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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">842318</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2022.842318</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>Synchronous Generator Imitation Control and Dynamic Power Sharing for Distributed Power Generation Systems</article-title>
<alt-title alt-title-type="left-running-head">Xiao et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Synchronous Generator Imitation Control</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xiao</surname>
<given-names>Huangqing</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1490000/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Bicheng</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Xiaowei</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cai</surname>
<given-names>Zexiang</given-names>
</name>
</contrib>
</contrib-group>
<aff>
<institution>School of Electric Power Engineering</institution>, <institution>South China University of Technology</institution>, <addr-line>Guangzhou</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/79324/overview">Chee Wei Tan</ext-link>, University of Technology Malaysia, Malaysia</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/1559799/overview">Razman Ayop</ext-link>, University of Technology Malaysia, Malaysia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1631529/overview">Jitendra Kumar</ext-link>, National Institute of Technology, Jamshedpur, India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Huangqing Xiao, <email>xiaohq@scut.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Smart Grids, a section of the journal Frontiers in Energy Research</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>02</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>842318</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>12</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Xiao, Liu, Huang and Cai.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Xiao, Liu, Huang and Cai</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>In this paper, a control method called synchronous generator imitation control (SGIC) as well as a dynamic power sharing for distributed power generation systems (DPGSs) are presented. In order to imitate the behavior of a synchronous generator (SG), the SGIC method for the voltage source converter (VSC) station is proposed. The SGIC includes three loops, namely active power and frequency loop (<italic>Pf</italic> loop), reactive power and voltage loop (<italic>QU</italic> loop) as well as inner current loop. The <italic>Pf</italic> loop is used to emulate the swing equation of the SG. The exciter of the SG is mimicked by the <italic>QU</italic> loop. The inner current loop is developed for fast current and voltage regulations as well as current limiting. The system stability performances are analyzed through small-signal model, and the effectiveness of the proposed control is validated by PSCAD/EMTDC simulations. The results show that the <italic>Pf</italic> loop of the VSC emulates the motion equation of the SG rotor very well, which makes the VSC station to have inertia just as a SG; the VSC station can maintain a stable output voltage and regulate the reactive power at the same time; through the dynamic power sharing, precise power control, frequency offset elimination and system stability improvement are achieved; the system has the merits of fault ride-through capability as well as good dynamic performance.</p>
</abstract>
<kwd-group>
<kwd>distributed power generation system</kwd>
<kwd>inertia</kwd>
<kwd>small-signal model</kwd>
<kwd>dynamic power sharing</kwd>
<kwd>synchronous generator imitation control</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Recently, distributed power generation system (DPGS) with renewable energy sources, such as wind turbines and photovoltaic, has been attracting more and more attentions for solving energy crisis and environmental issues. However, when the penetration level of renewable energy is high, the grid equivalent rotational inertia becomes low (<xref ref-type="bibr" rid="B6">Blaabjerg et&#x20;al., 2017</xref>). DPGS with low inertia, which is also known as weak grid, may result in poor voltage and frequency response during large disturbances (<xref ref-type="bibr" rid="B22">Xiao et&#x20;al., 2021a</xref>).</p>
<p>In general, there are two ways to solve this problem. One is to install large number of storage batteries in the DPGS, which is not practical considering the high construction cost. The other solution is to develop new control method that can increase the grid inertia or make the interfacing voltage source converter (VSC) participate in voltage and frequency regulation of the grid (<xref ref-type="bibr" rid="B2">Ashabani and Mohamed, 2014a</xref>). This paper will look for a solution from the latter.</p>
<p>In conventional VSC control system, the dq-axis decoupling method is used. That is, the active power is controlled by regulating the d-axis current component, while the reactive power is controlled by regulating the q-axis current component. In this way, the active power and reactive power can be controlled independently. The exiting studies found that the widely used current vector controller for VSC based high voltage direct current (HVDC) systems is not applicable when the AC system is very weak (<xref ref-type="bibr" rid="B27">Zhang et&#x20;al., 2011a</xref>; <xref ref-type="bibr" rid="B31">Zhou and Gole, 2012</xref>; <xref ref-type="bibr" rid="B12">Hu et&#x20;al., 2019</xref>). When the AC system is weak (the short circuit ratio is small), the d-axis and q-axis of the current is no longer decoupled. The active power and reactive power cannot be regulated independently. Therefore, in weak AC system, the dq-axis decoupling characteristic of the current vector controller is destroyed, which may lead to the instability of the system (<xref ref-type="bibr" rid="B28">Zhang et&#x20;al., 2011b</xref>).</p>
<p>In order to overcome the above limitation, the conventional droop control (CDC) method is usually adopted for the VSC station (<xref ref-type="bibr" rid="B7">Chandorkar et&#x20;al., 1993</xref>; <xref ref-type="bibr" rid="B8">Coelho et&#x20;al., 1999</xref>; <xref ref-type="bibr" rid="B20">Xiao et&#x20;al., 2022</xref>). With the CDC method, the frequency and the amplitude of the output voltage are directly proportional to the real-time transmission active and reactive power. But there are some serious drawbacks for this method. Important among them are permanent offset of frequency due to the change of power, inaccurate power sharing and no contribution for the system inertia (<xref ref-type="bibr" rid="B17">Mohamed and El-Saadany, 2008</xref>), (<xref ref-type="bibr" rid="B3">Ashabani et&#x20;al., 2015</xref>).</p>
<p>Another control method for the VSC connected to weak grid or islanded system is the virtual synchronous generator (VSG) control, which operates the VSC in the similar way as the synchronous generator (SG) (<xref ref-type="bibr" rid="B5">Beck and Hesse, 20072007</xref>). So far there have been many VSG models (<xref ref-type="bibr" rid="B29">Zhang et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B30">Zhong and Weiss, 2011</xref>; <xref ref-type="bibr" rid="B19">Zhong et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B4">Ashabani and Mohamed, 2014b</xref>; <xref ref-type="bibr" rid="B10">Guan et&#x20;al., 2015</xref>). One of them is presented in (<xref ref-type="bibr" rid="B30">Zhong and Weiss, 2011</xref>), with which the characteristics of SG are well mimicked. But the additional control loop makes the control scheme complicated, and also this model is lack of current limiting capability. Another VSG model which is well known as power-synchronization control is proposed in (<xref ref-type="bibr" rid="B29">Zhang et&#x20;al., 2010</xref>). This model is successfully used in powering a weak grid and achieves good performance. But the secondary frequency regulation is not realized by this model, which will cause the frequency offset. A simple and practical VSG model is realized in (<xref ref-type="bibr" rid="B10">Guan et&#x20;al., 2015</xref>). The secondary frequency regulation is also achieved. But the exciter of the SG is not emulated, which means the reactive power cannot be controlled precisely.</p>
<p>In order to precisely control the power and optimize power sharing among distributed generators (DGs), higher level controllers (secondary or tertiary controllers) are usually activated. In general, the controller can be divided into two categories: centralized and decentralized (<xref ref-type="bibr" rid="B24">Xin et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B18">Olivares et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B21">Xiao et&#x20;al., 2021b</xref>). In a decentralized system each DG is controlled by its local controller and the new DGs can be easily plugged into the grid (<xref ref-type="bibr" rid="B25">Xin et&#x20;al., 2013</xref>). However, it is difficult for the decentralized controller to handle the operation of DPGS requiring high levels of coordination (<xref ref-type="bibr" rid="B18">Olivares et&#x20;al., 2014</xref>). Therefore, centralized controllers containing communication system are needed in a DPGS with strong coupling between DGs. A power sharing method with communication is presented in (<xref ref-type="bibr" rid="B15">Liang et&#x20;al., 2013</xref>) to precisely control the reactive power. But the frequency offset is not eliminated and also the system stability is very sensitive to the communication delays (<xref ref-type="bibr" rid="B13">Kahrobaeian and Ibrahim Mohamed, 2015</xref>).</p>
<p>Motivated by the aforementioned reasons, an enhanced control and a novel power sharing for DPGS are proposed in this paper. In this control scheme, each DG adopts a novel control method called synchronous generator imitation control (SGIC). The novel SGIC consists of three loops, including active power and frequency loop (<italic>Pf</italic> loop), reactive power and voltage loop (<italic>QU</italic> loop) as well as inner current loop. The novelty and contribution of this paper is summarized as follows:<list list-type="simple">
<list-item>
<p>1) An enhanced control method called synchronous generator imitation control is proposed in this paper. With the proposed control, the VSC could imitate the behavior of a synchronous generator so that the multiple VSCs could operate stably in the weak AC grid or islanded system as well as provide frequency and voltage support for the power systems.</p>
</list-item>
<list-item>
<p>2) A dynamic power sharing control for the DPGS is also proposed. With this power sharing, the reference values of the active and reactive power are adjusted dynamically instead of being constant. As a result, the power can be allocated precisely; the frequency offset can be eliminated; and the system stability can be improved.</p>
</list-item>
</list>
</p>
<p>This paper is organized as follows. <italic>Synchronous Generator Imitation Control of VSC</italic> Section presents the principle of SGIC method. The dynamic power sharing for DGPS is introduced in <italic>Dynamic Power Sharing for DPGS</italic> Section. The small-signal model of a DGPS with multiple DGs is built and the stability performance is analysis in <italic>Small-Signal Analysis for a DPGS With the Proposed Control Scheme</italic> Section. <italic>Case Study</italic> Section shows the simulation results of the system in different operation conditions. Finally, <italic>Conclusion</italic> Section concludes the&#x20;paper.</p>
</sec>
<sec id="s2">
<title>Synchronous Generator Imitation Control of VSC</title>
<p>Due to the high penetration level of renewable energy in the power system, the equivalent rotational inertia of the grid is dramatically reduced. It will be of great benefit if the VSC stations can increase the inertia of the grid just like a SG. In such a manner, the VSC stations can also provide frequency and voltage support for the local grid. In this section, the SGIC method, including inner current loop, Pf loop and QU loop, is presented.</p>
<sec id="s2-1">
<title>Inner Current Loop</title>
<p>The equivalent circuit of VSC connected to an AC system is shown in <xref ref-type="fig" rid="F1">Figure&#x20;1</xref> According to the VSC mathematical model in (<xref ref-type="bibr" rid="B26">Xu et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B11">Honglin Zhou et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B23">Xiao et&#x20;al., 2015</xref>), the equations describing the dynamic characteristics of the VSC can be rewritten as<disp-formula id="e1">
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<label>(1)</label>
</disp-formula>where, <italic>u</italic>
<sub>
<italic>sj</italic>
</sub> (<italic>j</italic>&#x20;&#x3d; a,b,c) denotes the grid voltage of phase <italic>j</italic>. <italic>u</italic>
<sub>
<italic>vj</italic>
</sub> and <italic>i</italic>
<sub>
<italic>vj</italic>
</sub> represent the output voltage and current of the VSC respectively. <italic>R</italic> and <italic>L</italic> are the resistance and inductance of the interfacing reactor (<xref ref-type="bibr" rid="B23">Xiao et&#x20;al., 2015</xref>). From <xref ref-type="disp-formula" rid="e1">Eq. 1</xref> it can be seen that the output current of the VSC <italic>i</italic>
<sub>
<italic>vj</italic>
</sub> can be controlled by adjusting the output voltage <italic>u</italic>
<sub>
<italic>vj</italic>
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</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Single-phase equivalent circuit of VSC connected to AC system.</p>
</caption>
<graphic xlink:href="fenrg-10-842318-g001.tif"/>
</fig>
<p>where, <italic>&#x3c9;</italic> is the angular frequency of the power grid. According to <xref ref-type="disp-formula" rid="e2">Eq. 2</xref> the inner current loop is built in <xref ref-type="fig" rid="F2">Figure&#x20;2</xref>. It should be noted that the inner current loop can provide current regulation and limit the current amplitude during fault and transient process.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Overall control diagram of the proposed SGIC method.</p>
</caption>
<graphic xlink:href="fenrg-10-842318-g002.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>Active Power and Frequency Loop</title>
<p>The inertia effect of the SG is mainly reflected in the motion of the rotor. When there is an unbalance between mechanical and electromagnetic power or torque, the net power or torque will change the angular velocity of the rotor. The inertia of the SG directly affects the angular acceleration. The motion equation representing this process is widely known as the swing equation (<xref ref-type="bibr" rid="B14">Kundru, 1993</xref>)<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:mi>J</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</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:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where, <italic>P</italic>
<sub>0</sub> is the mechanical power for the SG or the reference active power for the VSC in this paper. <italic>P</italic> is the electromagnetic power for the SG or the output transmission power for the VSC. <italic>J</italic> is the inertia coefficient and <italic>D</italic> is the damping factor. <italic>&#x3c9;</italic>
<sub>0</sub> is the nominal angular frequency of the power&#x20;grid.</p>
<p>Applying the Laplace transform to <xref ref-type="disp-formula" rid="e3">Eq. 3</xref>, the expression in <xref ref-type="disp-formula" rid="e4">Eq. 4</xref> can be obtained. Then the reference of angular frequency is given by <xref ref-type="disp-formula" rid="e5">Equation 5</xref>. <xref ref-type="disp-formula" rid="e5">Equation 5</xref> is the control equation of the <italic>Pf</italic> loop for the SGIC.<disp-formula id="e4">
<mml:math id="m4">
<mml:mrow>
<mml:mi>J</mml:mi>
<mml:mi>s</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
<disp-formula id="e5">
<mml:math id="m5">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>J</mml:mi>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>If the inertia coefficient <italic>J</italic>&#x20;&#x3d; 0, <xref ref-type="disp-formula" rid="e5">Equation 5</xref> can be transformed to the conventional active power droop control equation<disp-formula id="e6">
<mml:math id="m6">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mi>D</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>From <xref ref-type="disp-formula" rid="e5">Eqs 5</xref>, <xref ref-type="disp-formula" rid="e6">6</xref> it can be seen that the <italic>Pf</italic> loop can be realized by adding a first-order inertia element to the CDC method. This not only increases the inertia of the local grid, but also greatly simplifies the design process of the controller. Furthermore, the virtual inertia coefficient <italic>J</italic> is a parameter of the controller. Its value can be adjusted to an expected one according to the operation conditions of the grid. In this way, the VSC can achieve the performances that the SG cannot realize because the inertia coefficient of a SG is&#x20;fixed.</p>
</sec>
<sec id="s2-3">
<title>Reactive Power and Voltage Loop (QU loop)</title>
<p>The <italic>QU</italic> loop is used to emulate the exciter of the SG. The main function of the exciter comprises the control of voltage and reactive power flow, as well as the enhancement of system stability (<xref ref-type="bibr" rid="B14">Kundru, 1993</xref>).</p>
<p>The <italic>QU</italic> loop contains two parts, including the reactive power regulation component and the output voltage regulation component. Therefore, the reference voltage <italic>U</italic>
<sup>&#x2a;</sup> also consists of two parts. One part is the no-load voltage <italic>U</italic>
<sub>0</sub>, the other is the fluctuation component &#x2206;<italic>U</italic> which is used to regulate the reactive power. Thus, the control equation of <italic>QU</italic> loop can be expressed as<disp-formula id="e7">
<mml:math id="m7">
<mml:mrow>
<mml:msup>
<mml:mi>U</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>G</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>T</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mi>s</mml:mi>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>Q</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>where, <italic>Q</italic>
<sub>0</sub> is the reference reactive power, and <italic>Q</italic> is the output reactive power of the&#x20;VSC.</p>
<p>When the integral constant <italic>k</italic>
<sub>
<italic>T</italic>
</sub> &#x3d; 0, <xref ref-type="disp-formula" rid="e7">Eq. 7</xref> is transformed to the conventional reactive power droop control equation<disp-formula id="e8">
<mml:math id="m8">
<mml:mrow>
<mml:msup>
<mml:mi>U</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>G</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>Q</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>After the reference of voltage is obtained, the output current reference <italic>i</italic>
<sup>&#x2217;</sup>
<sub>
<italic>vd</italic>
</sub> and <italic>i</italic>
<sup>&#x2217;</sup>
<sub>
<italic>vq</italic>
</sub> of the inner current loop can be get through&#x20;PI controllers<disp-formula id="e9">
<mml:math id="m9">
<mml:mrow>
<mml:msubsup>
<mml:mi>i</mml:mi>
<mml:mrow>
<mml:mi>v</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mi>s</mml:mi>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>
<disp-formula id="e10">
<mml:math id="m10">
<mml:mrow>
<mml:msubsup>
<mml:mi>i</mml:mi>
<mml:mrow>
<mml:mi>v</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mi>s</mml:mi>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>where the references of <italic>dq</italic>-axis voltage components are given by<disp-formula id="e11">
<mml:math id="m11">
<mml:mrow>
<mml:msubsup>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mi>U</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>
<disp-formula id="e12">
<mml:math id="m12">
<mml:mrow>
<mml:msubsup>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>
</p>
<p>So far, the complete model of the SGIC for a VSC station is obtained. The overall control diagram can be seen in <xref ref-type="fig" rid="F2">Figure&#x20;2</xref>.</p>
</sec>
</sec>
<sec id="s3">
<title>Dynamic Power Sharing for DPGS</title>
<p>When the CDC method or the proposed SGIC method is used in a DPGS, there exist three problems for the whole system. 1) The output power of the VSC stations will deviate from its original set value due to the change of the load demand, which in turn causes the frequency offsets. 2) The reactive power cannot be shared accurately among VSC stations. 3) System stability is highly sensitive to the droop coefficients and the communication delays, which results in low stability margin.</p>
<p>In this section, a novel method named dynamic power sharing is proposed to solve the above three problems.</p>
<p>When the SGIC method is used, each VSC station can be regarded as a SG. In this paper, the real SG and the VSC stations with SGIC method are collectively called generation units (GUs).</p>
<p>In order to eliminate the frequency offset, the power references are adjusted dynamically. The references of active power and reactive power are given by<disp-formula id="e13">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>U</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(13)</label>
</disp-formula>
<disp-formula id="e14">
<mml:math id="m14">
<mml:mrow>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>U</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(14)</label>
</disp-formula>where, <italic>P GUi</italic> is the active power reference of GU<sub>
<italic>i</italic>
</sub> and <italic>Q GUi</italic> is the reactive power reference. <italic>P</italic>
<sub>
<italic>total</italic>
</sub> &#x3d; &#x2211;<italic>P GUi</italic> and <italic>Q</italic>
<sub>
<italic>total</italic>
</sub> &#x3d; &#x2211;<italic>Q GUi</italic> are the total active and reactive powers of the local grid. <italic>&#x3bb;</italic>
<sub>
<italic>i</italic>
</sub> is the active power allocation factor of GU<sub>
<italic>i</italic>
</sub>. <italic>&#x3b3;</italic>
<sub>
<italic>i</italic>
</sub> is the reactive power allocation factor of GU<sub>
<italic>i</italic>
</sub>. The active and reactive power allocation factors satisfy the following equations<disp-formula id="e15">
<mml:math id="m15">
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
<label>(15)</label>
</disp-formula>
<disp-formula id="e16">
<mml:math id="m16">
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
<label>(16)</label>
</disp-formula>
</p>
<p>
<xref ref-type="fig" rid="F3">Figure&#x20;3</xref> is the schematic diagram of the dynamic power sharing. The active and reactive powers generated by each GU are transmitted to the energy management system (EMS) so that the total power demand can be calculated. Then the desired active and reactive powers <italic>&#x3bb;</italic>
<sub>
<italic>i</italic>
</sub>
<italic>P</italic>
<sub>
<italic>total</italic>
</sub>, <italic>&#x3b3;</italic>
<sub>
<italic>i</italic>
</sub>
<italic>Q</italic>
<sub>
<italic>total</italic>
</sub> are sent back to the GUs as their references.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Schematic diagram of the dynamic power sharing.</p>
</caption>
<graphic xlink:href="fenrg-10-842318-g003.tif"/>
</fig>
<p>Because the power references are dynamically adjusted according to the real-time power demand, the frequency offset can be eliminated.</p>
<p>Inserting <xref ref-type="disp-formula" rid="e13">Eqs 13</xref>, <xref ref-type="disp-formula" rid="e14">14</xref> to <xref ref-type="disp-formula" rid="e5">Eqs 5</xref>, <xref ref-type="disp-formula" rid="e7">7</xref>, the following equations can be obtained<disp-formula id="e17">
<mml:math id="m17">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:msub>
<mml:mi>J</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(17)</label>
</disp-formula>
<disp-formula id="e18">
<mml:math id="m18">
<mml:mrow>
<mml:msubsup>
<mml:mi>U</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mi>s</mml:mi>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(18)</label>
</disp-formula>One of the issues that need to be considered in a centralized based EMS is the handling for a failure of the communication system. When the communication system fails, the power reference for each GU becomes zero (that is <italic>&#x3bb;</italic>
<sub>
<italic>i</italic>
</sub> &#x3d; <italic>&#x3b3;</italic>
<sub>
<italic>i</italic>
</sub> &#x3d; 0). In order to stabilize the voltage, the integral term of the <italic>QU</italic> loop should be set to zero (that is <italic>k</italic>
<sub>
<italic>Ti</italic>
</sub> &#x3d; 0). In this way, the control equations can be rewritten as in <xref ref-type="disp-formula" rid="e19">Eqs 19</xref>, <xref ref-type="disp-formula" rid="e20">20</xref>
<disp-formula id="e19">
<mml:math id="m19">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:msub>
<mml:mi>J</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(19)</label>
</disp-formula>
<disp-formula id="e20">
<mml:math id="m20">
<mml:mrow>
<mml:msubsup>
<mml:mi>U</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(20)</label>
</disp-formula>
</p>
</sec>
<sec id="s4">
<title>Small-Signal Analysis for a DPGS With the Proposed Control Scheme</title>
<p>In order to analyze the dynamic performance of the system and optimize the controller parameters, it is necessary to carry out small-signal modeling and analysis on the system with the proposed control scheme. This section will perform a small-signal analysis of a DPGS containing <italic>n</italic> distributed power supplies.</p>
<p>The load angle derivative is given by<disp-formula id="e21">
<mml:math id="m21">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x394;</mml:mi>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(21)</label>
</disp-formula>Linearization of <xref ref-type="disp-formula" rid="e17">Eq. 17</xref> yields<disp-formula id="e22">
<mml:math id="m22">
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>J</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:msub>
<mml:mi>J</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi>&#x394;</mml:mi>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>J</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:math>
<label>(22)</label>
</disp-formula>The average active and reactive powers are obtained through low-pass filter as following equations<disp-formula id="e23">
<mml:math id="m23">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(23)</label>
</disp-formula>
<disp-formula id="e24">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(24)</label>
</disp-formula>where <italic>&#x3c9;</italic>
<sub>
<italic>c</italic>
</sub> is the bandwidth of the low-pass filter. <italic>p</italic>
<sub>
<italic>i</italic>
</sub> and <italic>q</italic>
<sub>
<italic>i</italic>
</sub> are the instantaneous active and reactive power. The small-signal equations of <xref ref-type="disp-formula" rid="e23">Eqs 23</xref>, <xref ref-type="disp-formula" rid="e24">24</xref> are given by<disp-formula id="e25">
<mml:math id="m25">
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>P</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(25)</label>
</disp-formula>
<disp-formula id="e26">
<mml:math id="m26">
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>Q</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(26)</label>
</disp-formula>The linearized form of <xref ref-type="disp-formula" rid="e18">Eq. 18</xref> can be expressed as<disp-formula id="e27">
<mml:math id="m27">
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>U</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mi>&#x394;</mml:mi>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(27)</label>
</disp-formula>For a DPGS with <italic>n</italic> power-generating nodes and <italic>m</italic> load nodes, the network equations can be written as<disp-formula id="e28">
<mml:math id="m28">
<mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>I</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mo>&#x22ef;</mml:mo>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mo>&#x22ee;</mml:mo>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mo>&#x22ef;</mml:mo>
</mml:mtd>
<mml:mtd>
<mml:mo>&#x22ef;</mml:mo>
</mml:mtd>
<mml:mtd>
<mml:mo>&#x22ef;</mml:mo>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mo>&#x22ee;</mml:mo>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mo>&#x22ef;</mml:mo>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(28)</label>
</disp-formula>In order to simplify the analysis, Kron reduction (<xref ref-type="bibr" rid="B1">Anderson and Foad, 2003</xref>)- (<xref ref-type="bibr" rid="B9">Dorfler and Bullo, 2013</xref>) is used on <xref ref-type="disp-formula" rid="e28">Eq. 28</xref>. Then we can get the system equation containing only <italic>n</italic> power-generating nodes as<disp-formula id="e29">
<mml:math id="m29">
<mml:mrow>
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:msub>
<mml:mi>I</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msubsup>
<mml:mi>Y</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mtd>
</mml:mtr>
</mml:mtable>
<mml:mo>}</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(29)</label>
</disp-formula>The active and reactive power injected by each generation unit can be expressed as<disp-formula id="e30">
<mml:math id="m30">
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>B</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mstyle>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>B</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:math>
<label>(30)</label>
</disp-formula>
<disp-formula id="e31">
<mml:math id="m31">
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>B</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mstyle>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>B</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:math>
<label>(31)</label>
</disp-formula>where <italic>G</italic>
<sub>
<italic>ij</italic>
</sub> and <italic>B</italic>
<sub>
<italic>ij</italic>
</sub> are the real and imaginary parts of the&#x20;element <italic>Y</italic>
<sub>
<italic>ij</italic>
</sub> in the equivalent admittance matrix <italic>Y</italic>
<sub>
<italic>eq</italic>
</sub> (ie,&#x20;<italic>Y</italic>
<sub>
<italic>ij</italic>
</sub> &#x3d; <italic>G</italic>
<sub>
<italic>ij</italic>
</sub> &#x2b; <italic>jB</italic>
<sub>
<italic>ij</italic>
</sub>).</p>
<p>The linearized form of <xref ref-type="disp-formula" rid="e30">Eqs 30</xref>, <xref ref-type="disp-formula" rid="e31">31</xref> can be presented as<disp-formula id="e32">
<mml:math id="m32">
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
<mml:mo>&#x2b;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:math>
<label>(32)</label>
</disp-formula>
<disp-formula id="e33">
<mml:math id="m33">
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
<mml:mo>&#x2b;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>i</mml:mi>
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<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>J</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
</p>
<p>The proposed model is applied to a DPGS shown in <xref ref-type="fig" rid="F4">Figure&#x20;4</xref>. In this system, two VSC stations supply power to a common load through respective connected lines. In order to simplify the analysis, it is assumed that the parameters of the two VSC stations are the same. The active power allocation factor and reactive power allocation factor for the two VSC are&#x20;0.5.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>A DPGS for small-signal analysis.</p>
</caption>
<graphic xlink:href="fenrg-10-842318-g004.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F5">Figure&#x20;5</xref> shows the system eigenvalue spectrum with different control parameters.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>System eigenvalue spectrum when <bold>(A)</bold> <italic>k</italic>
<sub>
<italic>G</italic>
</sub> &#x3d; 0, <italic>k</italic>
<sub>
<italic>T</italic>
</sub> &#x3d; 0, <italic>D</italic>&#x20;&#x3d; 1,000 and <italic>J</italic> changes from 0.1 to 0.5; <bold>(B)</bold> <italic>k</italic>
<sub>
<italic>G</italic>
</sub> &#x3d; 0, <italic>k</italic>
<sub>
<italic>T</italic>
</sub> &#x3d; 0.03, <italic>J</italic>&#x20;&#x3d; 0.1, <italic>D</italic> from 1e5 to 5e5; <bold>(C)</bold> <italic>k</italic>
<sub>
<italic>T</italic>
</sub> &#x3d; 0.03, <italic>D</italic>&#x20;&#x3d; 2e5, <italic>J</italic>&#x20;&#x3d; 0.1 and <italic>k</italic>
<sub>
<italic>G</italic>
</sub> changes from 2e-5 to 2e-3; <bold>(D)</bold> <italic>k</italic>
<sub>
<italic>G</italic>
</sub> &#x3d; 5e-4, <italic>D</italic>&#x20;&#x3d; 2e5, <italic>J</italic>&#x20;&#x3d; 0.1 and <italic>k</italic>
<sub>
<italic>T</italic>
</sub> changes from 0.005 to 0.05.</p>
</caption>
<graphic xlink:href="fenrg-10-842318-g005.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F5">Figure&#x20;5A</xref> shows the system root locus when <italic>k</italic>
<sub>
<italic>G</italic>
</sub> &#x3d; 0, <italic>k</italic>
<sub>
<italic>T</italic>
</sub> &#x3d; 0, <italic>D</italic>&#x20;&#x3d; 1,000 and <italic>J</italic> changes from 0.1 to 0.5. It can be seen from the figure that with the increase of <italic>J</italic>, eigen2 and eigen3 move from the left half plane to the imaginary axis. In particular, when <italic>J</italic>&#x20;&#x3e; 0.35, the two conjugate complex roots go into the right half plane, indicating that the system is unstable.</p>
<p>
<xref ref-type="fig" rid="F5">Figure&#x20;5B</xref> shows the location of eigenvalue with <italic>k</italic>
<sub>
<italic>G</italic>
</sub> &#x3d; 0, <italic>k</italic>
<sub>
<italic>T</italic>
</sub> &#x3d; 0.03, <italic>J</italic>&#x20;&#x3d; 0.1, <italic>D</italic> from 1e5 to 5e5. As can be seen from the figure, eigen2 and eigen3 are very sensitive to parameter <italic>D</italic> while eigen5 and eigen6 are almost constant. As <italic>D</italic> increases, eigen2 and eigen3 change from a pair of conjugate complex roots to two real roots. The absolute value of a real root becomes smaller gradually, which indicates that the stability margin of the system decreases.</p>
<p>
<xref ref-type="fig" rid="F5">Figure&#x20;5C</xref> shows the system eigenvalue spectrum when <italic>k</italic>
<sub>
<italic>T</italic>
</sub>&#x20;&#x3d;&#x20;0.03, <italic>D</italic>&#x20;&#x3d; 2e5, <italic>J</italic>&#x20;&#x3d; 0.1 and <italic>k</italic>
<sub>
<italic>G</italic>
</sub> changes from 2e-5 to 2e-3. It can be seen that eigen5 and eigen6 are greatly influenced by <italic>k</italic>
<sub>
<italic>G</italic>
</sub>. When <italic>k</italic>
<sub>
<italic>G</italic>
</sub> is less than 1e-3, with the increase of <italic>k</italic>
<sub>
<italic>G</italic>
</sub>, the speed of the system response to the disturbance is accelerated.</p>
<p>
<xref ref-type="fig" rid="F5">Figure&#x20;5D</xref> shows the system root locus when <italic>k</italic>
<sub>
<italic>G</italic>
</sub> &#x3d; 5e-4, <italic>D</italic>&#x20;&#x3d; 2e5, <italic>J</italic>&#x20;&#x3d; 0.1 and <italic>k</italic>
<sub>
<italic>T</italic>
</sub> changes from 0.005 to 0.05. When <italic>k</italic>
<sub>
<italic>T</italic>
</sub> &#x3c; 0.015, eigen5 and eigen6 are negative real roots; when <italic>k</italic>
<sub>
<italic>T</italic>
</sub> &#x3e; 0.015, a pair of conjugate complex roots is generated and the oscillation frequency of the system increases. But other dominant roots are almost constant, which means satisfactory performance and fast response can be achieved without the loss of stability.</p>
</sec>
<sec id="s5">
<title>Case Study</title>
<p>In order to verify the accuracy and validity of the proposed control strategy, a DPGS with three distributed generators shown in <xref ref-type="fig" rid="F6">Figure&#x20;6</xref> is built in PSCAD/EMTDC simulation software. The control parameters of the VSC stations can be seen in <xref ref-type="table" rid="T1">Table&#x20;1</xref>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>A DPGS with three distributed generators.</p>
</caption>
<graphic xlink:href="fenrg-10-842318-g006.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Control parameters of three VSC stations.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Parameter</th>
<th align="center">DG1</th>
<th align="center">DG2</th>
<th align="center">DG32</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Rated output voltage</td>
<td align="center">2.4&#xa0;kV</td>
<td align="center">2.4&#xa0;kV</td>
<td align="center">2.4&#xa0;kV</td>
</tr>
<tr>
<td align="left">
<italic>J</italic>
</td>
<td align="center">0.15</td>
<td align="center">0.15</td>
<td align="center">0.15</td>
</tr>
<tr>
<td align="left">
<italic>D</italic>
</td>
<td align="center">70,000</td>
<td align="center">140,000</td>
<td align="center">70,000</td>
</tr>
<tr>
<td align="left">
<italic>k</italic>
<sub>
<italic>G</italic>
</sub>
</td>
<td align="center">0.0004</td>
<td align="center">0.0004</td>
<td align="center">0.0004</td>
</tr>
<tr>
<td align="left">
<italic>k</italic>
<sub>
<italic>T</italic>
</sub>
</td>
<td align="center">0.05</td>
<td align="center">0.05</td>
<td align="center">0.05</td>
</tr>
<tr>
<td align="left">
<italic>&#x39b;</italic>
</td>
<td align="center">0.25</td>
<td align="center">0.5</td>
<td align="center">0.25</td>
</tr>
<tr>
<td align="left">
<italic>&#x393;</italic>
</td>
<td align="center">0.25</td>
<td align="center">0.5</td>
<td align="center">0.25</td>
</tr>
<tr>
<td align="left">
<italic>&#x3c9;</italic>
<sub>
<italic>c</italic>
</sub>
</td>
<td align="center">30&#xa0;rad/s</td>
<td align="center">30&#xa0;rad/s</td>
<td align="center">30&#xa0;rad/s</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s5-1">
<title>Case 1: Load Change</title>
<p>Assuming that the system operates at steady state before <italic>t</italic>&#x20;&#x3d; 0. At <italic>t</italic>&#x20;&#x3d; 2s, an additional load of 1.2&#xa0;MW is added to the system by closing switch SW1. The corresponding responses of the system are shown in <xref ref-type="fig" rid="F7">Figure&#x20;7</xref>. When the additional load is added, the system frequency drops due to the power unbalance. After that the SGIC takes effect and the three DGs inject more power to the system. Thus, the system frequency increases gradually. Finally, the system restored to a new steady state. During the transient process, the active power of DG2 is increased from 3.0 to 3.6&#xa0;MW with increment of 0.6&#xa0;MW. For DG1 and DG3, both active powers are increased from 1.5 to 1.8&#xa0;MW with increment of 0.3&#xa0;MW. The ratio of the power increments for the three DGs is 1:2:1, which is equal to the ratio of their allocation factors (0.25:0.5:0.25). It also can be seen that the system frequency restores its nominal value. That means the change of the active power does not lead to frequency offset, which is one of the advantages of the proposed control scheme.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Simulation results under load change.</p>
</caption>
<graphic xlink:href="fenrg-10-842318-g007.tif"/>
</fig>
</sec>
<sec id="s5-2">
<title>Case 2: Adjustment of Power Allocation Factors</title>
<p>Another advantage of the proposed control scheme is that the system can flexibly select the optimal power output according to different operating conditions. The system adjusts the active and reactive power outputs of DGs at t &#x3d; 2s so that DG1 provides 40% of the total demands, while both DG2 and DG3 provide 30%. The system performances are illustrated in <xref ref-type="fig" rid="F8">Figure&#x20;8</xref>. This process can be achieved only by adjusting the power allocation factors of each DG to <italic>&#x3bb;</italic>
<sub>1</sub> &#x3d; <italic>&#x3b3;</italic>
<sub>1</sub> &#x3d; 0.4, <italic>&#x3bb;</italic>
<sub>2</sub> &#x3d; <italic>&#x3b3;</italic>
<sub>2</sub> &#x3d; 0.3 and <italic>&#x3bb;</italic>
<sub>3</sub> &#x3d; <italic>&#x3b3;</italic>
<sub>3</sub> &#x3d; 0.3. However, for the CDC method, it is necessary to change the controllers&#x2019; droop coefficients of each DG to realize this function. As can be seen from the figure, after less than 1s the system transition to a new steady state point. During the transient, the system voltage and frequency fluctuations are very small, which indicates that the disturbance to the system is&#x20;small.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Simulation results with power allocation factors adjustment.</p>
</caption>
<graphic xlink:href="fenrg-10-842318-g008.tif"/>
</fig>
</sec>
<sec id="s5-3">
<title>Case 3: Station Fault</title>
<p>A fault is applied in DG1, which makes it disconnected from the local grid at <italic>t</italic>&#x20;&#x3d; 2s. After fault, DG1 no longer participates in dynamic power sharing. The loss of the power is compensated by DG2 and DG3. <xref ref-type="fig" rid="F9">Figure&#x20;9</xref> shows the corresponding responses of the system. From the figure it can be seen that the active and reactive power of DG2 is changed from 3.0 MW, 0.9 Mvar to 4.0 MW, 1.2 Mvar; and DG3 from 1.5 MW, 0.45 Mvar to 2.0 MW, 0.6 Mvar. The system frequency decreases at the initial state due to the loss of DG1, but restores to its nominal value when DG2 and DG3 compensate the loss. The voltage is mainly affected by reactive power. So, when the reactive power is changed, the voltage will also change. Even though the total amount of reactive power restores to the pre-defined value, the voltage cannot restore to the original value because the voltage is a locally quantity and the its allocation will also change the voltage. This simulation case also shows that the outage of one VSC station will not cause the blackout of the local grid, which means that the system with the proposed control scheme has high reliability and stability.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Simulation results under station fault condition.</p>
</caption>
<graphic xlink:href="fenrg-10-842318-g009.tif"/>
</fig>
</sec>
<sec id="s5-4">
<title>Case 4: Performances with Communication Delays</title>
<p>Time delay is an unavoidable problem for communication systems. The time delay of a communication system with quantities measured on a remote bus can be more than 100&#xa0;ms (<xref ref-type="bibr" rid="B16">Milano and Anghel, 2012</xref>). But it loses stability when the communication delay reaches 24&#xa0;ms for some fully centralized EMSs (<xref ref-type="bibr" rid="B13">Kahrobaeian and Ibrahim Mohamed, 2015</xref>). This indicates that the communication delay is a key factor affecting the stability of the fully centralized communication system. As a contrast, the control scheme proposed in this paper only needs to transmit the power reference values without transmitting voltage amplitude and angle reference and other quantities. Therefore, the time delay does not affect the stability of the system. <xref ref-type="fig" rid="F10">Figure&#x20;10</xref> shows the system performance when the active power allocation factors change at <italic>t</italic>&#x20;&#x3d; 2s with 1s of communication delay. It can be seen that the new active power references take effect after 1s delay. The system has good steady state and dynamic performance.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Simulation results with communication&#x20;delay.</p>
</caption>
<graphic xlink:href="fenrg-10-842318-g010.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s6">
<title>Conclusion</title>
<p>This paper presents a control and power sharing method for the distributed power generation system. In this scheme, each of the VSC stations adopts the proposed SGIC method. In order to eliminate the frequency offset, control the power precisely and improve the system stability when there are communication delays, a novel control called dynamic power sharing is proposed. Small-signal model of the whole system has been built and analyzed. A DPGS with three DGs is built in PSCAD/EMTDC software. Various operation conditions including load changes, power allocation factors adjustment, station fault and communication delay are simulated. According to this paper, the important advantages for the proposed scheme can be concluded as follows:<list list-type="simple">
<list-item>
<p>1) The <italic>Pf</italic> loop is designed through simply adding a first-order inertia element to the CDC method, by which the VSC has the similar inertia as the SG. The <italic>QU</italic> loop is used to imitate the exciter of the SG. With this loop the VSC station is able to keep the output voltage stable and control the reactive power at the same&#x20;time.</p>
</list-item>
<list-item>
<p>2) The inner current loop merits fast current response and current limiting ability, which can avoid overcurrent problems during converter blocking or&#x20;fault.</p>
</list-item>
<list-item>
<p>3) Through the dynamic power sharing, precise power control, frequency offset elimination and system stability improvement are achieved.</p>
</list-item>
<list-item>
<p>4) With the proposed scheme, the system has the merits of fault ride-through capability as well as good dynamic performance.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec 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 id="s8">
<title>Author Contributions</title>
<p>HX: Conceptualization, Methodology, Writing&#x2014;original draft. BL and XH: Software, Data curation. ZC: Writing&#x2014;review and editing.</p>
</sec>
<sec id="s11">
<title>Funding</title>
<p>This work was supported by the Science and Technology Project of China Southern Power Grid Corporation under Grant GDKJXM20198236.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, orclaim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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