signals, the foot-switch status, and the emergency-stop status. If any abnormal condition is detected, including loss of grounding, output overcurrent or overvoltage, foot-switch release, or emergency-stop activation, the platform immediately cuts off the output and performs rapid discharge. An alarm pop-up is displayed on the touchscreen, and further testing is prohibited.</p>
<p>With the combined constraints of source impedance, injection-loop topology, and two-layer interlocking implemented in both hardware and software, unintended thyristor turn-on caused by AC injection can be avoided without compromising the blocking capability of the converter valve. At the same time, the insulation integrity and service life of the TCU and the fiber interfaces can be effectively protected.</p>
<p>Conventional impedance testing generally follows two approaches. In the first approach, without disconnecting the internal wiring of the converter valve, the comprehensive impedance is measured using voltage excitations at multiple frequencies, which enables qualitative fault assessment of the valve. However, this approach can only determine whether short-circuit or open-circuit conditions exist inside the valve, and it cannot detect faults of individual components in each branch. In the second approach, with the system de-energized, the wiring of the components is disconnected and individual components are tested using instruments such as a multimeter. This approach is labor-intensive and involves potential safety risks. In contrast, the method proposed in this paper enables rapid detection of faults of individual components inside the converter valve without disconnecting the electrical wiring.</p>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Multi-frequency impedance test analysis of converter valve based on fault tree analysis (FTA)</title>
<p>To achieve accurate identification of the parameters of the converter-valve damping and voltage-sharing components, this paper constructs a multi-objective optimization problem based on multi-frequency power measurements under a known voltage amplitude <inline-formula id="inf13">
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</inline-formula>, aiming to simultaneously minimize the errors of active power and reactive power. Considering that the identified parameters involve multiple components with different orders of magnitude, and to ensure the stability and physical feasibility of the optimization results, normalized errors, regularization terms, and dynamic bound constraints are introduced. The proposed approach provides good accuracy and robustness. It enables the estimation of the parameters of the circuit components in the converter valve. On this basis, a fault-tree model is further established to facilitate more intuitive fault analysis of the converter valve.</p>
<sec id="s4-1">
<label>4.1</label>
<title>Parameter estimation of circuit components</title>
<p>Under a known voltage amplitude <inline-formula id="inf14">
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</inline-formula>. Here, <inline-formula id="inf19">
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</inline-formula> represent the resistive and capacitive component parameters to be identified, respectively.</p>
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</inline-formula> are zero-mean random noises. According to the accuracy specifications of the on-site test equipment, the noise standard deviations are set as<disp-formula id="e14">
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</inline-formula> denotes the relative measurement error.</p>
<p>The power error vectors are defined as<disp-formula id="e15">
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<label>(15)</label>
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<label>(16)</label>
</disp-formula>
</p>
<p>To mitigate the influence caused by differences in frequency points and power magnitudes, normalized error expressions are introduced as<disp-formula id="e17">
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<label>(17)</label>
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</p>
<p>Weighting coefficients <inline-formula id="inf28">
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</inline-formula> are further introduced to adjust the contributions of the active-power and reactive-power errors to the overall objective. Meanwhile, considering the physical plausibility of the parameter estimates and the stability of the optimization, the following regularization term is designed:<disp-formula id="e18">
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<mml:msub>
<mml:mi>X</mml:mi>
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<mml:msub>
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</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(18)</label>
</disp-formula>
</p>
<p>Where <inline-formula id="inf30">
<mml:math id="m48">
<mml:mrow>
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<mml:mo>&#x3d;</mml:mo>
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</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is the parameter vector to be identified, and <inline-formula id="inf31">
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<mml:mtext>rated</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the corresponding rated parameter vector.</p>
<p>The final objective function is constructed as<disp-formula id="e19">
<mml:math id="m50">
<mml:mrow>
<mml:mi>J</mml:mi>
<mml:mrow>
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<mml:mn>2</mml:mn>
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<mml:mo>&#x2b;</mml:mo>
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<mml:msub>
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<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(19)</label>
</disp-formula>
</p>
<p>Where <inline-formula id="inf32">
<mml:math id="m51">
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the regularization coefficient used to balance the error term and the regularization term. Since <inline-formula id="inf33">
<mml:math id="m52">
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mrow>
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<mml:mi>C</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf34">
<mml:math id="m53">
<mml:mrow>
<mml:mi>Q</mml:mi>
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<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>R</mml:mi>
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<mml:mi>C</mml:mi>
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</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> are nonlinear, the minimizer cannot be obtained analytically. Therefore, a trust-region algorithm is adopted for iterative optimization.</p>
<p>To ensure the physical feasibility of the solution, the identified parameters are constrained by the following bounds:<disp-formula id="e20">
<mml:math id="m54">
<mml:mrow>
<mml:mi>X</mml:mi>
<mml:mo>&#x2208;</mml:mo>
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<mml:mi>r</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>e</mml:mi>
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<mml:mi>e</mml:mi>
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</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(20)</label>
</disp-formula>
</p>
<p>Where <inline-formula id="inf35">
<mml:math id="m55">
<mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the rated value, and <inline-formula id="inf36">
<mml:math id="m56">
<mml:mrow>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> represents the allowable tolerance, which enforces physical plausibility. This bound constraint can effectively prevent invalid divergence during iterations and further restrict the optimization process to a feasible physical region.</p>
<p>Meanwhile, the termination condition for parameter updates is set as<disp-formula id="e21">
<mml:math id="m57">
<mml:mrow>
<mml:mrow>
<mml:mfenced open="&#x2016;" close="&#x2016;" separators="&#x7c;">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>X</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3c;</mml:mo>
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mn>10</mml:mn>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>5</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(21)</label>
</disp-formula>
</p>
<p>This condition is used as the convergence criterion to ensure that the iteration stops automatically once the required accuracy is met, thereby avoiding unnecessary computation. Based on the multi-frequency measurement set, the joint identification of key resistance and capacitance parameters is formulated and solved via the constrained multi-objective optimization in <xref ref-type="disp-formula" rid="e13">Equations 13</xref>&#x2013;<xref ref-type="disp-formula" rid="e21">21</xref> (with regularization and parameter-bound constraints). The identified parameter deviations are then used as quantitative indicators for component-level fault localization.</p>
</sec>
<sec id="s4-2">
<label>4.2</label>
<title>Construction of the converter-valve impedance-testing fault tree model (FTA)</title>
<p>Based on the above analysis, this paper establishes a fault tree analysis (FTA) model for the thyristor level of a converter valve by integrating the impedance-testing results.</p>
<p>Top Event: The top event represents the primary fault of the overall system. In this model, the top event is defined as &#x201c;fault detection of converter valves based on multi-frequency impedance testing&#x201d;.</p>
<p>Intermediate Events: According to the impedance-testing results, the intermediate event is defined as whether the parameters of internal circuit components in the converter valve exceed the allowable tolerance range (<inline-formula id="inf37">
<mml:math id="m58">
<mml:mrow>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>). If the parameters do not exceed the tolerance range, the converter valve is considered fault-free. If the parameters exceed the tolerance range, it indicates that faults exist in the internal components of the converter valve.</p>
<p>Basic Events: The basic events correspond to specific faulty components at the thyristor level of the converter valve. By performing rapid localization and detection of internal components, the components whose identified parameters exceed the tolerance range can be determined, thereby confirming the fault condition of the internal circuits.</p>
<p>The established FTA model is shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. This model systematically correlates the impedance-testing results with faulty internal components of the converter valve, enabling step-by-step troubleshooting of internal abnormalities. Combined with measured data, the FTA can effectively identify the root causes of faults and provide guidance for subsequent maintenance.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Fault tree analysis model of converter valve based on impedance testing.</p>
</caption>
<graphic xlink:href="fenrg-14-1740021-g005.tif">
<alt-text content-type="machine-generated">Flowchart showing fault detection for multi-frequency impedance test of a converter valve. If all parameters are within range, no failure is experienced. If parameters exceed error range, three branches identify faults: damping circuit malfunction if R1, R2, C2 are beyond range, energy extraction circuit malfunction if R3 and C3 exceed range, and voltage equalization circuit malfunction if R4-1 and R4-n are outside range.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Case study analysis</title>
<sec id="s5-1">
<label>5.1</label>
<title>Parameter settings</title>
<p>To validate the effectiveness of the proposed multi-frequency comprehensive impedance testing method for converter valves based on fault tree analysis (FTA), a corresponding simulation model is established in MATLAB. The method is then applied to the thyristor-level impedance detection test of a converter valve in a high-voltage converter station. The equivalent circuit of the thyristor level for this type of converter valve is shown in <xref ref-type="fig" rid="F4">Figure 4</xref>, and the parameter settings are taken from <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Equivalent circuit diagram parameters of thyristor level converter valve.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Parameter</th>
<th align="center">Value</th>
<th align="center">Parameter</th>
<th align="center">Value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Voltage amplitude</td>
<td align="center">500 kV</td>
<td align="center">C<sub>2</sub>
</td>
<td align="center">4 &#x3bc;F</td>
</tr>
<tr>
<td align="center">R<sub>2</sub>
</td>
<td align="center">30&#x3a9;</td>
<td align="center">C<sub>3</sub>
</td>
<td align="center">0.6 &#x3bc;F</td>
</tr>
<tr>
<td align="center">R<sub>3</sub>
</td>
<td align="center">940&#x3a9;</td>
<td align="center">R<sub>dc1</sub>
</td>
<td align="center">51 k&#x3a9;</td>
</tr>
<tr>
<td align="center">C<sub>1</sub>
</td>
<td align="center">4 &#x3bc;F</td>
<td align="center">R<sub>dc2</sub>
</td>
<td align="center">51 k&#x3a9;</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s5-2">
<label>5.2</label>
<title>Comparative analysis of test results</title>
<p>The simulation model of the conventional converter-valve impedance testing method is shown in <xref ref-type="fig" rid="F6">Figure 6</xref>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Schematic diagram of the conventional impedance-test simulation model.</p>
</caption>
<graphic xlink:href="fenrg-14-1740021-g006.tif">
<alt-text content-type="machine-generated">Simulink diagram of an electrical circuit containing capacitors C1, C2, C3, resistors R2, R3, Rdc1, Rdc2, an AC voltage source, measurement blocks, and two oscilloscope displays labeled Scope1, with a discrete simulation time step setting shown.</alt-text>
</graphic>
</fig>
<p>Under DC conditions and AC conditions at frequencies of 50 Hz and 2000 Hz, simulations were performed using the conventional converter-valve impedance testing model. The resulting voltage and current waveforms are shown in <xref ref-type="fig" rid="F7">Figures 7</xref>&#x2013;<xref ref-type="fig" rid="F9">9</xref>.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Schematic diagram of the conventional impedance-test simulation model under DC conditions.</p>
</caption>
<graphic xlink:href="fenrg-14-1740021-g007.tif">
<alt-text content-type="machine-generated">Two side-by-side line graphs display voltage (U/V) versus time (t/s), each showing a horizontal blue line indicating constant voltage around five hundred thousand volts on the left and approximately five volts on the right with no variation.</alt-text>
</graphic>
</fig>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Schematic diagram of the conventional impedance-test simulation model at 50 Hz.</p>
</caption>
<graphic xlink:href="fenrg-14-1740021-g008.tif">
<alt-text content-type="machine-generated">Two side-by-side line charts show periodic waveforms from 0 to 1 second on the x-axes. The left plot displays voltage (UV) fluctuating between approximately minus 500,000 and plus 500,000, while the right plot shows current (IA) oscillating between minus 350 and plus 350. Both exhibit consistent, dense oscillations over time.</alt-text>
</graphic>
</fig>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Schematic diagram of the conventional impedance-test simulation model at 2000 Hz.</p>
</caption>
<graphic xlink:href="fenrg-14-1740021-g009.tif">
<alt-text content-type="machine-generated">Side-by-side line graphs show identical waveforms representing current (I) in amperes over time (t) in seconds, with both plots displaying periodic, jagged oscillations between approximately negative ten thousand and positive ten thousand amperes.</alt-text>
</graphic>
</fig>
<p>In <xref ref-type="fig" rid="F7">Figure 7</xref>, under the DC condition, the measured voltage is 500 kV and the current is approximately 4.9 A, from which the comprehensive impedance of the converter valve is calculated to be about 102 k&#x3a9;. In <xref ref-type="fig" rid="F8">Figure 8</xref>, under the 50 Hz condition, the voltage peak is 500 kV and the current peak is approximately 340 A, yielding a comprehensive impedance of about 1,470 &#x3a9;. In <xref ref-type="fig" rid="F9">Figure 9</xref>, under the 2,000 Hz condition, the voltage peak is 500 kV and the current peak is approximately 11 kA, corresponding to a comprehensive impedance of about 45 &#x3a9;. To better approximate practical test conditions, the lead impedance is estimated in terms of its order of magnitude. During testing, the injection device is connected to the converter valve using a copper conductor of approximately 3 m in length and 6 mm<sup>2</sup> in cross-sectional area. The resistivity of copper is <inline-formula id="inf38">
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<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
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<mml:mn>10</mml:mn>
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</mml:math>
</inline-formula>. Accordingly, the series resistance is estimated as <inline-formula id="inf39">
<mml:math id="m60">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>&#x3c9;</mml:mi>
</mml:msub>
<mml:mo>&#x2248;</mml:mo>
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</mml:math>
</inline-formula> 8 m <inline-formula id="inf40">
<mml:math id="m61">
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</mml:mrow>
</mml:math>
</inline-formula>, and the parasitic inductance is estimated as <inline-formula id="inf41">
<mml:math id="m62">
<mml:mrow>
<mml:msub>
<mml:mi>L</mml:mi>
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<mml:mi>&#x3bc;</mml:mi>
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</inline-formula>. At 50 Hz and 2000 Hz, the corresponding additional impedance is approximately <inline-formula id="inf43">
<mml:math id="m64">
<mml:mrow>
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<mml:mi>Z</mml:mi>
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</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf44">
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<mml:mfenced open="(" close=")" separators="&#x7c;">
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</mml:mfenced>
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<mml:mo>&#x2248;</mml:mo>
<mml:mn>0.008</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mi mathvariant="normal">j</mml:mi>
<mml:mn>0.00094</mml:mn>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
<p>Compared with the comprehensive impedances on the order of 1,470 &#x3a9; and 45 &#x3a9;, the relative magnitude error is less than 0.1%, which is far smaller than the component manufacturing tolerances and the measurement errors in field tests. Therefore, neglecting the influence of <inline-formula id="inf45">
<mml:math id="m66">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>&#x3c9;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
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<mml:math id="m67">
<mml:mrow>
<mml:msub>
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<mml:mi>&#x3c9;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in the equivalent circuit model and parameter identification method described above is reasonable. Meanwhile, the normal impedance ranges given below can be regarded as comprehensive results that already account for lead parasitics.</p>
<p>The standard threshold values for the thyristor-level impedance used in this study are taken from the design specifications provided by the converter-valve manufacturer. For this type of converter valve, the required normal impedance ranges of the thyristor level are 1,430&#x2013;1,510 &#x3a9; at 50 Hz and 39&#x2013;49 &#x3a9; at 2000 Hz.</p>
<p>To avoid treating the above normal ranges as purely empirical intervals, this paper performs a tolerance-stack analysis for the comprehensive impedance at 50 Hz and 2000 Hz based on the component parameters in <xref ref-type="table" rid="T1">Table 1</xref> and the corresponding manufacturing tolerances. Let <inline-formula id="inf47">
<mml:math id="m68">
<mml:mrow>
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<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>3</mml:mn>
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<mml:mi>R</mml:mi>
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</mml:msup>
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</inline-formula> denote the parameter vector of the internal RC network of the thyristor level. The impedance magnitude <inline-formula id="inf48">
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</mml:mrow>
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</mml:mrow>
</mml:math>
</inline-formula> is computed using the equivalent circuit established in <xref ref-type="sec" rid="s2-2">Section 2.2</xref> and <xref ref-type="disp-formula" rid="e2">Equations 2</xref>&#x2013;<xref ref-type="disp-formula" rid="e12">12</xref>. The manufacturing deviations of resistors and capacitors are set to &#xb1;5% and &#xb1;10%, respectively, namely, <inline-formula id="inf49">
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</inline-formula>
</p>
<p>where <inline-formula id="inf50">
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<mml:mo>,</mml:mo>
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</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> are random variables following uniform distributions. The lead impedance is included in the impedance calculation by fixing the values obtained in Chapter 4, namely, <inline-formula id="inf51">
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</inline-formula> 8 m <inline-formula id="inf52">
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</inline-formula> and <inline-formula id="inf53">
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</inline-formula> 3<inline-formula id="inf54">
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</inline-formula>.</p>
<p>On this basis, a Monte Carlo method is used for tolerance-stack analysis. In each trial, a parameter sample <inline-formula id="inf55">
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</inline-formula> is randomly generated and substituted into the equivalent circuit model to compute the impedance magnitudes at 50 Hz and 2000 Hz, denoted as <inline-formula id="inf56">
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<mml:mtext>and</mml:mtext>
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<mml:mrow>
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<mml:mrow>
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</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>. Repeating this procedure N &#x3d; 1,000 times yields a set of impedance samples <inline-formula id="inf57">
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<mml:mrow>
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</inline-formula> at each frequency point, based on which the mean <inline-formula id="inf58">
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</inline-formula> and standard deviation <inline-formula id="inf59">
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</inline-formula> are computed as<disp-formula id="equ1">
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</p>
<p>The acceptance band is defined as <inline-formula id="inf60">
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<mml:mo>,</mml:mo>
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</mml:math>
</inline-formula> which corresponds to an approximately 99% confidence interval for the impedance of a healthy converter valve. The results show that the normal impedance range is approximately 1,430&#x2013;1,510 &#x3a9; at 50 Hz and 39&#x2013;49 &#x3a9; at 2000 Hz, which is highly consistent with the manufacturer&#x2019;s specified design indices. Therefore, this paper adopts 1,430&#x2013;1,510 &#x3a9; (50 Hz) and 39&#x2013;49 &#x3a9; (2000 Hz) as the acceptance bands for evaluating whether the thyristor-level impedance is normal. Comparing the calculated results with the above standard values indicates that the measured overall impedance of the tested converter valve is within the normal range. It should be noted, however, that the conventional converter-valve impedance testing method can only determine whether the overall valve is faulty, and it is difficult to further detect and localize faults to individual components in each internal branch.</p>
<p>In the fault tree analysis and multi-frequency comprehensive impedance testing method adopted in this paper, the resistors R<sub>dc1</sub> and R<sub>dc2</sub> in the converter-valve voltage-sharing circuit are connected in series in the same branch and have identical characteristics. Therefore, during parameter identification they can be treated as a single unknown R<sub>dc</sub>, and the number of component parameters to be solved is reduced to six. As shown in <xref ref-type="fig" rid="F4">Figure 4</xref>, six excitation voltages at different frequencies are applied, namely, 50 Hz, 150 Hz, 400 Hz, 800 Hz, 1,500 Hz, and 2000 Hz, yielding six sets of active power and reactive power measurements. The corresponding values are listed in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Active and reactive power values at different frequencies.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Frequency(Hz)</th>
<th align="center">Active power P (W)</th>
<th align="center">Reactive power Q (var)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">50</td>
<td align="center">0.272</td>
<td align="center">0.00014</td>
</tr>
<tr>
<td align="center">150</td>
<td align="center">1.567</td>
<td align="center">0.00248</td>
</tr>
<tr>
<td align="center">400</td>
<td align="center">8.580</td>
<td align="center">0.03970</td>
</tr>
<tr>
<td align="center">800<break/>1,500<break/>2000</td>
<td align="center">29.901<break/>68.826<break/>124.580</td>
<td align="center">0.27082<break/>1.19051<break/>2.39951</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Based on the obtained active and reactive power values, and using the algorithm described above, the resistance and capacitance parameters in the converter-valve damping circuit, power-tapping circuit, and voltage-sharing circuit are identified in the MATLAB simulation environment. The final estimated resistance and capacitance parameters are listed in <xref ref-type="table" rid="T3">Table 3</xref>.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Calculated component parameters of the converter valve.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Component</th>
<th align="center">Rated value</th>
<th align="center">Calculated value</th>
<th align="center">Error</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">R<sub>2</sub>
</td>
<td align="center">30&#x3a9;</td>
<td align="center">29.985&#x3a9;</td>
<td align="center">0.05%</td>
</tr>
<tr>
<td align="center">R<sub>3</sub>
</td>
<td align="center">940&#x3a9;</td>
<td align="center">941.063&#x3a9;</td>
<td align="center">0.11%</td>
</tr>
<tr>
<td align="center">C<sub>1</sub>
</td>
<td align="center">4 &#x3bc;F</td>
<td align="center">4.0005 &#x3bc;F</td>
<td align="center">0.0125%</td>
</tr>
<tr>
<td align="center">C<sub>2</sub>
<break/>C<sub>3</sub>
<break/>R<sub>dc</sub>
</td>
<td align="center">4 &#x3bc;F<break/>0.6 &#x3bc;F<break/>102 k&#x3a9;</td>
<td align="center">3.9945 &#x3bc;F<break/>0.5991 &#x3bc;F<break/>102.136 k&#x3a9;</td>
<td align="center">0.1375%<break/>0.15%<break/>0.13%</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>On the basis of the above case study under noise-free conditions, further simulations are conducted to analyze the impact of measurement noise on parameter identification accuracy. Random noise is superimposed on the multi-frequency active and reactive power data in <xref ref-type="table" rid="T2">Table 2</xref>. Assuming that the relative accuracy of the measurement instrument is 0.5%&#x2013;1%, the active power and reactive power at each frequency point are modeled as <inline-formula id="inf61">
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</mml:mrow>
</mml:msub>
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</inline-formula> are zero-mean Gaussian noises. The standard deviations are set as <inline-formula id="inf64">
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<mml:math id="m88">
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</inline-formula> is taken as 0.5% and 1%. For each noise level, 200 groups of noisy power data are randomly generated and substituted into the multi-objective optimization model in <xref ref-type="sec" rid="s3-1">Section 3.1</xref> for parameter identification. The relative root mean square error (RMSE) of each component parameter is then calculated. The simulation results are presented in <xref ref-type="table" rid="T4">Table 4</xref>.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Component parameter identification errors under different noise levels.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Component</th>
<th align="center">Manufacturing tolerance</th>
<th align="center">Error (noise-free)</th>
<th align="center">RMSE at 0.5% noise</th>
<th align="center">RMSE at 1% noise</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">R<sub>2</sub>
</td>
<td align="center">&#xb1;5%</td>
<td align="center">0.05%</td>
<td align="center">0.31%</td>
<td align="center">0.68%</td>
</tr>
<tr>
<td align="center">R<sub>3</sub>
</td>
<td align="center">&#xb1;5%</td>
<td align="center">0.11%</td>
<td align="center">0.35%</td>
<td align="center">0.74%</td>
</tr>
<tr>
<td align="center">C<sub>1</sub>
</td>
<td align="center">&#xb1;10%</td>
<td align="center">0.0125%</td>
<td align="center">0.22%</td>
<td align="center">0.49%</td>
</tr>
<tr>
<td align="center">C<sub>2</sub>
<break/>C<sub>3</sub>
<break/>R<sub>dc</sub>
</td>
<td align="center">&#xb1;10%<break/>&#xb1;10%<break/>&#xb1;5%</td>
<td align="center">0.1375%<break/>0.082%<break/>0.13%</td>
<td align="center">0.41%<break/>0.36%<break/>0.40%</td>
<td align="center">0.88%<break/>0.79%<break/>0.85%</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Based on the identified component parameters of the converter valve, the corresponding errors are all within the specified limits. When the measurement noise level is 0.5%, the identification RMSE of all components is below 0.5%. Even when the noise increases to 1%, the identification errors of all components remain controlled at around 1%, which is significantly smaller than their manufacturing tolerances (resistors &#xb1;5% and capacitors &#xb1;10%). Therefore, the parameter estimation and fault criteria based on multi-frequency power data exhibit good robustness under typical measurement noise levels, and they meet the requirements of electrical engineering applications. These results indicate that the proposed multi-frequency comprehensive impedance testing method for converter valves can rapidly detect faults of individual internal components without disconnecting electrical wiring. In contrast, conventional fault detection based on overall converter-valve impedance is mainly used to determine open-circuit and short-circuit conditions in the internal branches, and it cannot accurately diagnose faults at the component level. The traditional approach of disconnecting internal wiring and measuring components with dedicated instruments is labor-intensive, may damage the circuit, and involves safety risks. By integrating the multi-frequency comprehensive impedance testing method with a fault tree analysis (FTA) model, the proposed approach can effectively identify faults in components of the internal damping circuit, voltage-sharing circuit, and power-tapping circuit, enabling comprehensive diagnosis of converter-valve faults and reducing the likelihood of false alarms and missed detections.</p>
<p>To verify the engineering feasibility of the proposed method, a dedicated device for converter-valve comprehensive impedance testing was developed. Its physical structure is shown in <xref ref-type="fig" rid="F10">Figure 10</xref>. The device adopts an integrated portable enclosure design. The upper section contains the signal injection module and an isolation transformer, while the lower section houses the control and measurement board modules. The front panel provides a power switch, range and operating-mode selectors, communication and safety-ground terminals, and an observation window, facilitating rapid wiring and status inspection by maintenance personnel in the valve hall. <xref ref-type="fig" rid="F11">Figure 11</xref> presents photographs of the internal structure of the device.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Photograph of the developed test device.</p>
</caption>
<graphic xlink:href="fenrg-14-1740021-g010.tif">
<alt-text content-type="machine-generated">Control panel with metal faceplate featuring multiple black buttons, switches, circular green lights, and a small electronic display. Central transparent window reveals internal electronic components. Equipment rests on a tiled floor near a black and yellow hazard stripe.</alt-text>
</graphic>
</fig>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Internal photograph of the test device.</p>
</caption>
<graphic xlink:href="fenrg-14-1740021-g011.tif">
<alt-text content-type="machine-generated">First panel shows an industrial control enclosure containing a power transformer and stacked circuit boards with various connectors and wiring. Second panel presents a green printed circuit board with relays, capacitors, and white wire connections. Third panel displays a different printed circuit board with integrated circuits, capacitors, and multiple ports on a static-resistant mat.</alt-text>
</graphic>
</fig>
<p>An on-site application test was carried out in the valve hall of a converter station in an HVDC project, as shown in <xref ref-type="fig" rid="F12">Figure 12</xref>. The entire test was completed under the premise that the converter valve remained fully wired, and no internal connections were disconnected. Only closing the grounding switch in the valve hall was required, after which the measurements at each frequency point were performed sequentially following the procedure proposed in this paper. The field test results show that the device operated stably, and the measured results are consistent with the simulation analysis presented above. The proposed approach meets the engineering accuracy requirements for converter-valve fault detection and condition assessment, and it provides a basis for further deployment in more converter stations.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Photograph of the on-site test setup.</p>
</caption>
<graphic xlink:href="fenrg-14-1740021-g012.tif">
<alt-text content-type="machine-generated">Electrical testing equipment, including a laptop, oscilloscope, and analyzer, arranged on the floor inside an industrial facility with high-voltage components separated by a red-and-white safety barrier and insulated wiring visible.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s6">
<label>6</label>
<title>Conclusion</title>
<p>This paper addresses the problem that the thyristor-level damping, grading/equalizing, and power-supply/energy-harvesting circuits in converter valves contain numerous components and exhibit complex structures, while conventional whole-valve impedance tests are largely limited to qualitative judgement and cannot achieve component-level fault localization. To this end, a converter-valve fault detection method is proposed that combines fault tree analysis (FTA) with multi-frequency comprehensive impedance testing. The method establishes a multi-frequency equivalent model for the thyristor-level auxiliary circuits. By injecting multi-frequency small signals across the thyristor level and acquiring multi-frequency active and reactive power data, a multi-objective optimization model with regularization and bounded parameter constraints is formulated, enabling joint identification and accurate estimation of key resistance and capacitance parameters. The resulting parameter deviations are then incorporated into the converter-valve fault tree model, refining &#x201c;overall impedance characteristic changes&#x201d; into &#x201c;specific branch/component parameter changes&#x201d; and forming a structured diagnostic path that takes test measurements as inputs, parameter deviations as intermediate links, and fault modes as outputs. In this way, the interpretability and traceability of the diagnostic results are enhanced, and the risks of misdiagnosis and missed detection associated with whole-valve impedance testing in fault localization are reduced. Based on the established modeling, identification, and diagnostic procedure, this work develops a fault detection and localization methodology for thyristor-level auxiliary circuits of converter valves. It can be used to identify and discriminate degradations/abnormalities of key branch parameters, providing more targeted technical support for on-site maintenance and condition assessment, and helping reduce unnecessary disassembly while improving fault localization efficiency. Future work will further integrate the test platform and field operating conditions for more extensive experimental validation, and conduct engineering-oriented studies on key aspects such as small-signal injection and anti-interference measurement chains under strong electromagnetic environments, adaptive optimization of test frequency points and diagnostic criteria, and standardization of the procedure for field applications, so as to enhance the applicability and scalability of the proposed method.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<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 sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>XM: Writing &#x2013; original draft. HZ: Writing &#x2013; original draft. KC: Writing &#x2013; original draft. BZ: Writing &#x2013; original draft. WL: Writing &#x2013; review and editing. ZL: Writing &#x2013; review and editing. YuL: Writing &#x2013; review and editing. ZX: Writing &#x2013; review and editing. YoL: Writing &#x2013; review and editing. JZ: Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>Authors XM, HZ, BZ, WL, ZL, YuL, ZX, and YoL were employed by State Grid Jiangsu Electric Power Company Limited Construction Branch.</p>
<p>The remaining author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s11">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s12">
<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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<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3145912/overview">Pingyang Sun</ext-link>, UNSW, Australia</p>
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<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3278240/overview">Hanwen Zhang</ext-link>, University of Bath, United Kingdom</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3344779/overview">Zhiwei Shen</ext-link>, University of New South Wales, Australia</p>
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