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<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">1623678</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2025.1623678</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>Analysis of low-frequency oscillation characteristics and damping enhancement strategy for grid-forming PV with DC-voltage controller</article-title>
<alt-title alt-title-type="left-running-head">Kong 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.2025.1623678">10.3389/fenrg.2025.1623678</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kong</surname>
<given-names>Weikang</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/3055349/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Yongjun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Jun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Jie</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xia</surname>
<given-names>Jing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lei</surname>
<given-names>Linpeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>State Grid Xizang Electric Power Research Institute</institution>, <addr-line>Lhasa</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>State Grid Lasa Power Supply Company</institution>, <addr-line>Lhasa</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>State Grid Xizang Electric Power Company Limited</institution>, <addr-line>Lhasa</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/615262/overview">Kenneth E. Okedu</ext-link>, Melbourne Institute of Technology, Australia</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/1880536/overview">Kavita Singh</ext-link>, Affiliated to J C Bose University, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2071670/overview">Chaoran Zhuo</ext-link>, Xi&#x2019;an University of Technology, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Weikang Kong, <email>kongwk2025@163.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>07</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1623678</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Kong, Zhou, Li, Wu, Xia and Lei.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Kong, Zhou, Li, Wu, Xia and Lei</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>
<sec>
<title>Introduction</title>
<p>Grid-forming (GFM) converters with DC-voltage controller can emulate inertia and support frequency stability while maintaining a stable DC voltage, making this method well-suited for PV systems. However, the introduction of the DC voltage control loop exacerbates the issue of low-frequency oscillations in GFM converters. Although existing studies have identified negative resistance behavior through impedance analysis, t the overall impedance characteristics of the unit make it difficult to pinpoint the key sources of internal negative damping, posing challenges for the design of oscillation suppression strategies.</p>
</sec>
<sec>
<title>Methods</title>
<p>Building on this, by applying the damping torque method, this paper analyzes the components of damping torque and synchronizing torque in DC-voltage controller based GFM (DC-GFM) converter and the stability conditions of multi-converter systems. This provides a clear explanation of the underlying mechanism behind negative damping and the influence of control parameters.</p>
</sec>
<sec>
<title>Result</title>
<p>The analysis reveals that the negative damping originates from the integral parameters in the DC-voltage controller. Based on this insight, a damping enhancement strategy for multi-DC-GFM system is proposed. The simulation results validate the effectiveness of both the parameter analysis and the proposed strategy.</p>
</sec>
<sec>
<title>Discussion</title>
<p>Finally, the limitations of this paper and the future research directions are discussed.</p>
</sec>
</abstract>
<kwd-group>
<kwd>grid-forming converter</kwd>
<kwd>DC-voltage controller</kwd>
<kwd>low-frequency oscillation</kwd>
<kwd>damping torque method</kwd>
<kwd>lead-lag compensator</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>With the accelerating transition of power systems, renewable energy sources like photovoltaics (PVs) are making up a larger portion of the generation mix. However, because they are generally grid-connected via phase-locked loop&#x2013;based grid-following control, the inertia of the system is progressively reduced. Major blackout events in countries such as Australia and the UK have been confirmed to be closely related to the decline in system inertia caused by the large-scale integration of renewable energy sources (<xref ref-type="bibr" rid="B4">Commission, 2019</xref>; <xref ref-type="bibr" rid="B8">ESO, 2019</xref>). In contrast, grid-forming (GFM) converters, which autonomously establish voltage and frequency, are capable of providing inertia support and actively regulating the grid, and have received widespread attention from both academia and industry in recent years (<xref ref-type="bibr" rid="B19">Liu et al., 2016</xref>; <xref ref-type="bibr" rid="B18">Li M. et al., 2022</xref>; <xref ref-type="bibr" rid="B27">Wang et al., 2025</xref>; <xref ref-type="bibr" rid="B22">Rahman et al., 2024</xref>; <xref ref-type="bibr" rid="B13">Ji et al., 2024</xref>).</p>
<p>Currently, the main control strategies for GFM converters include droop control (<xref ref-type="bibr" rid="B9">Guerrero et al., 2011</xref>; <xref ref-type="bibr" rid="B25">Tayab et al., 2017</xref>), virtual synchronous generator (VSG) control (<xref ref-type="bibr" rid="B33">Zhong and Weiss, 2011</xref>; <xref ref-type="bibr" rid="B6">Driesen and Visscher, 2008</xref>; <xref ref-type="bibr" rid="B24">Su et al., 2025</xref>), virtual oscillator control (<xref ref-type="bibr" rid="B14">Johnson et al., 2014</xref>; <xref ref-type="bibr" rid="B5">Dhople et al., 2013</xref>), and DC-voltage controller based GFM (DC-GFM) control&#x2014;also known as matching control (<xref ref-type="bibr" rid="B10">Guo et al., 2021</xref>; <xref ref-type="bibr" rid="B31">Zhao et al., 2023a</xref>; <xref ref-type="bibr" rid="B15">Jouini et al., 2016</xref>; <xref ref-type="bibr" rid="B11">Hu et al., 2023</xref>). Both droop control and VSG control emulate the external characteristics of synchronous machines, and existing studies have shown that they are approximately equivalent in dynamic behavior (<xref ref-type="bibr" rid="B2">Arco and Suul, 2014</xref>). When these two control strategies are used to provide frequency support to the grid, a constant DC voltage and additional power reserve is typically required on the DC side. Therefore, when PV systems adopt either of these grid-forming control methods, they must operate below the maximum power point or incorporate energy storage, leading to resource underutilization or increased investment (<xref ref-type="bibr" rid="B12">Hui Liu et al., 2024</xref>). The virtual oscillator is implemented based on the principle of limit cycles in nonlinear systems (<xref ref-type="bibr" rid="B17">Li J. et al., 2022</xref>). Due to its complex implementation and lack of intuitive interpretability, its application in large power grids remains limited. In contrast, DC-GFM control provides inertia and frequency support to the system through the DC-side capacitance. It has low power reserve requirements for the grid-side source, and its synchronization mechanism is similar to that of synchronous machines, offering strong interpretability. This makes it particularly promising for renewable energy sources with power limitations, such as PV and wind power.</p>
<p>However, the establishment of the synchronization mechanism between the DC voltage and AC frequency also provides an additional channel for disturbances to transfer between the AC and DC sides, potentially leading to severe low-frequency oscillations (LFOs) in the system. In reference (<xref ref-type="bibr" rid="B31">Zhao et al., 2023a</xref>), the root locus of DC-GFM control without AC power feedback was analyzed, and the results showed that a pair of poles consistently appears in the low-frequency range of the right half-plane. In reference (<xref ref-type="bibr" rid="B10">Guo et al., 2021</xref>), the impedance characteristics of DC-GFM control under two different power feedback controls were analyzed, revealing that both controls exhibited a portion of negative resistance in the 2&#x2013;9 Hz range. In reference (<xref ref-type="bibr" rid="B20">Liu et al., 2025</xref>), it compared the stability of VSG control and DC-GFM control under different grid strengths, and the results indicated that the system using DC-GFM control may experience oscillatory instability under strong grid conditions. The above studies indicate that the LFO modes in DC-GFM control pose a risk of system instability. However, the related stability analyses are primarily based on the eigenvalue distribution or impedance characteristics of the overall system, making it difficult to clearly identify the mechanisms behind negative damping and to provide targeted guidance for the design of low-frequency oscillation suppression strategies.</p>
<p>To enhance the small-signal stability of DC-GFM control, some researchers have proposed several effective suppression strategies. In references (<xref ref-type="bibr" rid="B15">Jouini et al., 2016</xref>; <xref ref-type="bibr" rid="B3">Arghir and D&#xf6;rfler, 2020</xref>), parallel resistors are added at the DC capacitor to simulate converter switching losses, thereby improving the damping capability of the system. However, the presence of resistors results in unnecessary power loss, reducing the energy transmission efficiency. In reference (<xref ref-type="bibr" rid="B32">Zhao et al., 2023b</xref>), it proposes an oscillation damping strategy based on a notch filter, which enhances low-frequency damping by reshaping the gain of the power feedback loop. However, the damping ratio of the notch filter affects both synchronization and LFO mitigation, leading to a trade-off in parameter design. In reference (<xref ref-type="bibr" rid="B1">Ai et al., 2024</xref>), an equivalent damping strategy based on power feedback is introduced. The damping effect is achieved by leveraging the mismatch between the renewable generation and the output power of converter. Thus, the damping capability it provides is limited and may lead to reduced converter efficiency. A parameter alternating controller applicable to DC-GFM system was introduced in reference (<xref ref-type="bibr" rid="B26">Wang et al., 2020</xref>). Although it enhances the overall damping of system, it may fall short of delivering optimal damping for individual oscillation modes. In reference (<xref ref-type="bibr" rid="B31">Zhao et al., 2023a</xref>), a method based on feeding the q-axis voltage back into the frequency control loop was proposed. However, this control approach may introduce coupling between voltage and frequency dynamics.</p>
<p>Overall, existing research have made some progress in analyzing the stability of DC-GFM converters and in developing damping enhancement strategies; however, they primarily focus on single-converter systems. As a result, they fall short in revealing the stability mechanisms in multi-converter systems, and the applicability of proposed damping strategies in such systems remains uncertain. Based on this, this paper analyzes the LFOs in DC-GFM systems using the damping torque method. The main contributions are as follows.<list list-type="simple">
<list-item>
<p>a. The torque components in DC-GFM converters are analyzed, revealing the mechanism behind the generation of negative damping torque and how various control parameters influence it.</p>
</list-item>
<list-item>
<p>b. The stability mechanism of multiple DC-GFM converters parallel system is revealed: as long as the damping torque coefficient of each DC-GFM converter is positive, the entire system remains stable.</p>
</list-item>
<list-item>
<p>c. A damping enhancement strategy applicable to multi-DC-GFM systems is proposed. By introducing power feedback, additional damping torque is provided to compensate for the negative damping introduced by the DC voltage control, thereby improving the overall system stability.</p>
</list-item>
</list>
</p>
<p>The remainder of this paper is organized as follows: first, <xref ref-type="sec" rid="s2">Section 2</xref> presents a complete small-signal model of the system, and analyzes the influence of different control parameters on LFOs. <xref ref-type="sec" rid="s3">Section 3</xref> then analyzes the torque composition of the DC-GFM and derives the stability conditions for a multi-converter DC-GFM system. Based on this analysis, a damping enhancement strategy is proposed. In <xref ref-type="sec" rid="s4">Section 4</xref>, simulations are conducted to verify both the accuracy of the parameter analysis and the performance of the proposed approach. <xref ref-type="sec" rid="s5">Section 5</xref> outlines the applicability of this paper and highlights future research opportunities. <xref ref-type="sec" rid="s6">Section 6</xref> finally concludes the paper.</p>
</sec>
<sec id="s2">
<title>2 System modeling and analysis of parameter influence</title>
<sec id="s2-1">
<title>2.1 Small-signal model of DC-GFM system</title>
<p>
<xref ref-type="fig" rid="F1">Figure 1</xref> shows the topology and control block diagram of a grid-forming PV system based on DC-voltage controller (hereinafter referred to as the DC-GFM system). Here, <italic>P</italic>
<sub>
<italic>in</italic>
</sub> is the output power of the PV array, and <italic>P</italic>
<sub>
<italic>dc</italic>
</sub> is the power injected into the converter. <italic>C</italic>
<sub>
<italic>dc</italic>
</sub> denotes the DC-side capacitor. <italic>L</italic>
<sub>
<italic>f</italic>
</sub> and <italic>R</italic>
<sub>
<italic>f</italic>
</sub> represent the filter inductor and equivalent resistance, respectively; <italic>C</italic>
<sub>
<italic>f</italic>
</sub> is the filter capacitor; <italic>L</italic>
<sub>
<italic>g</italic>
</sub> and <italic>R</italic>
<sub>
<italic>g</italic>
</sub> correspond to the grid-side inductance and equivalent resistance. <italic>I</italic>
<sub>
<italic>f</italic>
</sub> denotes the current at the converter port, while <italic>I</italic>
<sub>
<italic>o</italic>
</sub> and <italic>V</italic>
<sub>
<italic>o</italic>
</sub> represent the output current and voltage of the converter, respectively. The converter employs a DC-GFM control strategy, which mainly includes a DC voltage control loop, active power control loop, reactive power control loop, and a dual-loop control for voltage and current. <italic>V</italic>
<sub>
<italic>dcref</italic>
</sub> denotes the reference voltage on the DC side; <italic>P</italic>
<sub>0</sub> and <italic>Q</italic>
<sub>0</sub> are the reference active and reactive power outputs of the converter; <italic>V</italic>
<sub>
<italic>ref</italic>
</sub> and <italic>&#x3c9;</italic>
<sub>0</sub> represent the rated output voltage and frequency, respectively. <italic>P</italic>
<sub>e</sub> and <italic>Q</italic>
<sub>
<italic>e</italic>
</sub> represent the active and reactive power outputs of the converter, respectively, while <italic>&#x3c9;</italic> and <italic>&#x3b8;</italic> denote the angular frequency and voltage phase angle at the converter output.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The schematic diagram of DC-GFM system.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g001.tif">
<alt-text content-type="machine-generated">Diagram illustrating a DC-voltage controller-based grid-forming converter (GFM) control strategy. It features a solar input, DC/AC converter, and filter, connecting to an external grid. The lower section details control strategies, including DC-voltage control, active power control, and reactive power control, using PI controllers, PWM modulation, and other components.</alt-text>
</graphic>
</fig>
<p>Based on the power balance on the DC side, the dynamic of the DC voltage can be derived as:<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<p>Assuming the PV operates under maximum power point tracking and irradiance and temperature remain constant, the output power of the PV array <italic>P</italic>
<sub>
<italic>in</italic>
</sub> is steady. By expressing the variables in <xref ref-type="disp-formula" rid="e1">Equation 1</xref> as the sum of their steady-state and perturbation components, the following expression can be obtained:<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>By eliminating the steady-state and higher-order perturbation components, the resulting relationship between the DC voltage and the DC output power is:<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
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</mml:math>
<label>(3)</label>
</disp-formula>
</p>
<p>By neglecting the power losses in the converter, <italic>P</italic>
<sub>
<italic>dc</italic>
</sub> in <xref ref-type="disp-formula" rid="e3">Equation 3</xref> can be substituted with the output power of the converter <italic>P</italic>
<sub>
<italic>e</italic>
</sub>. The voltage and current dynamics across the LCL filter are given by:<disp-formula id="e4">
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<label>(4)</label>
</disp-formula>
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<label>(5)</label>
</disp-formula>
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<label>(6)</label>
</disp-formula>
</p>
<p>Therefore, based on <xref ref-type="disp-formula" rid="e4">Equations 4</xref>&#x2013;<xref ref-type="disp-formula" rid="e6">6</xref>, the output power of the converter can be derived using the instantaneous power theory as:<disp-formula id="e7">
<mml:math id="m7">
<mml:mrow>
<mml:mfenced open="{" close="" separators="|">
<mml:mrow>
<mml:mtable columnalign="left">
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</mml:math>
<label>(7)</label>
</disp-formula>
</p>
<p>In DC-GFM, the DC voltage control loop maintains a constant DC voltage via a PI controller. Its control equation is given by:<disp-formula id="e8">
<mml:math id="m8">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
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</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>Here, <italic>P</italic>
<sub>
<italic>dcref</italic>
</sub> is the output of the DC voltage control loop and serves as the reference input for the active power control loop. The active power control loop employs a proportional controller to regulate the output active power of converter and establish its frequency. The control equation is given by:<disp-formula id="e9">
<mml:math id="m9">
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
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<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
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<mml:mo>&#x2b;</mml:mo>
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</mml:msub>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>Here, <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> is the proportional gain of the active power control loop. The reactive power control loop adjusts the output reactive power of the converter and establishes the AC voltage. Its control equation is:<disp-formula id="e10">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
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<mml:mo>&#x3d;</mml:mo>
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</mml:math>
<label>(10)</label>
</disp-formula>
</p>
<p>Subsequently, the output of the reactive power control loop is used as the input to the voltage and current control loop for rapid tracking of the grid-side voltage and current variations. Since the time scale of the voltage and current control loop is typically much faster than that of the power control loop, the dynamics of the voltage and current control loop can be neglected when studying the power-frequency dominated LFO issue (<xref ref-type="bibr" rid="B21">Qu et al., 2021</xref>). Therefore, the state space formed by <xref ref-type="disp-formula" rid="e1">Equations 1</xref>&#x2013;<xref ref-type="disp-formula" rid="e10">10</xref> can provide a detailed description of the system dynamics when low-frequency disturbances occur in the grid, namely,:<disp-formula id="e11">
<mml:math id="m11">
<mml:mrow>
<mml:mfenced open="{" close="" separators="|">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>X</mml:mi>
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<mml:mrow>
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<mml:mo>&#x3d;</mml:mo>
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<mml:mrow>
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<mml:mi>y</mml:mi>
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</mml:msub>
<mml:mo>&#x2b;</mml:mo>
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</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>y</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>C</mml:mi>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>y</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>D</mml:mi>
<mml:mi>U</mml:mi>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>Where <italic>X</italic>
<sub>
<italic>sys</italic>
</sub> is the state variable matrix of the state space, <italic>U</italic> and <italic>Y</italic>
<sub>
<italic>sys</italic>
</sub> represent the input and output matrices, respectively. <italic>A</italic>, <italic>B</italic>, <italic>C</italic> and <italic>D</italic> are the corresponding state-space matrices. <xref ref-type="fig" rid="F2">Figure 2</xref> presents the waveforms obtained from the theoretical model based on <xref ref-type="disp-formula" rid="e11">Equation 11</xref> and the hardware-in-the-loop experiment, under a 0.4 MW load disturbance on the grid side occurring at 8 s. The close agreement between the two curves confirms the reliability of the developed state-space model.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Comparison between the theoretical and simulation models.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g002.tif">
<alt-text content-type="machine-generated">Graph showing power \( P_e \) in megawatts on the y-axis against time in seconds on the x-axis from 8 to 8.5 seconds. A blue line represents the theoretical model, and a red dashed line represents the experimental waveform, both peaking near 8 seconds followed by oscillations, then stabilizing around 4 megawatts.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Analysis of parameter impact and associated stability risks</title>
<p>To investigate how control parameters affect LFOs in the DC-GFM system, root locus diagrams corresponding to parameter variations are plotted based on <xref ref-type="disp-formula" rid="e11">Equation 11</xref>. <xref ref-type="fig" rid="F3">Figures 3</xref>&#x2013;<xref ref-type="fig" rid="F5">5</xref> respectively show how the root locus of the LFO mode evolves with increasing proportional gain <italic>k</italic>
<sub>
<italic>p</italic>
</sub> and integral gain <italic>k</italic>
<sub>
<italic>i</italic>
</sub> of the DC voltage control loop, and the proportional gain <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> of the active power control loop. As shown in <xref ref-type="fig" rid="F3">Figure 3</xref>, as <italic>k</italic>
<sub>
<italic>p</italic>
</sub> increases, the imaginary part of the eigenvalue corresponding to the LFO mode increases steadily, while the real part first increases and then decreases. The magnitude of change in the imaginary part is significantly greater than that of the real part, indicating that increasing <italic>k</italic>
<sub>
<italic>p</italic>
</sub> has limited impact on the duration of LFOs under the same disturbance, but it does result in a higher oscillation frequency.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Root locus plot of the variation in the <italic>k</italic>
<sub>
<italic>p</italic>
</sub> parameter.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g003.tif">
<alt-text content-type="machine-generated">Root locus plot illustrating the effect of increasing \(k_p\) on a control system. The plot shows loci in blue and purple along the real and imaginary axes, with arrows indicating the direction of increasing \(k_p\). The horizontal axis represents the real part, while the vertical axis represents the imaginary part. Dotted lines indicate contour lines with numerical values for reference.</alt-text>
</graphic>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Root locus plot of the variation in the <italic>k</italic>
<sub>
<italic>i</italic>
</sub> parameter.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g004.tif">
<alt-text content-type="machine-generated">Plot showing the Nyquist stability diagram with real values on the horizontal axis and imaginary values on the vertical axis. Dotted lines indicate constant magnitudes and phase angles. Colored crosses in turquoise and purple indicate increasing \( k_i \) values, moving horizontally in both positive and negative imaginary directions. Arrows labeled &#x201C;Increase \( k_i \)&#x201D; show the direction of increasing \( k_i \).</alt-text>
</graphic>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Root locus plot of the variation in the <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> parameter.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g005.tif">
<alt-text content-type="machine-generated">Root locus plot showing complex plane with real and imaginary axes. Paths of varying colors indicate changes in \( k_{pf} \), moving from right to left with a labeled arrow. Dotted lines represent constant damping ratios and natural frequency contours.</alt-text>
</graphic>
</fig>
<p>As shown in <xref ref-type="fig" rid="F4">Figure 4</xref>, when <italic>k</italic>
<sub>
<italic>i</italic>
</sub> is gradually increased, the imaginary part of the eigenvalue corresponding to the LFO mode remains nearly unchanged, while the real part decreases significantly. This indicates that for a given disturbance, increasing <italic>k</italic>
<sub>
<italic>i</italic>
</sub> has little effect on the oscillation frequency but noticeably extends the duration of oscillations. Moreover, if <italic>k</italic>
<sub>
<italic>i</italic>
</sub> becomes too large, the eigenvalue may cross the imaginary axis into the right-half plane, potentially causing system instability.</p>
<p>In contrast, as shown in <xref ref-type="fig" rid="F5">Figure 5</xref>, with the gradual increase of <italic>k</italic>
<sub>
<italic>pf</italic>
</sub>, both the real and imaginary parts of the eigenvalue corresponding to the LFO mode increase, leading to an enhanced damping ratio. This indicates that under a disturbance, increasing <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> raises the oscillation frequency while significantly reducing the oscillation duration.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Identification of negative damping components and strategies for enhancing damping torque</title>
<sec id="s3-1">
<title>3.1 Torque components in DC-GFM systems</title>
<p>As shown in the analysis of <xref ref-type="sec" rid="s2">Section 2</xref>, an excessively large <italic>k</italic>
<sub>
<italic>i</italic>
</sub> or a too-small <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> can compromise system stability under DC-GFM control. Although tuning these parameters can improve the damping of LFO mode, they often affect other aspects of system performance&#x2014;for example, a small <italic>k</italic>
<sub>
<italic>i</italic>
</sub> may result in slow DC voltage regulation. An effective approach is to introduce an additional control loop to the existing control structure, providing the system with extra degrees of freedom. However, although the root locus-based parameters analysis can comprehensively reveal the evolution of system poles, it heavily relies on model parameters and falls short of uncovering the underlying mechanism of negative damping, thus making the design of supplementary control loops more challenging.</p>
<p>The damping torque method, based on classical control theory and the decomposition of the torque acting on the motion of generator rotor, quantifies the damping capability of synchronous generators. It is widely used in LFO risk assessment in traditional power systems. It provides clear physical insight into the occurrence of weak or negative damping modes, thereby guiding control design for oscillation suppression. Based on this, the damping torque method is employed in this paper to analyze the sources of negative damping in DC-GFM systems. In high-voltage grids, the grid impedance is primarily inductive, resulting in a decoupling of active and reactive power. Under this condition, the active power can be expressed by the power flow equation as follows:<disp-formula id="e12">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>o</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mfrac>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>
</p>
<p>Here, <italic>&#x3b4;</italic> represents the phase angle difference between the converter output voltage and the grid voltage. By linearizing <xref ref-type="disp-formula" rid="e12">Equation 12</xref>, we can obtain:<disp-formula id="e13">
<mml:math id="m13">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>o</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mfrac>
<mml:mo>&#x394;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#x394;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
</mml:mrow>
</mml:math>
<label>(13)</label>
</disp-formula>
</p>
<p>Here, <italic>K</italic>
<sub>
<italic>s</italic>
</sub> denotes the power synchronization coefficient of the converter, which reflects the power transfer limit of the DC-GFM system. Accordingly, by combining <xref ref-type="disp-formula" rid="e3">Equations 3</xref>, <xref ref-type="disp-formula" rid="e8">8</xref>, <xref ref-type="disp-formula" rid="e9">9</xref> and <xref ref-type="disp-formula" rid="e13">13</xref>, the power&#x2013;frequency transfer function block diagram of the system is shown in <xref ref-type="fig" rid="F6">Figure 6</xref>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>The block diagram of power-frequency transfer function.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g006.tif">
<alt-text content-type="machine-generated">Block diagram of a control system featuring several components and connections. Inputs include \( P_0 \) and \( \omega_g \), with outputs like \( \Delta P_e \) and \( \Delta V_{dc} \). Key components include proportional control \( K_{pf} \), integrals like \( 1/s \), and gain \( K_s \). Terms \( k_p &#x2b; k_i/s \) and \(-1/(sC_{dc}V_{dc0}) \) contribute to system feedback. Signals like \( V_{dcref} \) influence intermediate stages. Arrows indicate signal flow direction.</alt-text>
</graphic>
</fig>
<p>When the reference values remain unchanged, the power angle dynamics of the DC-GFM system can be derived from <xref ref-type="fig" rid="F6">Figure 6</xref> as follows:<disp-formula id="e14">
<mml:math id="m14">
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mo>&#x394;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>s</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#x394;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
<label>(14)</label>
</disp-formula>
</p>
<p>Multiplying <xref ref-type="disp-formula" rid="e14">Equation 14</xref> on both sides by the Laplace operator <italic>s</italic> leads to:<disp-formula id="e15">
<mml:math id="m15">
<mml:mrow>
<mml:msup>
<mml:mi>s</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x394;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:munder>
<mml:munder>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>s</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo stretchy="true">&#x23df;</mml:mo>
</mml:munder>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
</mml:munder>
<mml:mi>s</mml:mi>
<mml:mo>&#x394;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:munder>
<mml:munder>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo stretchy="true">&#x23df;</mml:mo>
</mml:munder>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
</mml:munder>
<mml:mo>&#x394;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
<label>(15)</label>
</disp-formula>
</p>
<p>According to the Phillips model, the power angle dynamics of a synchronous generator can be described as follows (<xref ref-type="bibr" rid="B7">Du and Wang, 2015</xref>):<disp-formula id="e16">
<mml:math id="m16">
<mml:mrow>
<mml:msup>
<mml:mi>s</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x394;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>M</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mi>s</mml:mi>
<mml:mo>&#x394;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mi>M</mml:mi>
</mml:mfrac>
<mml:mo>&#x394;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
<label>(16)</label>
</disp-formula>
</p>
<p>Here, the term <italic>D</italic>/<italic>M</italic>, which is associated with frequency, represents the damping torque that affects the ability of system to dampen the LFO. Its physical meaning is clear: it is a force (torque) proportional to velocity (angular velocity), acting as a resistive force (torque) against motion (angular displacement), thereby providing damping. The term <italic>&#x3c9;</italic>
<sub>0<italic>K</italic>1</sub>/<italic>M</italic>, which relates to the power angle, represents the synchronizing torque that determines the ability of units to maintain synchronism. It primarily influences the oscillation frequency of the output power [19]. Therefore, by comparing <xref ref-type="disp-formula" rid="e15">Equations 15</xref>, <xref ref-type="disp-formula" rid="e16">16</xref>, it can be observed that <italic>T</italic>
<sub>
<italic>&#x1d05;</italic>
</sub> is the key factor determining the damping capability of LFOs in DC-GFM systems. When a LFO mode with frequency <italic>&#x3c9;</italic>
<sub>
<italic>r</italic>
</sub> exists in the system, setting s &#x3d; <italic>j&#x3c9;</italic>
<sub>
<italic>r</italic>
</sub> yields <italic>T</italic>
<sub>
<italic>&#x1d05;</italic>
</sub> as:<disp-formula id="e17">
<mml:math id="m17">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:munder>
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:munder>
<mml:mo>&#x2212;</mml:mo>
<mml:munder>
<mml:munder>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo stretchy="true">&#x23df;</mml:mo>
</mml:munder>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:munder>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(17)</label>
</disp-formula>
</p>
<p>
<xref ref-type="fig" rid="F7">Figure 7</xref> shows the torque diagram of the DC-GFM system, where <italic>T</italic>
<sub>
<italic>DVC</italic>
</sub> represents the equivalent torque generated by the DC voltage control loop. It can be seen that <italic>T</italic>
<sub>
<italic>D</italic>1</sub>, formed by component <italic>k</italic>
<sub>
<italic>pf</italic>
</sub>
<italic>K</italic>
<sub>
<italic>s</italic>
</sub>, provides positive damping torque to the system, while <italic>T</italic>
<sub>
<italic>D</italic>2</sub>, involving the <italic>k</italic>
<sub>
<italic>i</italic>
</sub> parameter, introduces negative damping torque. When the system damping is positive, an increase in the <italic>k</italic>
<sub>
<italic>i</italic>
</sub> parameter and a decrease in <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> will gradually reduce the damping of the LFO mode, making the oscillations more pronounced. Therefore, as discussed in <xref ref-type="sec" rid="s2">Section 2</xref>, increasing the <italic>k</italic>
<sub>
<italic>i</italic>
</sub> parameter leads to a decrease in the real part of the LFO mode, while increasing <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> results in an increase in the real part. Meanwhile, in <xref ref-type="disp-formula" rid="e15">Equation 15</xref>, <italic>T</italic>
<sub>
<italic>s</italic>
</sub> primarily influences the oscillation frequency of the DC-GFM system. As <italic>k</italic>
<sub>
<italic>p</italic>
</sub> and <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> increase, <italic>T</italic>
<sub>
<italic>s</italic>
</sub> also increases, leading to a higher oscillation frequency. Therefore, in <xref ref-type="sec" rid="s2">Section 2</xref>, as the <italic>k</italic>
<sub>
<italic>p</italic>
</sub> and <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> parameters increase, the imaginary part of the LFO mode gradually increases.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Torque schematic in a DC-GFM system.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g007.tif">
<alt-text content-type="machine-generated">Graph showing vectors in two-dimensional space with axes labeled &#x394;&#x3C9; (vertical) and &#x394;&#x3B4; (horizontal). Vectors labeled \( T_{D1} \), \( T_{D2} \), \( T_D \), \( T_S \), and \( T_{DVC} \) are differently colored, indicating different components and relationships among dynamic variables.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Stability analysis of multi-unit system</title>
<p>As shown in <xref ref-type="fig" rid="F8">Figure 8</xref>, <italic>n</italic> DC-GFM units operate in parallel, where the output power of GFM_<italic>i</italic> (<italic>i</italic> &#x3d; 1, 2, &#x2026;, <italic>n</italic>) is denoted by <italic>P</italic>
<sub>
<italic>i</italic>
</sub>. The power-frequency transfer relationship at the point of common coupling (PCC) for each GFM_<italic>i</italic> is given by:<disp-formula id="e18">
<mml:math id="m18">
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(18)</label>
</disp-formula>
</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Schematic diagram of a multi-unit parallel system.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g008.tif">
<alt-text content-type="machine-generated">Diagram illustrating a grid-forming converter system. Multiple grid-forming modules (GFM_1, GFM_2, and GFM_n) are connected to a common coupling point (PCC) via inductors (L_g) and resistors (R_g). Each module includes a DC/AC converter. Power flows (P_1, P_2, P_n) are directed towards the PCC. The system connects to an external grid through additional inductors (L_grid) and resistors (R_grid), with power flow (P_L) towards the grid.</alt-text>
</graphic>
</fig>
<p>For simplicity, the analysis begins with the case of <italic>n</italic> &#x3d; 2. When a power disturbance <italic>P</italic>
<sub>
<italic>L</italic>
</sub> occurs on the grid side, the power balance at the PCC can be expressed as <xref ref-type="disp-formula" rid="e19">Equation 19</xref>:<disp-formula id="e19">
<mml:math id="m19">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(19)</label>
</disp-formula>
</p>
<p>Therefore, the power&#x2013;frequency relationship at the PCC can be derived as <xref ref-type="disp-formula" rid="e23">Equation 23</xref>:<disp-formula id="e20">
<mml:math id="m20">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(20)</label>
</disp-formula>
</p>
<p>
<xref ref-type="disp-formula" rid="e20">Equation 20</xref> can be interpreted as the closed-loop transfer function of a negative feedback system, as shown in <xref ref-type="fig" rid="F9">Figure 9</xref>, where the feedforward gain is <italic>G</italic>
<sub>2</sub>(s)<sup>&#x2212;1</sup> and the feedback gain is <italic>G</italic>
<sub>1</sub>(s). Therefore, <italic>G</italic>
<sub>1</sub>(s)/<italic>G</italic>
<sub>2</sub>(s) represents the open-loop transfer function of the system. According to the Nyquist stability criterion, the system shown in <xref ref-type="fig" rid="F9">Figure 9</xref> remains stable as long as the condition in <xref ref-type="disp-formula" rid="e21">Equation 21</xref> is satisfied, ensuring a positive phase margin.<disp-formula id="e21">
<mml:math id="m21">
<mml:mrow>
<mml:mo>&#x2200;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
<mml:mo>&#x2208;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x221e;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
<mml:mi>arg</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2208;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3c0;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c0;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(21)</label>
</disp-formula>
</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Equivalent negative feedback system of the power&#x2013;frequency relationship at the PCC.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g009.tif">
<alt-text content-type="machine-generated">Block diagram showing a control system with input &#x394;P_L leading to a summation junction. The output goes through two blocks, G2(s)&#x207B;&#xB9; and G1(s), forming a feedback loop, with output &#x394;&#x3C9;_g.</alt-text>
</graphic>
</fig>
<p>A sufficient condition for <xref ref-type="disp-formula" rid="e21">Equation 21</xref> to hold is:<disp-formula id="e22">
<mml:math id="m22">
<mml:mrow>
<mml:mo>&#x2200;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
<mml:mo>&#x2208;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x221e;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
<mml:mtext>Re</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3e;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
<label>(22)</label>
</disp-formula>
</p>
<p>Based on <xref ref-type="fig" rid="F6">Figure 6</xref> and <xref ref-type="disp-formula" rid="e18">Equation 18</xref>, the expression for <italic>G</italic>
<sub>
<italic>i</italic>
</sub> (<italic>j&#x3c9;</italic>
<sub>
<italic>r</italic>
</sub>) can be derived as follows:<disp-formula id="e23">
<mml:math id="m23">
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>j</mml:mi>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(23)</label>
</disp-formula>
</p>
<p>Therefore, when <xref ref-type="disp-formula" rid="e24">Equation 24</xref> is satisfied, <xref ref-type="disp-formula" rid="e22">Equation 22</xref> holds, indicating that the system shown in <xref ref-type="fig" rid="F9">Figure 9</xref> is stable.<disp-formula id="e24">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3e;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
<label>(24)</label>
</disp-formula>
</p>
<p>By comparing <xref ref-type="disp-formula" rid="e17">Equations 17</xref>, <xref ref-type="disp-formula" rid="e24">24</xref>, it can be concluded that the parallel system remains stable when both GFM converters exhibit positive damping torque. This analysis is then extended to the case of multiple DC-GFM units operating in parallel. Consider the <italic>j</italic>th inverter as a separate subsystem, while treating the remaining inverters as another subsystem. Based on the power balance relationship at the PCC shown in <xref ref-type="fig" rid="F8">Figure 8</xref>, we can derive <xref ref-type="disp-formula" rid="e25">Equation 25</xref>:<disp-formula id="e25">
<mml:math id="m25">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x2260;</mml:mo>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(25)</label>
</disp-formula>
</p>
<p>Similarly, the power&#x2013;frequency relationship at the PCC can be expressed as:<disp-formula id="e26">
<mml:math id="m26">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x2260;</mml:mo>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:msubsup>
</mml:mstyle>
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(26)</label>
</disp-formula>
</p>
<p>
<xref ref-type="disp-formula" rid="e26">Equation 26</xref> can also be viewed as the closed-loop transfer function of a negative feedback system. According to our earlier findings, <xref ref-type="disp-formula" rid="e22">Equation 22</xref> is satisfied when each GFM converter contributes a positive damping torque. Hence, by applying the rules of complex addition, we obtain:<disp-formula id="e27">
<mml:math id="m27">
<mml:mrow>
<mml:mo>&#x2200;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
<mml:mo>&#x2208;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x221e;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
<mml:mtext>Re</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x2260;</mml:mo>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3e;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
<label>(27)</label>
</disp-formula>
</p>
<p>Since the real part of <italic>G</italic>
<sub>
<italic>j</italic>
</sub> (<italic>j&#x3c9;</italic>
<sub>
<italic>r</italic>
</sub>) is also positive, it follows that:<disp-formula id="e28">
<mml:math id="m28">
<mml:mrow>
<mml:mo>&#x2200;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
<mml:mo>&#x2208;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x221e;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
<mml:mi>arg</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x2260;</mml:mo>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2208;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3c0;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c0;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(28)</label>
</disp-formula>
</p>
<p>
<xref ref-type="disp-formula" rid="e28">Equation 28</xref> indicates that the equivalent negative feedback system described by <xref ref-type="disp-formula" rid="e26">Equation 26</xref> maintains a positive phase margin at all times. Therefore, when <italic>n</italic> DC-GFM units operate in parallel, the system remains stable as long as each GFM converter provides positive damping torque. It is worth noting that <xref ref-type="disp-formula" rid="e27">Equations 27</xref>, <xref ref-type="disp-formula" rid="e28">28</xref> hold without imposing any constraints on the parameters of the DC-GFM converters. In other words, a multi-converter DC-GFM system with non-identical parameters remains stable as long as each DC-GFM provides positive damping torque.</p>
</sec>
<sec id="s3-3">
<title>3.3 Damping enhancement strategy</title>
<p>As demonstrated in <xref ref-type="sec" rid="s3-1">Sections 3.1</xref> and <xref ref-type="sec" rid="s3-2">3.2</xref>, whether considering a single DC-GFM system or a system composed of multiple DC-GFMs, system stability fundamentally depends on ensuring that the damping torque of each DC-GFM remains positive. However, the integral gain <italic>k</italic>
<sub>
<italic>i</italic>
</sub> of the DC voltage control loop introduces negative damping torque into the system, which may lead to instability. Therefore, an additional damping control strategy is required to enhance system stability. As shown in <xref ref-type="fig" rid="F10">Figure 10</xref>, the introduction of negative damping torque by the <italic>k</italic>
<sub>
<italic>i</italic>
</sub> parameter arises from the &#x2212;180&#xb0; phase lag introduced by two successive integration stages in the power-to-frequency feedback path. Therefore, this paper proposes the use of a lead-lag compensator to inject additional damping torque through power feedback, thereby counteracting the negative damping caused by the DC voltage control loop, as illustrated in <xref ref-type="fig" rid="F10">Figure 10</xref>. The transfer function of the lead-lag compensator, <italic>G</italic>
<sub>
<italic>p</italic>
</sub>, is given by <xref ref-type="disp-formula" rid="e29">Equation 29</xref>:<disp-formula id="e29">
<mml:math id="m29">
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(29)</label>
</disp-formula>where<italic>, T</italic>
<sub>1</sub> <italic>&#x3d;</italic> 10<italic>, T</italic>
<sub>2</sub> <italic>&#x3d;</italic> 1<italic>,</italic> and <italic>T</italic>
<sub>1</sub> and <italic>T</italic>
<sub>2</sub> denote the lead and lag time constants of the lead-lag compensator, respectively. When <italic>T</italic>
<sub>1</sub> &#x3e; <italic>T</italic>
<sub>2</sub>, the phase of <italic>G</italic>
<sub>
<italic>p</italic>
</sub> is positive. As a result, the power feedback introduces an additional torque into the system, which acts as a positive damping torque that compensates for the negative damping torque caused by the <italic>k</italic>
<sub>
<italic>i</italic>
</sub> parameter in the DC voltage control loop.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Damping enhancement strategy.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g010.tif">
<alt-text content-type="machine-generated">Block diagram illustrating a control system with interconnected components including summation points, gains \(K_{pf}\), \(K_s\), feedback loops, and integrators. Inputs include \(P_0\), \(\omega_g\), and \(V_{dcref}\). The system adjusts variables \(\Delta V_{dc}\), \(\Delta \delta\), and \(\Delta P_e\) using various parameters like \(k_p &#x2b; k_i/s\) and feedback element \(G_p\).</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s4">
<title>4 Experimental verification</title>
<p>To validate the accuracy of the parameter analysis and the effectiveness of the proposed damping enhancement strategy, a DC-GFM system shown in <xref ref-type="fig" rid="F1">Figure 1</xref> was developed. The system parameters are listed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>System parameters.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">
<italic>S</italic>
<sub>
<italic>base</italic>
</sub>
</th>
<th align="center">4 MW</th>
<th align="center">
<italic>V</italic>
<sub>
<italic>base</italic>
</sub>
</th>
<th align="center">311 V</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">
<italic>C</italic>
<sub>
<italic>dc</italic>
</sub>
</td>
<td align="center">2.28 p.u.</td>
<td align="center">
<italic>V</italic>
<sub>
<italic>dc</italic>
</sub>
</td>
<td align="center">800 V</td>
</tr>
<tr>
<td align="center">
<italic>Z</italic>
<sub>
<italic>f</italic>
</sub>
</td>
<td align="center">0.03 &#x2b; j0.1 p.u.</td>
<td align="center">
<italic>&#x3c9;</italic>
<sub>0</sub>
</td>
<td align="center">100<italic>&#x3c0;</italic> rad/s</td>
</tr>
<tr>
<td align="center">
<italic>C</italic>
<sub>
<italic>f</italic>
</sub>
</td>
<td align="center">0.05 p.u.</td>
<td align="center">
<italic>Z</italic>
<sub>
<italic>g</italic>
</sub>
</td>
<td align="center">0.03 &#x2b; j0.1 p.u.</td>
</tr>
<tr>
<td align="center">
<italic>Z</italic>
<sub>
<italic>g</italic>
</sub>
</td>
<td align="center">0.06 &#x2b; j0.2 p.u.</td>
<td align="center">
<italic>k</italic>
<sub>
<italic>pf</italic>
</sub>
</td>
<td align="center">0.02 p.u.</td>
</tr>
<tr>
<td align="center">
<italic>k</italic>
<sub>
<italic>p</italic>
</sub>
</td>
<td align="center">2 p.u.</td>
<td align="center">
<italic>k</italic>
<sub>
<italic>i</italic>
</sub>
</td>
<td align="center">2 p.u.</td>
</tr>
<tr>
<td align="center">
<italic>T</italic>
<sub>1</sub>
</td>
<td align="center">10</td>
<td align="center">
<italic>T</italic>
<sub>2</sub>
</td>
<td align="center">1</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s4-1">
<title>4.1 Validation of parameter influence</title>
<p>As shown in <xref ref-type="fig" rid="F11">Figure 11</xref>, the power waveforms under different proportional gains <italic>k</italic>
<sub>
<italic>p</italic>
</sub> of the DC voltage control loop are presented for a 0.4 MW load disturbance occurring at 8 s. It can be observed that the oscillation frequency increases with larger <italic>k</italic>
<sub>
<italic>p</italic>
</sub> values. However, the DC-GFM system reaches steady state at approximately 8.4 s across all <italic>k</italic>
<sub>
<italic>p</italic>
</sub> settings, indicating that <italic>k</italic>
<sub>
<italic>p</italic>
</sub> has little impact on the oscillation duration. This phenomenon has been explained in <xref ref-type="sec" rid="s2">Sections 2</xref> and <xref ref-type="sec" rid="s3">3</xref>. It is primarily due to the fact that <italic>k</italic>
<sub>
<italic>p</italic>
</sub> affects the synchronizing torque of the DC-GFM system, which is reflected in the root locus as a change mainly in the imaginary part of the LFO mode.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Power waveforms under different <italic>k</italic>
<sub>
<italic>p</italic>
</sub> parameter values.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g011.tif">
<alt-text content-type="machine-generated">Graph depicting power output, \(P_e\) in megawatts, against time in seconds. Lines represent different \(k_p\) values: 1.5 (green), 2.0 (blue), 2.5 (purple), and 3.0 (pink). Peaks occur slightly after 8 seconds, followed by oscillations stabilizing around 4 megawatts.</alt-text>
</graphic>
</fig>
<p>As shown in <xref ref-type="fig" rid="F12">Figure 12</xref>, when a 0.4 MW load disturbance occurs at 8 s, the power waveforms under different integral gains <italic>k</italic>
<sub>
<italic>i</italic>
</sub> of the DC voltage control loop are presented. It can be observed that increasing <italic>k</italic>
<sub>
<italic>i</italic>
</sub> does not significantly affect the oscillation frequency of the DC-GFM system, but it does lead to a noticeable increase in oscillation amplitude, thereby requiring a longer time to reach steady state. Similarly, the influence of the <italic>k</italic>
<sub>
<italic>i</italic>
</sub> parameter can be explained based on the analysis presented in <xref ref-type="sec" rid="s2">Sections 2</xref> and <xref ref-type="sec" rid="s3">3</xref>. As <italic>k</italic>
<sub>
<italic>i</italic>
</sub> increases, it introduces negative damping torque into the system, causing the real part of the LFO mode to gradually decrease. This leads to a reduction in system damping and results in more pronounced oscillations.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Power waveforms under different <italic>k</italic>
<sub>
<italic>i</italic>
</sub> parameter values.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g012.tif">
<alt-text content-type="machine-generated">Chart displaying power output \( P_e \) in megawatts over time in seconds, with four oscillating lines representing different \( k_i \) values: \( k_i &#x3d; 2 \) (green), \( k_i &#x3d; 10 \) (cyan), \( k_i &#x3d; 15 \) (blue), and \( k_i &#x3d; 20 \) (magenta). The y-axis ranges from 3.7 to 4.3 MW, and the x-axis ranges from 8 to 8.8 seconds.</alt-text>
</graphic>
</fig>
<p>
<xref ref-type="fig" rid="F13">Figure 13</xref> shows the power profiles under a 0.4 MW load disturbance occurring at 8 s, with different proportional gains <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> in the power control loop. It can be observed that as <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> increases, the oscillation frequency of the DC-GFM converter rises while the amplitude decreases, indicating that a higher <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> helps the converter stabilize more quickly. As indicated by the analysis of <xref ref-type="disp-formula" rid="e15">Equation 15</xref>, this behavior arises because the <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> parameter influences both the damping torque and the synchronizing torque of the system. When the total system damping is positive, increasing <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> enhances both torque components. As a result, the real and imaginary parts of the LFO mode increase, leading to a higher oscillation frequency and faster decay of oscillations.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Power waveforms under different <italic>k</italic>
<sub>
<italic>pf</italic>
</sub> parameter values.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g013.tif">
<alt-text content-type="machine-generated">Graph showing electrical power \( P_e \) in megawatts on the y-axis versus time in seconds on the x-axis. Four plots represent different \( k_{pf} \) values: 0.02 (green), 0.025 (blue), 0.033 (purple), and 0.05 (red). The plots show a sharp increase peaking around 4.25 MW at approximately 8 seconds, followed by damped oscillations stabilizing near 4 MW.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4-2">
<title>4.2 Validation of the proposed damping enhancement strategy</title>
<p>To validate the effectiveness of the proposed damping enhancement strategy, compare the dynamic performance of the DC-GFM converter under identical disturbances using three approaches: conventional DC-GFM control, the damping method based on equivalent DC resistance (DMEDR) from reference (<xref ref-type="bibr" rid="B1">Ai et al., 2024</xref>), and the strategy proposed in this paper. <xref ref-type="fig" rid="F14">Figures 14</xref>, <xref ref-type="fig" rid="F15">15</xref> presents the power response waveforms with different control methods during a 0.4 MW load disturbance at 8 s. In this case, the parameter <italic>k</italic>
<sub>
<italic>i</italic>
</sub> is set to 30 p. u.</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>Power waveforms under different control strategies.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g014.tif">
<alt-text content-type="machine-generated">Graph showing power output \( P_e \) in megawatts over time in seconds, comparing three methods: Traditional control (blue), DMEDR (pink), and Proposed method (purple). Traditional control shows larger oscillations, while DMEDR and Proposed method maintain steadier outputs.</alt-text>
</graphic>
</fig>
<fig id="F15" position="float">
<label>FIGURE 15</label>
<caption>
<p>Power response of the system with two parallel DC-GFMs. <bold>(a)</bold> Without proposed damping enhancement strategy; <bold>(b)</bold> with the DMEDR; <bold>(c)</bold> with proposed damping enhancement strategy in this paper.</p>
</caption>
<graphic xlink:href="fenrg-13-1623678-g015.tif">
<alt-text content-type="machine-generated">Three line graphs labeled (a), (b), and (c) show oscillations of active power \(P_e\) in megawatts over time in seconds for two models, GFM_1 (green) and GFM_2 (magenta). Graph (a) shows closely aligned increasing oscillations between 3.8 and 4.4 megawatts. Graph (b) shows similar patterns between 3.8 and 4.2 megawatts. Graph (c) shows initial divergence and eventual stabilization near 4.0 megawatts. Each graph includes a legend.</alt-text>
</graphic>
</fig>
<p>As shown in <xref ref-type="fig" rid="F14">Figure 14</xref>, without any additional damping control, the DC-GFM converter diverges following the disturbance. In contrast, when applying the DMEDR from reference (<xref ref-type="bibr" rid="B1">Ai et al., 2024</xref>) and the strategy proposed in this paper, the converter returns to steady state after a period of oscillation. When the DMEDR from reference (<xref ref-type="bibr" rid="B1">Ai et al., 2024</xref>) is applied, the DC-GFM converter requires a relatively long period of oscillation to reach steady state. In contrast, the strategy proposed in this paper enables the system to return to steady state within just two or three oscillation cycles. This demonstrates that the proposed method provides stronger low-frequency damping for single DC-GFM converter systems.</p>
<p>
<xref ref-type="fig" rid="F15">Figure 15</xref> shows the power waveforms during parallel operation of two DC-GFM units. GFM_1 has a <italic>k</italic>
<sub>
<italic>i</italic>
</sub> value of 40 p. u., while GFM_2 has a <italic>k</italic>
<sub>
<italic>i</italic>
</sub> value of 10 p. u. As illustrated in the <xref ref-type="fig" rid="F12">Figure 12</xref>, the system remains stable when only GFM_2 is connected to the grid. However, as shown in <xref ref-type="fig" rid="F15">Figure 15a</xref>, when the proposed damping enhancement strategy is not applied, the power outputs of both units begin to oscillate and gradually diverge after GFM_1 and GFM_2 are connected in parallel. The instability arises because the excessive negative damping torque generated by the high <italic>k</italic>
<sub>
<italic>i</italic>
</sub> value in GFM_1 drives the total system damping below zero. Therefore, even though GFM_2 itself provides positive damping torque, it still becomes unstable due to the gradual divergence of the electrical quantities of system. As shown in <xref ref-type="fig" rid="F15">Figure 15b</xref>, after applying the DMEDR from reference (<xref ref-type="bibr" rid="B1">Ai et al., 2024</xref>), the equivalent resistance on the DC side provides some damping, which slows down the power divergence of GFM_1 and GFM_2. However, the system still gradually becomes unstable. In contrast, as shown in <xref ref-type="fig" rid="F15">Figure 15c</xref>, when the proposed damping enhancement strategy is applied to both units, the output power of each unit reaches steady state around 9 s after experiencing a short oscillation. This demonstrates that the proposed strategy is also effective in suppressing oscillations in multi-unit systems.</p>
</sec>
</sec>
<sec id="s5">
<title>5 Limitations and future research</title>
<p>This paper primarily discusses LFO in GFM systems following the introduction of the DC voltage control loop. Using the damping torque method, it analyzes the impact mechanisms of control parameters in both the DC voltage control loop and active power control loop of DC-GFM within high-voltage grids, examines the stability conditions of multiple DC-GFM parallel systems, and proposes a damping enhancement strategy. However, DC-GFM converters also include multiple cascaded control loops, such as reactive power control loops and voltage-current control loops (<xref ref-type="bibr" rid="B29">Yu et al., 2021</xref>). In high-voltage grids, due to the low <italic>R</italic>/<italic>X</italic> ratio, active and reactive power are approximately decoupled, and since the voltage-current control loop typically have bandwidths above several tens Hz, the reactive power and voltage-current control loops have minimal impact on the frequency dynamics of DC-GFM converters (<xref ref-type="bibr" rid="B28">Wen et al., 2021</xref>). However, in low-voltage grids with a low <italic>R</italic>/<italic>X</italic> ratio and in large-capacity stations, the active power control loop can become coupled with the reactive power and voltage-current control loops (<xref ref-type="bibr" rid="B21">Qu et al., 2021</xref>; <xref ref-type="bibr" rid="B16">Li C. et al., 2022</xref>), making the torque composition of DC-GFM converters highly complex. In this situation, the effects of parameters in the DC voltage control loop and active power control loop might alter. Therefore, further research is needed to analyze the parameter effects and stability of DC-GFM converters under different scenarios, considering the coupling among multiple control loops.</p>
<p>Moreover, the multi-unit stability analysis and damping enhancement strategies discussed in this paper primarily focus on scenarios where DC-GFM converters operate in parallel. With the increasing integration of renewable energy, power systems may include various types of grid-connected devices, such as grid-following converters (<xref ref-type="bibr" rid="B23">Rosso et al., 2020</xref>), synchronous generators, and power-synchronization-based GFM converters (<xref ref-type="bibr" rid="B30">Zhang et al., 2016</xref>). The dynamics of these devices differ significantly from those of DC-GFM converters. When they are located close to each other in the grid, interactions may occur that alter the LFO characteristics of the DC-GFM converters. Future research is needed to further investigate LFO issues arising from dynamic interactions among different devices.</p>
</sec>
<sec sec-type="conclusion" id="s6">
<title>6 Conclusion</title>
<p>To address the issue of LFOs in GFM converters based on DC capacitor synchronization, this paper establishes a state-space model of the converter and analyzes how the parameters of the DC voltage control loop and power control loop affect the LFO mode of system. The results show that increasing the proportional gain of the DC voltage control loop raises the oscillation frequency, while increasing the integral gain extends the duration of oscillations. In contrast, increasing the proportional gain of the power control loop leads to a higher oscillation frequency and a shorter oscillation duration. Subsequently, the damping torque method was employed to analyze the components contributing to damping torque and synchronizing torque in GFM converters, providing a clear explanation of the root causes of negative damping and the underlying mechanisms of parameter influence. The stability conditions of a multi-DC-GFM parallel system were analyzed, and the results indicate that the system remains stable as long as each DC-GFM converter pro-vides a positive damping torque. On this basis, a damping enhancement strategy was proposed using a lead-lag compensator. Finally, simulation results were used to validate both the parameter analysis and the effectiveness of the proposed control strategy.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>WK: Writing &#x2013; original draft, Validation, Methodology. YZ: Writing &#x2013; review and editing, Validation. JL: Investigation, Writing &#x2013; review and editing, Conceptualization, Data curation. JW: Visualization, Writing &#x2013; review and editing, Conceptualization. JX: Project administration, Writing &#x2013; review and editing, Formal Analysis, Resources. LL: Software, Writing &#x2013; review and editing, Supervision.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported in part by the Science and Technology Project of State Grid Xizang Electric Power Co., Ltd. (523101230003).</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>Author YZ was employed by State Grid Lasa Power Supply Company.</p>
<p>Author JW was employed by State Grid Xizang Electric Power Company Limited.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The authors declare that this study received funding from State Grid Xizang Electric Power Co., Ltd. The funder had the following involvement in the study: collection and interpretation of data.</p>
</sec>
<sec sec-type="ai-statement" id="s11">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ai</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Gu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>An extension of grid-forming: a frequency-following voltage-forming inverter</article-title>. <source>IEEE Trans. Power Electron</source> <volume>39</volume> (<issue>10</issue>), <fpage>12118</fpage>&#x2013;<lpage>12123</lpage>. <pub-id pub-id-type="doi">10.1109/tpel.2024.3387705</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Arco</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Suul</surname>
<given-names>J. A.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Equivalence of virtual synchronous machines and frequency-droops for converter-based MicroGrids</article-title>. <source>IEEE Trans. Smart Grid</source> <volume>5</volume> (<issue>1</issue>), <fpage>394</fpage>&#x2013;<lpage>395</lpage>. <pub-id pub-id-type="doi">10.1109/tsg.2013.2288000</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Arghir</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>D&#xf6;rfler</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>The electronic realization of synchronous machines: model matching, angle tracking, and energy shaping techniques</article-title>. <source>IEEE Trans. Power Electron</source> <volume>35</volume> (<issue>4</issue>), <fpage>4398</fpage>&#x2013;<lpage>4410</lpage>. <pub-id pub-id-type="doi">10.1109/tpel.2019.2939710</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Commission</surname>
<given-names>A. E. M.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Mechanisms to enhance resilience in the power system-review of the South Australian Black system event</article-title>.</citation>
</ref>
<ref id="B5">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Dhople</surname>
<given-names>S. V.</given-names>
</name>
<name>
<surname>Johnson</surname>
<given-names>B. B.</given-names>
</name>
<name>
<surname>Hamadeh</surname>
<given-names>A. O.</given-names>
</name>
</person-group> (<year>2013</year>). &#x201c;<article-title>Virtual oscillator control for voltage source inverters</article-title>,&#x201d; in <source>51st IEEE annual allerton conference on communication, control, and computing; 2013 Oct 02-04</source>. <publisher-loc>New York</publisher-loc>: <publisher-name>IEEE</publisher-name>.</citation>
</ref>
<ref id="B6">
<citation citation-type="book">
<person-group person-group-type="editor">
<name>
<surname>Driesen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Visscher</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2008</year>). &#x201c;<article-title>Virtual synchronous generators</article-title>,&#x201d; <source>2008 IEEE power and energy society general meeting - conversion and delivery of electrical energy in the 21st century</source>.</citation>
</ref>
<ref id="B7">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Du</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2015</year>). <source>Analysis theory and method of damping torque for low-frequency power oscillation in power systems</source>. <publisher-loc>China</publisher-loc>: <publisher-name>Science Press</publisher-name>.</citation>
</ref>
<ref id="B8">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Eso</surname>
<given-names>N. G.</given-names>
</name>
</person-group> (<year>2019</year>). <source>Technical report on the events of 9 August 2019. Warwick</source>. <publisher-loc>China</publisher-loc>: <publisher-name>National Grid ESO</publisher-name>.</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guerrero</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Vasquez</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>Matas</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Vicuna</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Castilla</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Hierarchical control of droop-controlled AC and DC microgrids&#x2014;A general approach toward standardization</article-title>. <source>IEEE Trans. Ind. Electron</source> <volume>58</volume> (<issue>1</issue>), <fpage>158</fpage>&#x2013;<lpage>172</lpage>. <pub-id pub-id-type="doi">10.1109/tie.2010.2066534</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Shuai</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Impedance analysis and stabilization of virtual synchronous generators with different DC-Link voltage controllers under weak grid</article-title>. <source>IEEE Trans. Power Electron</source> <volume>36</volume> (<issue>10</issue>), <fpage>11397</fpage>&#x2013;<lpage>11408</lpage>. <pub-id pub-id-type="doi">10.1109/tpel.2021.3070038</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Ji</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Cai</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>A novel grid-forming strategy for self-synchronous PMSG under nearly 100% renewable electricity</article-title>. <source>Energies</source> <volume>16</volume> (<issue>18</issue>), <fpage>6648</fpage>. <pub-id pub-id-type="doi">10.3390/en16186648</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hui Liu</surname>
<given-names>S. Y.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>L. L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y. H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>An overview of control technologies and principles for grid-forming converters</article-title>. <source>Proc. CSEE</source>. <pub-id pub-id-type="doi">10.13334/j.0258-8013.pcsee.232479</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ji</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Small-signal stability of hybrid inverters with grid-following and grid-forming controls</article-title>. <source>Energies</source> <volume>17</volume> (<issue>7</issue>), <fpage>1644</fpage>. <pub-id pub-id-type="doi">10.3390/en17071644</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Johnson</surname>
<given-names>B. B.</given-names>
</name>
<name>
<surname>Dhople</surname>
<given-names>S. V.</given-names>
</name>
<name>
<surname>Hamadeh</surname>
<given-names>A. O.</given-names>
</name>
<name>
<surname>Krein</surname>
<given-names>P. T.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Synchronization of parallel single-phase inverters with virtual oscillator control</article-title>. <source>IEEE Trans Power Electron</source> <volume>29</volume> (<issue>11</issue>), <fpage>6124</fpage>&#x2013;<lpage>6138</lpage>. <pub-id pub-id-type="doi">10.1109/tpel.2013.2296292</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="book">
<person-group person-group-type="editor">
<name>
<surname>Jouini</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Arghir</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>D&#xf6;rfler</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2016</year>). &#x201c;<article-title>Grid-friendly matching of synchronous machines by tapping into the DC storage</article-title>,&#x201d; <source>6th IFAC workshop on distributed estimation and control in networked systems (NECSYS); 2016 sep 08-09; Tokyo, JAPAN</source> (<publisher-loc>AMSTERDAM</publisher-loc>: <publisher-name>Elsevier</publisher-name>).</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Mijatovic</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Dragicevic</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2022c</year>). <article-title>Frequency stability assessment of grid-forming VSG in framework of MPME with feedforward decoupling control strategy</article-title>. <source>IEEE Trans Ind Electron</source> <volume>69</volume> (<issue>7</issue>), <fpage>6903</fpage>&#x2013;<lpage>6913</lpage>. <pub-id pub-id-type="doi">10.1109/tie.2021.3099236</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ali</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Fletcher</surname>
<given-names>J. E.</given-names>
</name>
<name>
<surname>Nurdin</surname>
<given-names>H. I.</given-names>
</name>
</person-group> (<year>2022b</year>). <article-title>Modeling and analysis of multiple inverters with dual-loop-based virtual oscillator control</article-title>. <source>IEEE J Emerging Sel Top Power Electron</source> <volume>10</volume> (<issue>4</issue>), <fpage>3963</fpage>&#x2013;<lpage>3974</lpage>. <pub-id pub-id-type="doi">10.1109/jestpe.2021.3129083</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Shu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2022a</year>). <article-title>Unified modeling and analysis of dynamic power coupling for grid-forming converters</article-title>. <source>IEEE Trans Power Electron</source> <volume>37</volume> (<issue>2</issue>), <fpage>2321</fpage>&#x2013;<lpage>2337</lpage>. <pub-id pub-id-type="doi">10.1109/tpel.2021.3107329</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Miura</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ise</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Comparison of dynamic characteristics between virtual synchronous generator and droop control in inverter-based distributed generators</article-title>. <source>IEEE Trans Power Electron</source> <volume>31</volume> (<issue>5</issue>), <fpage>3600</fpage>&#x2013;<lpage>3611</lpage>. <pub-id pub-id-type="doi">10.1109/tpel.2015.2465852</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Comparative study on the stability of grid-forming converters under virtual synchronization and matching control</article-title>. <source>Electric Power Science and Engineering</source> <volume>41</volume>.</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>J. C. H.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Srinivasan</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Modeling and analysis of inner controls effects on damping and synchronizing torque components in VSG-controlled converter</article-title>. <source>IEEE Trans Energy Convers</source> <volume>36</volume> (<issue>1</issue>), <fpage>488</fpage>&#x2013;<lpage>499</lpage>. <pub-id pub-id-type="doi">10.1109/tec.2020.3010049</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rahman</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Hashimoto</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Orihara</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Ustun</surname>
<given-names>T. S.</given-names>
</name>
<name>
<surname>Otani</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Kikusato</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Reviewing control paradigms and emerging trends of grid-forming inverters&#x2014;a comparative study</article-title>. <source>Energies</source> <volume>17</volume> (<issue>10</issue>), <fpage>2400</fpage>. <pub-id pub-id-type="doi">10.3390/en17102400</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rosso</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Engelken</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Liserre</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Robust stability investigation of the interactions among grid-forming and grid-following converters</article-title>. <source>IEEE J Emerging Sel Top Power Electron</source> <volume>8</volume> (<issue>2</issue>), <fpage>991</fpage>&#x2013;<lpage>1003</lpage>. <pub-id pub-id-type="doi">10.1109/jestpe.2019.2951091</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Su</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Yao</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Transient frequency modeling and characteristic analysis of virtual synchronous generator</article-title>. <source>Energies</source> <volume>18</volume> (<issue>5</issue>), <fpage>1098</fpage>. <pub-id pub-id-type="doi">10.3390/en18051098</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tayab</surname>
<given-names>U. B.</given-names>
</name>
<name>
<surname>Roslan</surname>
<given-names>M. A. B.</given-names>
</name>
<name>
<surname>Hwai</surname>
<given-names>L. J.</given-names>
</name>
<name>
<surname>Kashif</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>A review of droop control techniques for microgrid</article-title>. <source>Renewable Sustainable Energy Rev.</source> <volume>76</volume>, <fpage>717</fpage>&#x2013;<lpage>727</lpage>. <pub-id pub-id-type="doi">10.1016/j.rser.2017.03.028</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>A parameter alternating VSG controller of VSC-MTDC systems for low frequency oscillation damping</article-title>. <source>IEEE Trans Power Syst</source> <volume>35</volume> (<issue>6</issue>), <fpage>4609</fpage>&#x2013;<lpage>4621</lpage>. <pub-id pub-id-type="doi">10.1109/tpwrs.2020.2997859</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Liao</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Xiao</surname>
<given-names>X. Y.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>X. R.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Low-frequency oscillation in power grids with virtual synchronous generators: a comprehensive review</article-title>. <source>Renew Sust Energ Rev.</source> <volume>207</volume>, <fpage>114921</fpage>. <pub-id pub-id-type="doi">10.1016/j.rser.2024.114921</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zou</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Kang</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Power coupling mechanism analysis and improved decoupling control for virtual synchronous generator</article-title>. <source>IEEE Trans Power Electron</source> <volume>36</volume> (<issue>3</issue>), <fpage>3028</fpage>&#x2013;<lpage>3041</lpage>. <pub-id pub-id-type="doi">10.1109/tpel.2020.3017254</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Yu</surname>
<given-names>Y.</given-names>
</name>
</person-group>, <person-group person-group-type="author">
<name>
<surname>Tinajero</surname>
<given-names>G. D. A.</given-names>
</name>
<name>
<surname>Chaudhary</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Bakar</surname>
<given-names>NNBA</given-names>
</name>
</person-group>, <person-group person-group-type="author">
<name>
<surname>Guerrero</surname>
<given-names>J. M.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). &#x201c;<article-title>A comparison of fixed-parameter active-power-oscillation damping solutions for virtual synchronous generators</article-title>,&#x201d; <source>Iecon 2021 &#x2013; 47Th annual conference of the</source> (<publisher-name>IEEE Industrial Electronics Society</publisher-name>).</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Cantarellas</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Rocabert</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Luna</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Rodriguez</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Synchronous power controller with flexible droop characteristics for renewable power generation systems</article-title>. <source>IEEE Trans Sustainable Energy</source> <volume>7</volume> (<issue>4</issue>), <fpage>1572</fpage>&#x2013;<lpage>1582</lpage>. <pub-id pub-id-type="doi">10.1109/tste.2016.2565059</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2023a</year>). <article-title>Small-signal synchronization stability of grid-forming converters with regulated DC-Link dynamics</article-title>. <source>IEEE Trans Ind Electron</source> <volume>70</volume> (<issue>12</issue>), <fpage>12399</fpage>&#x2013;<lpage>12409</lpage>. <pub-id pub-id-type="doi">10.1109/tie.2023.3234147</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2023b</year>). <article-title>Impedance-based dynamics analysis for DC-Link voltage-synchronized voltage-source converters</article-title>. <source>IEEE Trans Power Electron</source> <volume>38</volume> (<issue>9</issue>), <fpage>10829</fpage>&#x2013;<lpage>10844</lpage>. <pub-id pub-id-type="doi">10.1109/tpel.2023.3288750</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhong</surname>
<given-names>Q. C.</given-names>
</name>
<name>
<surname>Weiss</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Synchronverters: inverters that mimic synchronous generators</article-title>. <source>IEEE Trans Ind Electron</source> <volume>58</volume> (<issue>4</issue>), <fpage>1259</fpage>&#x2013;<lpage>1267</lpage>. <pub-id pub-id-type="doi">10.1109/tie.2010.2048839</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>