<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">EPE</journal-id><journal-title-group><journal-title>Energy and Power Engineering</journal-title></journal-title-group><issn pub-type="epub">1949-243X</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/epe.2014.612035</article-id><article-id pub-id-type="publisher-id">EPE-50884</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Engineering</subject></subj-group></article-categories><title-group><article-title>
 
 
  Damping Controller Based Quantum Particle Swarm Optimization for VSC HVDC to Improve Power System Stability
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>aser</surname><given-names>Taheri</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ahmad</surname><given-names>Hashemi</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kowsar</surname><given-names>Kiani</given-names></name><xref ref-type="aff" rid="aff3"><sup>3</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff2"><addr-line>SAMA Technical and Vocational Training College, Islamic Azad University, Kermanshah Branch, Kermanshah, Iran</addr-line></aff><aff id="aff3"><addr-line>Department of Electrical Engineering, Semnan University, Semnan, Iran</addr-line></aff><aff id="aff1"><addr-line>Islamic Azad University, Quchan Branch, Quchan, Iran</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>n.taheri.1362@gmail.com(AT)</email>;<email>ahmad.hashemi.v@gmail.com(AH)</email>;<email>ahmad.hashemi.v@gmail.com(KK)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>27</day><month>10</month><year>2014</year></pub-date><volume>06</volume><issue>12</issue><fpage>419</fpage><lpage>436</lpage><history><date date-type="received"><day>25</day>	<month>August</month>	<year>2014</year></date><date date-type="rev-recd"><day>18</day>	<month>September</month>	<year>2014</year>	</date><date date-type="accepted"><day>26</day>	<month>September</month>	<year>2014</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  The use of the supplementary controllers of a High Voltage Direct Current (HVDC) based on Voltage Source Converter (VSC) to damp low Frequency oscillations in a weakly connected system is surveyed. Also, singular value decomposition (SVD)-based approach is used to analyze and assess the controllability of the poorly damped electromechanical modes by VSC-HVDC different control channels. The problem of supplementary damping controller based VSC-HVDC system is formulated as an optimization problem according to the time domain-based objective function which is solved using quantum-behaved particle swarm optimization (QPSO). Individual designs of the HVDC controllers using QPSO method are evaluated. The effectiveness of the proposed controllers on damping low frequency oscillations is checked through eigenvalue analysis and non-linear time simulation under various disturbance conditions over a wide range of loading.
 
</p></abstract><kwd-group><kwd>VSC-HVDC</kwd><kwd> Power System Stability</kwd><kwd> Quantum Particle Swarm Optimization</kwd><kwd> Supplemetary Damping Controller</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Large interconnected AC systems have many well-known advantages. However, larger interconnected AC systems also increase the system complexity from the operation point of view, and might adversely decrease the system reliability [<xref ref-type="bibr" rid="scirp.50884-ref1">1</xref>] -[<xref ref-type="bibr" rid="scirp.50884-ref3">3</xref>] . Steady state stability, lack of reactive power supply, voltage stability, electromechanical oscillations and transient stability are common problems that can happen in expanded power systems and transmit a large amount of power over long distance transmission lines [<xref ref-type="bibr" rid="scirp.50884-ref3">3</xref>] [<xref ref-type="bibr" rid="scirp.50884-ref4">4</xref>] . Increasing power system complexity gives rise to low frequency oscillations in the range of 0.2 - 3.0 Hz. If not well damped, these oscillations may keep growing in magnitude until loss of synchronism results [<xref ref-type="bibr" rid="scirp.50884-ref5">5</xref>] . In order to damp these power system oscillations and increase system oscillations stability, the installation of power system stabilizer (PSS) is both economical and effective [<xref ref-type="bibr" rid="scirp.50884-ref5">5</xref>] [<xref ref-type="bibr" rid="scirp.50884-ref6">6</xref>] . However, PSSs may adversely affect voltage profile, result in leading power factor, and may not be able to suppress oscillations resulting from severe disturbances, especially those three-phase faults which may occur at the generator terminals [<xref ref-type="bibr" rid="scirp.50884-ref6">6</xref>] . Flexible AC transmission systems devices, such as Static VAR Compensators (SVC), Thyristor Control Series Compensators (TCSC), Static Synchronous Compensators (ST-ATCOM), and Unified Power Flow Controller (UPFC), are one of the recent propositions to alleviate such situations by controlling the power flow along the transmission lines and improving power oscillations damping [<xref ref-type="bibr" rid="scirp.50884-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.50884-ref7">7</xref>] . Recently High Voltage Direct Current (HVDC) systems have greatly increased. They interconnect large power systems offering numerous technical and economic advantages. This interest results from practical characteristics and performance that include for example, nonsynchronous interconnection, control of power flow and modulation to increase stability limits [<xref ref-type="bibr" rid="scirp.50884-ref8">8</xref>] . It is well known that HVDC may improve the transient and dynamic performance of the interconnected AC/DC system due to its fast electronic control of power flow also transient stability of the AC systems in a composite AC-DC system can be improved by taking advantage of the fast controllability of HVDC converters [<xref ref-type="bibr" rid="scirp.50884-ref6">6</xref>] - [<xref ref-type="bibr" rid="scirp.50884-ref10">10</xref>] . The conventional HVDC has several limitations and undesirable characteristics including being physically large and requiring the AC network with sufficient short-circuit ratio [<xref ref-type="bibr" rid="scirp.50884-ref11">11</xref>] - [<xref ref-type="bibr" rid="scirp.50884-ref13">13</xref>] . The Voltage Source Converter based on HVDC (VSC HVDC), which uses modern semiconductors with self-commuted ability, overcomes the disadvantages of conventional HVDC and is therefore more suitable for a weak AC network or a passive network without any power sources [<xref ref-type="bibr" rid="scirp.50884-ref13">13</xref>] . The control of the voltage magnitude and the phase angle of the VSCs make the use of separate control for active and reactive power possible. The active power loop can be set to control either the active power or the dc-side voltage [<xref ref-type="bibr" rid="scirp.50884-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.50884-ref15">15</xref>] . A traditional lead-lag damping controller structure is preferred by the power system utilities because of the ease of on-line tuning and also lack of assurance of the stability by some adaptive or variable structure methods [<xref ref-type="bibr" rid="scirp.50884-ref7">7</xref>] [<xref ref-type="bibr" rid="scirp.50884-ref16">16</xref>] [<xref ref-type="bibr" rid="scirp.50884-ref17">17</xref>] . Having several local optimum parameters for a lead-lag controller, using of traditional optimization approach is not suitable for such a problem. Thus, the heuristic methods as solution for finding global optimization are developed [<xref ref-type="bibr" rid="scirp.50884-ref18">18</xref>] - [<xref ref-type="bibr" rid="scirp.50884-ref20">20</xref>] . Particle swarm optimization (PSO) is a novel population based on metaheuristic, which utilizes the swarm intelligence generated by the cooperation and competition between the particle in a swarm and has emerged as a useful tool for engineering optimization [<xref ref-type="bibr" rid="scirp.50884-ref21">21</xref>] . This new approach features many advantages; it is simple, flexible, and fast and can be coded in few lines. Also, its storage requirement is minimal. However, the main disadvantage is that the PSO algorithm is not guaranteed to be globally convergent. In order to overcome this drawback and improve optimization synthesis, in this paper, a quantum-behaved PSO technique is proposed for optimal tuning of HVDC based damping controller for enhancing of power systems low frequency oscillations damping. In this paper a novel approach is presented to model parallel AC/DC power system namely Phillips-Heffron model based d-q algorithm in order to study dynamical stability of system. In addition, a block diagram representation is formed to analyze the system stability characteristics. Also, singular value decomposition (SVD) is used to choose damping control signal which has most effect on damping the electromechanical (EM) mode oscillations. A very powerful tool commonly used for this purpose is Popov-Belevitch-Hautus (PBH), which can be used to evaluate the EM mode controllability of the PSS and the different VSC HVDC controllers. A single machine infinite bus (SMIB) system equipped with a PSS and a VSC HVDC controller is used in this study. The problem of damping controllers design is formulated as an optimization problem to be solved using QPSO. The aim of the optimization is to search for the optimum controller parameter settings that maximize the minimum damping ratio of the system.</p></sec><sec id="s2"><title>2. Problem Statement</title><p><xref ref-type="fig" rid="fig1">Figure 1</xref> shows a SMIB system equipped with a VSC HVDC. As it can be seen the infinite bus is supplied by HVAC parallel connected with a VSC HVDC power transmission system. The VSC HVDC consists of two coupling transformer, two three-phase IGBT based voltage source converters (VSCs). These two converters are connected either back-to-back or joined by a DC cable, depending on the application.</p><p>The AC side of each converter is connected to the line through a coupling transformer. The first voltage</p><fig id="fig1"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref></label><caption><title> A SMIB system Equationuipped with a VSC HVDC</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x5.png"/></fig><p>source converter behaves as a rectifier. It regulates the DC link voltage and maintains the magnitude of the voltage at the connected terminal. The second voltage source converter acts as a controlled voltage source, which controls power flow in VSC HVDC feeder. The four input control signals to the VSC HVDC are <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x6.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x7.png" xlink:type="simple"/></inline-formula> where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x8.png" xlink:type="simple"/></inline-formula> are the amplitude modulation ratio and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x9.png" xlink:type="simple"/></inline-formula> are phase angle of the control signals of each VSC respectively.</p><sec id="s2_1"><title>2.1. Power System Nonlinear Model</title><p>By applying Park’s transformation and neglecting the resistance and transients of the coupling transformers, the VSC HVDC can be modeled:</p><disp-formula id="scirp.50884-formula155"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x10.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula156"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x11.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula157"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x12.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula158"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x13.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula159"><label>(5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x14.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x15.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x16.png" xlink:type="simple"/></inline-formula> are the middle bus voltage, infinite bus voltage, flowed current to rectifier and inverter respectively. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x17.png" xlink:type="simple"/></inline-formula>And <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x18.png" xlink:type="simple"/></inline-formula> are the DC link capacitance and voltage, respectively. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x19.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x20.png" xlink:type="simple"/></inline-formula> are the DC capacitances and voltages of rectifier and inverter respectively.</p><p>The non-linear model of the SMIB system of <xref ref-type="fig" rid="fig1">Figure 1</xref> is:</p><disp-formula id="scirp.50884-formula160"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x21.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula161"><label>(7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x22.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula162"><label>(8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x23.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula163"><label>(9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x24.png"  xlink:type="simple"/></disp-formula><p>where:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula> are the input and output power , respectively; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x33.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x34.png" xlink:type="simple"/></inline-formula> the inertia constant and damping coefficient , respectively; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x35.png" xlink:type="simple"/></inline-formula>the synchronous speed; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x36.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x37.png" xlink:type="simple"/></inline-formula> the rotor angle and speed, respectively; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x38.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x39.png" xlink:type="simple"/></inline-formula> the generator internal, field and terminal voltages, respectively; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x40.png" xlink:type="simple"/></inline-formula>the open circuit field time constant; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x41.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x42.png" xlink:type="simple"/></inline-formula> the d-axis, d-axis transient reactance, and q-axis reactance, respectively; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x43.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x44.png" xlink:type="simple"/></inline-formula> the exciter gain and time constant, respectively; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x45.png" xlink:type="simple"/></inline-formula>the reference voltage.</p><p>Also, from <xref ref-type="fig" rid="fig1">Figure 1</xref> we have:</p><disp-formula id="scirp.50884-formula164"><label>(10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x46.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula165"><label>(11)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x47.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula166"><label>(12)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x48.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x49.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x50.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x51.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x52.png" xlink:type="simple"/></inline-formula> are the armature current, rectifier voltage, infinite bus current and voltage respectively. From Equations (10)-(12) we can have:</p><disp-formula id="scirp.50884-formula167"><label>(13)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x53.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula168"><label>(14)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x54.png"  xlink:type="simple"/></disp-formula><p>And for inverter side:</p><disp-formula id="scirp.50884-formula169"><label>(15)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x55.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula170"><label>(16)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x56.png"  xlink:type="simple"/></disp-formula></sec><sec id="s2_2"><title>2.2. Power System Linearized Model</title><p>By linearizing Equations (1)-(7) (13)-(16):</p><disp-formula id="scirp.50884-formula171"><label>(17)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x57.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula172"><label>(18)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x58.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula173"><label>(19)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x59.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula174"><label>(20)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x60.png"  xlink:type="simple"/></disp-formula><p>where:</p><disp-formula id="scirp.50884-formula175"><label>(21)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x61.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula176"><label>(22)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x62.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula177"><label>(23)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x63.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula178"><label>(24)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x64.png"  xlink:type="simple"/></disp-formula><p>Substitute Equations (21)-(23) in (17)-(20) we can obtain the state variable of the power system installed with the VSC HVDC to be (state space model):</p><disp-formula id="scirp.50884-formula179"><graphic  xlink:href="http://html.scirp.org/file/1-6201729x65.png"  xlink:type="simple"/></disp-formula><p>and</p><disp-formula id="scirp.50884-formula180"><label>(25)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x66.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula181"><graphic  xlink:href="http://html.scirp.org/file/1-6201729x67.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x68.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x69.png" xlink:type="simple"/></inline-formula> are the linearization of the input control signals of the VSC HVDC and PSS output respectively. The linearized dynamic model of Equation (25) can be shown by <xref ref-type="fig" rid="fig2">Figure 2</xref>. In this figure <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x70.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x71.png" xlink:type="simple"/></inline-formula> are defined:</p><fig id="fig2"  position="float"><label><xref ref-type="fig" rid="fig2">Figure 2</xref></label><caption><title> VSC HVDC block diagram based Equation (25)</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x72.png"/></fig><disp-formula id="scirp.50884-formula182"><graphic  xlink:href="http://html.scirp.org/file/1-6201729x73.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula183"><graphic  xlink:href="http://html.scirp.org/file/1-6201729x74.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula184"><graphic  xlink:href="http://html.scirp.org/file/1-6201729x75.png"  xlink:type="simple"/></disp-formula><p>It can be seen that the configuration of the Phillips-Heffron model is exactly the same as that installed with SVC, TCSC, TCPS, UPFC and STATCOM. Also from Equation (25) it can be seen that there five choice of input control signals of the VSC HVDC to superimpose on the damping function of the VSC HVDC <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x76.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x77.png" xlink:type="simple"/></inline-formula>. Therefore, in designing the damping controller of the VSC HVDC, besides setting its parameters, the selection of the input control signal of the VSC HVDC to superimpose on the damping function of the VSC HVDC is also important.</p></sec></sec><sec id="s3"><title>3. PSO versus QPSO</title><p>In a PSO system [<xref ref-type="bibr" rid="scirp.50884-ref21">21</xref>] -[<xref ref-type="bibr" rid="scirp.50884-ref23">23</xref>] , multiple candidate solutions coexist and cooperate simultaneously. Each solution candidate, called a “particle”, flies in the problem space (similar to the search process for food of a bird swarm) looking for the optimal position. A particle with time adjusts its position to its own experience, while adjusting to the experience of neighboring particles. If a particle discovers a promising new solution, all the other particles will move closer to it, exploring the region more thoroughly in the process.</p><p>PSO starts [<xref ref-type="bibr" rid="scirp.50884-ref22">22</xref>] with a population of random solutions “particles” in a D-dimension space. The i<sub>th</sub> particle is represented by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x78.png" xlink:type="simple"/></inline-formula>. Each particle keeps track of its coordinates in hyperspace, which are associated with the fittest solution it has achieved so far. The value of the fitness for particle <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x79.png" xlink:type="simple"/></inline-formula> (pbest) is also stored as<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x80.png" xlink:type="simple"/></inline-formula>. The global version of the PSO keeps track of the overall best value (gbest), and its location, obtained thus far by any particle in the population [<xref ref-type="bibr" rid="scirp.50884-ref21">21</xref>] [<xref ref-type="bibr" rid="scirp.50884-ref22">22</xref>] . PSO consists of, at each step, changing the velocity of each particle toward its pbest and gbest according to following Equations:</p><disp-formula id="scirp.50884-formula185"><label>(26)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x81.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.50884-formula186"><label>(27)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x82.png"  xlink:type="simple"/></disp-formula><p>where, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x83.png" xlink:type="simple"/></inline-formula>= pbest and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x84.png" xlink:type="simple"/></inline-formula> = gbest</p><p>PSO algorithm is as follow:</p><p>Step 1: Initialize an array of particles with random positions and their associated velocities to satisfy the inequality constraints.</p><p>Step 2: Check for the satisfaction of the equality constraints and modify the solution if required.</p><p>Step 3: Evaluate the fitness function of each particle.</p><p>Step 4: Compare the current value of the fitness function with the particles’ previous best value (pbest). If the current fitness value is less, then assign the current fitness value to pbest and assign the current coordinates (positions) to pbest.</p><p>Step 5: Determine the current global minimum fitness value among the current positions.</p><p>Step 6: Compare the current global minimum with the previous global minimum (gbest). If the current global minimum is better than gbest, then assign the current global minimum to gbest and assign the current coordinates (positions) to gbest.</p><p>Step 7: Change the velocities according to Equation (26).</p><p>Step 8: Move each particle to the new position according to Equation (27) and return to Step 2.</p><p>Step 9: Repeat Step 2 - 8 until a stopping criterion is satisfied or the maximum number of iterations is reached.</p><p>The main disadvantage is that the PSO algorithm is not guaranteed to be global convergent [<xref ref-type="bibr" rid="scirp.50884-ref24">24</xref>] . The dynamic behavior of the particle is widely divergent forming that of that the particle in the PSO systems in that the exact values of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x85.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x86.png" xlink:type="simple"/></inline-formula> cannot be determined simultaneously. In quantum world, the term trajectory is meaningless, because <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x87.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x88.png" xlink:type="simple"/></inline-formula> of a particle cannot be determined simultaneously according to uncertainty principle. Therefore, if individual particles in a PSO system have quantum behavior, the PSO algorithm is bound to work in a different fashion. In the quantum model of a PSO called here QPSO, the state of a particle is depicted by wave function W(x, t) instead of position and velocity [<xref ref-type="bibr" rid="scirp.50884-ref23">23</xref>] [<xref ref-type="bibr" rid="scirp.50884-ref24">24</xref>] . Employing the Monte Carlo method, the particles move according to the following iterative equation:</p><disp-formula id="scirp.50884-formula187"><label>(28)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x89.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x90.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x91.png" xlink:type="simple"/></inline-formula> are values generated according to a uniform probability distribution in range [<xref ref-type="bibr" rid="scirp.50884-ref24">24</xref>] , the parameter <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x92.png" xlink:type="simple"/></inline-formula> is called contraction expansion coefficient, which can be tuned to control the convergence speed of the particle. In the QPSO, the parameter <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x93.png" xlink:type="simple"/></inline-formula> must be set as <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x94.png" xlink:type="simple"/></inline-formula> to guarantee convergence of the particle [<xref ref-type="bibr" rid="scirp.50884-ref23">23</xref>] . Where Mbest called mean best position is defined as the mean of the pbest positions of all particles, i.e.:</p><disp-formula id="scirp.50884-formula188"><label>. (29)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x95.png"  xlink:type="simple"/></disp-formula><p>The procedure for implementing the QPSO is given by the following steps [<xref ref-type="bibr" rid="scirp.50884-ref23">23</xref>] [<xref ref-type="bibr" rid="scirp.50884-ref24">24</xref>] :</p><p>Step 1: Initialization of swarm positions: Initialize a population (array) of particles with random positions in the n-dimensional problem space using a uniform probability distribution function.</p><p>Step 2: Evaluation of particle’s fitness: Evaluate the fitness value of each particle.</p><p>Step 3: Comparison to pbest (personal best): Compare each particle’s fitness with the particle’s pbest. If the current value is better than pbest, then set the pbest value equal to the current value and the pbest location equal to the current location in n-dimensional space.</p><p>Step 4: Comparison to gbest (global best): Compare the fitness with the population’s overall previous best. If the current value is better than gbest, then reset gbest to the current particle’s array index and value.</p><p>Step 5: Updating of global point: Calculate the Mbest using Equation (29).</p><p>Step 6: Updating of particles’ position: Change the position of the particles according to Equation (28), where c1 and c2 are two random numbers generated using a uniform probability distribution in the range [0, 1].</p><p>Step 7: Repeating the evolutionary cycle: Loop to Step 2 until a stop criterion is met, usually a sufficiently good</p><sec id="s3_1"><title>3.1. PSS and VSC-HVDC Damping Controller</title><disp-formula id="scirp.50884-formula189"><label>(30)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x96.png"  xlink:type="simple"/></disp-formula><p>The VSC-HVDC damping controllers are of the structure shown in <xref ref-type="fig" rid="fig3">Figure 3</xref> which <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x97.png" xlink:type="simple"/></inline-formula> can be <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x98.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x98.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x99.png" xlink:type="simple"/></inline-formula>. However, an electrical torque in-phase with the speed deviation is to be produced in order to enhance damping of the system oscillations. It includes gain block, signal-washout block and lead-lag compensator. The parameters of the damping controller are obtained using QPSO algorithm.</p>VSC-HVDC Controller Design Using QPSO<p>To obtain optimal parameters, this paper employs QPSO [<xref ref-type="bibr" rid="scirp.50884-ref24">24</xref>] to enhance optimization synthesis and find the global optimum value of fitness function. The objective function (which must be minimized) is defined as follows [<xref ref-type="bibr" rid="scirp.50884-ref25">25</xref>] :</p><disp-formula id="scirp.50884-formula190"><label>(31)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x100.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x101.png" xlink:type="simple"/></inline-formula> is the time range of simulation and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x101.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x102.png" xlink:type="simple"/></inline-formula> is the total number of operating points for which the optimization is carried out. The design problem can be formulated as the following constrained optimization problem, where the constraints are the controller parameters bounds [<xref ref-type="bibr" rid="scirp.50884-ref22">22</xref>] :</p><disp-formula id="scirp.50884-formula191"><label>(32)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x103.png"  xlink:type="simple"/></disp-formula><p>Typical ranges of the optimized parameters are [0.01 - 100] for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x104.png" xlink:type="simple"/></inline-formula> and [0.01 - 1] for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x104.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x105.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x104.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x105.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x106.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x104.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x105.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x106.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x107.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x104.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x105.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x106.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x107.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x108.png" xlink:type="simple"/></inline-formula>. The proposed approach employs QPSO algorithm to solve this optimization problem and search for an optimal or near optimal set of controller parameters.</p></sec><sec id="s3_2"><title>3.2. Controllability Measurement Based on SVD</title><p>Controllability shows how the state variables describing the behavior of a system can be influenced by its inputs.</p><fig id="fig3"  position="float"><label><xref ref-type="fig" rid="fig3">Figure 3</xref></label><caption><title> VSC HVDC with lead-lag controller</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x109.png"/></fig><p>More accurately, the dynamical system <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x110.png" xlink:type="simple"/></inline-formula> or the pair (A, B) is said to be state controllable if, for any initial state <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x111.png" xlink:type="simple"/></inline-formula> any time <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x112.png" xlink:type="simple"/></inline-formula> and any final state <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x113.png" xlink:type="simple"/></inline-formula> there exist an input u(t) such that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x114.png" xlink:type="simple"/></inline-formula>. Otherwise the system is said to be state uncontrollable.</p><p>In damping of power oscillations, it is necessary to determine controllability for specific eigenvalues (electromechanical mode). A very powerful tool commonly used for this purpose is Popov-Belevitch-Hautus (PBH) test which is described as below. It includes in evaluating the rank of matrices:</p><disp-formula id="scirp.50884-formula192"><label>(33)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x115.png"  xlink:type="simple"/></disp-formula><p>which <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x116.png" xlink:type="simple"/></inline-formula> is the kth eigenvalue of the matrix A, I is the identity matrix, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x117.png" xlink:type="simple"/></inline-formula>is the column of B corresponding to i<sub>th</sub> input<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x118.png" xlink:type="simple"/></inline-formula>. The mode <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x119.png" xlink:type="simple"/></inline-formula> of linear system in state space form is controllable if matrix <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x120.png" xlink:type="simple"/></inline-formula> has full row rank. The rank of matrices <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x121.png" xlink:type="simple"/></inline-formula> can be evaluated by their singular values. The singular values are defined as below:</p><p>If <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x122.png" xlink:type="simple"/></inline-formula> is a <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x123.png" xlink:type="simple"/></inline-formula> complex matrix, then there exist unitary matrices <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x124.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x125.png" xlink:type="simple"/></inline-formula> with dimensions of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x126.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x127.png" xlink:type="simple"/></inline-formula>, respectively, such that:</p><disp-formula id="scirp.50884-formula193"><label>(34)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-6201729x128.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x129.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x130.png" xlink:type="simple"/></inline-formula></p><p>With <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x131.png" xlink:type="simple"/></inline-formula> where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x132.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x133.png" xlink:type="simple"/></inline-formula> are the singular values of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x134.png" xlink:type="simple"/></inline-formula>.</p><p>The minimum singular value <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x135.png" xlink:type="simple"/></inline-formula> represents the distance of the matrix <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x136.png" xlink:type="simple"/></inline-formula> from all the matrices with a rank of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x137.png" xlink:type="simple"/></inline-formula> [<xref ref-type="bibr" rid="scirp.50884-ref26">26</xref>] . This property can be used to quantify modal controllability and observability [<xref ref-type="bibr" rid="scirp.50884-ref26">26</xref>] . The matrix H (and J) can be written as <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x138.png" xlink:type="simple"/></inline-formula> where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x139.png" xlink:type="simple"/></inline-formula> is a column vector corresponding to the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x140.png" xlink:type="simple"/></inline-formula> input. The minimum singular value, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x141.png" xlink:type="simple"/></inline-formula>of the matrix <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x142.png" xlink:type="simple"/></inline-formula> indicates the capability of the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x143.png" xlink:type="simple"/></inline-formula> input to control the mode associated with the eigenvalue<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x144.png" xlink:type="simple"/></inline-formula>. Actually, the higher<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x145.png" xlink:type="simple"/></inline-formula>, the higher the controllability of this mode by the input considered. As such, the controllability of the EM mode can be examined with all inputs in order to identify the most effective one to control the mode. Thus, the choice of input through the PBH test is done by selecting those with the largest of the minimum singular values of matrix<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x146.png" xlink:type="simple"/></inline-formula>.</p></sec></sec><sec id="s4"><title>4. Simulation Results</title><p>Power system information is given in Appendix A. Constant coefficients in modeling are calculated according information which given in appendix B. In this paper, we consider <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x147.png" xlink:type="simple"/></inline-formula> (rotor speed deviation) as outputs and five inputs which are <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x148.png" xlink:type="simple"/></inline-formula> i.e. modulation index, phase angle of rectifier and inverter respectively and finally PSS input. Selecting an affective coupling between inputs-output for damping oscillation of the power system is one of the most important goals of this paper. Following section consider this topic.</p><sec id="s4_1"><title>4.1. Controllability Measure by Using PBH Test</title><p>SVD based on PBH is employed to measure the controllability of the electromechanical mode (EM) mode from each of the five inputs:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x149.png" xlink:type="simple"/></inline-formula>. The minimum singular value <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x150.png" xlink:type="simple"/></inline-formula> is estimated over a wide range of operating conditions. For SVD analysis, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x151.png" xlink:type="simple"/></inline-formula>ranges from 0.01 to 1.5 Pu and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x152.png" xlink:type="simple"/></inline-formula>. At each loading condition, the system model is linearized, the EM mode is identified, and the SVD-based controllability and observability measure is implemented. For comparison purposes, the minimum singular value for all inputs at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x152.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x153.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x152.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x153.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x154.png" xlink:type="simple"/></inline-formula> Pu is shown in <xref ref-type="fig" rid="fig4">Figure 4</xref>, respectively. From these figures, the following can be noticed:</p><p>&#183; EM mode controllability via <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x155.png" xlink:type="simple"/></inline-formula> is always higher than that of any other input.</p><p>&#183; The capabilities of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x156.png" xlink:type="simple"/></inline-formula> to control the EM mode is higher than that of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x156.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x157.png" xlink:type="simple"/></inline-formula>.</p><p>&#183; All control signals have low EM mode controllability in low load condition except<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x158.png" xlink:type="simple"/></inline-formula>.</p><p>According to what said above, to design supplementary controller based VSC-HVDC, applying damping signal to <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x159.png" xlink:type="simple"/></inline-formula> can have most affection on oscillation mode.</p></sec><sec id="s4_2"><title>4.2. Using QPSO to Obtain Parameters of Supplementary Controllers</title><p>The QPSO algorithm is used to obtain the optimal parameter settings of each of the supplementary controllers so</p><fig-group id="fig4"><label><xref ref-type="fig" rid="fig4">Figure 4</xref></label><caption><title> Minimum singular value for different value for Qe.</title></caption><fig id ="fig4_1"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x160.png"/></fig><fig id ="fig4_2"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x161.png"/></fig><fig id ="fig4_3"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x162.png"/></fig></fig-group><p>that the objective function is optimized. The final parameters are given in <xref ref-type="table" rid="table1">Table 1</xref>.</p><p>These supplementary controllers are used by VSC-HVDC system in different loading condition (<xref ref-type="table" rid="table2">Table 2</xref>). According results which are obtained from SVD analysis, it is obvious that best input for applying damping signal is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x163.png" xlink:type="simple"/></inline-formula>. In this paper, for comparison purposes, a supplementary controller is designed by PSO method for this input. This controller is used in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x164.png" xlink:type="simple"/></inline-formula> condition and nonlinear system.</p><table-wrap id="table1" ><label><xref ref-type="table" rid="table1">Table 1</xref></label><caption><title> Parameters of supplementary controller designed by QPSO</title></caption><table><tbody><thead><tr><th align="center" valign="middle" ></th><th align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x165.png" xlink:type="simple"/></inline-formula></th><th align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x166.png" xlink:type="simple"/></inline-formula></th><th align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x167.png" xlink:type="simple"/></inline-formula></th><th align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x168.png" xlink:type="simple"/></inline-formula></th><th align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x169.png" xlink:type="simple"/></inline-formula></th></tr></thead><tr><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x170.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >−0.3572</td><td align="center" valign="middle" >3.3498</td><td align="center" valign="middle" >−60.088</td><td align="center" valign="middle" >95</td><td align="center" valign="middle" >77.509</td></tr><tr><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x171.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >0.72</td><td align="center" valign="middle" >3.4</td><td align="center" valign="middle" >0.045</td><td align="center" valign="middle" >0.47</td><td align="center" valign="middle" >0.84</td></tr><tr><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x172.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >0.15</td><td align="center" valign="middle" >0.027</td><td align="center" valign="middle" >0.053</td><td align="center" valign="middle" >0.04</td><td align="center" valign="middle" >1.8</td></tr><tr><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x173.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >5.6</td><td align="center" valign="middle" >8.2</td><td align="center" valign="middle" >0.1</td><td align="center" valign="middle" >4.1</td><td align="center" valign="middle" >12</td></tr><tr><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x174.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >0.26</td><td align="center" valign="middle" >1.1</td><td align="center" valign="middle" >0.073</td><td align="center" valign="middle" >0.33</td><td align="center" valign="middle" >4.1</td></tr></tbody></table></table-wrap><p><xref ref-type="table" rid="table2">Table 2</xref>. Synchronous machine condition.</p><fig id="fig5"  position="float"><label><xref ref-type="fig" rid="fig5">Figure 5</xref></label><caption><title> Active power<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x183.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x182.png"/></fig><fig id="fig6"  position="float"><label><xref ref-type="fig" rid="fig6">Figure 6</xref></label><caption><title> Active power<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x185.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x184.png"/></fig><p>Parameters of PSO based damping controller are as: <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x186.png" xlink:type="simple"/></inline-formula>Testing model consists of small changing in mechanical power <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x187.png" xlink:type="simple"/></inline-formula> which is applied at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x188.png" xlink:type="simple"/></inline-formula>. Testing nonlinear model includes small changing in mechanical power <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x189.png" xlink:type="simple"/></inline-formula> at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x189.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x190.png" xlink:type="simple"/></inline-formula> and three phase fault at infinite bus at time <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x189.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x190.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x191.png" xlink:type="simple"/></inline-formula> that is removed after 7 cycles. Figures 5-13 show the linear power system response in condition <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x189.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x190.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x191.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x192.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x189.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x190.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x191.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x192.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x193.png" xlink:type="simple"/></inline-formula>. Because of results which obtained by SVD analysis and also system response for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x189.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x190.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x191.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x192.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x193.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x194.png" xlink:type="simple"/></inline-formula> condition, in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x189.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x190.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x191.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x192.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x193.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x194.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x195.png" xlink:type="simple"/></inline-formula> we just used from rectifier and PSS inputs for applying damping signal and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x189.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x190.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x191.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x192.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x193.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x194.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x195.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x196.png" xlink:type="simple"/></inline-formula> are omitted. According to these figures, damping controller based on QPSO damps active power, rotor speed oscillations and load angle better than PSO-based compensator for loading condition. Also, using of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x189.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x190.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x191.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x192.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x193.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x194.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x195.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x196.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x197.png" xlink:type="simple"/></inline-formula> can guarantee best damping results. Figures 14-19 show the nonlinear power responses. According to these figures, QPSO based damping controller applying to <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x189.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x190.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x191.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x192.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x193.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x194.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x195.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x196.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x197.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x198.png" xlink:type="simple"/></inline-formula> damps active power, terminal voltage and rotor speed oscillations better than PSO.</p></sec></sec><sec id="s5"><title>5. Conclusion</title><p>In this paper, SVD has been employed to evaluate the electromechanical mode controllability to PSS and the four VSC HVDC control signals. It has been shown that the electromechanical mode is most powerfully controlled via a wide range of loading conditions. Also, the quantum-behaved particle swarm optimization algorithm has been successfully applied to the robust design of VSC HVDC based damping controllers. The effectiveness of the proposed VSC HVDC controllers for improving transient stability performance of a power system are demonstrated by a weakly connected power system subjected to different severe disturbances. The</p><fig id="fig7"  position="float"><label><xref ref-type="fig" rid="fig7">Figure 7</xref></label><caption><title> Active power<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x200.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x199.png"/></fig><fig id="fig8"  position="float"><label><xref ref-type="fig" rid="fig8">Figure 8</xref></label><caption><title> Load angle deviation<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x202.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x201.png"/></fig><fig id="fig9"  position="float"><label><xref ref-type="fig" rid="fig9">Figure 9</xref></label><caption><title> Load angle deviation<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x204.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x203.png"/></fig><fig id="fig10"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>0</label><caption><title> Load angle deviation<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x206.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x205.png"/></fig><fig id="fig11"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>1</label><caption><title> Rotor speed deviation<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x208.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x207.png"/></fig><fig id="fig12"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>2</label><caption><title> Rotor speed deviation<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x210.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x209.png"/></fig><fig id="fig13"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>3</label><caption><title> Rotor speed deviation<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x212.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x211.png"/></fig><fig id="fig14"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>4</label><caption><title> Active power<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x214.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x213.png"/></fig><fig id="fig15"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>5</label><caption><title> Terminal voltage of generator<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x216.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x215.png"/></fig><fig id="fig16"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>6</label><caption><title> Rotor speed deviation<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x218.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x217.png"/></fig><fig id="fig17"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>7</label><caption><title> Active power<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x220.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x219.png"/></fig><fig id="fig18"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>8</label><caption><title> Terminal voltage of generator<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x222.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x221.png"/></fig><fig id="fig19"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>9</label><caption><title> Rotor speed deviation<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x224.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-6201729x223.png"/></fig><p>non-linear time-domain simulation results show the effectiveness of the proposed controller and their ability to provide good damping of low frequency oscillations.</p></sec><sec id="s6"><title>Appendix</title><p>The test system parameters are (all in pu):</p><p>Machine and Exciter:</p><disp-formula id="scirp.50884-formula194"><graphic  xlink:href="http://html.scirp.org/file/1-6201729x225.png"  xlink:type="simple"/></disp-formula><p>Transmission line and transformer reactance: <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x226.png" xlink:type="simple"/></inline-formula></p><p>VSC HVDC: <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x227.png" xlink:type="simple"/></inline-formula></p><p>Coefficients are:</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x228.png" xlink:type="simple"/></inline-formula>, , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x232.png" xlink:type="simple"/></inline-formula>, , , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x236.png" xlink:type="simple"/></inline-formula>, , , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x240.png" xlink:type="simple"/></inline-formula>, , , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x244.png" xlink:type="simple"/></inline-formula>, , , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x248.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x248.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x249.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x248.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x249.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x250.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x248.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x249.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x250.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x251.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x248.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x249.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x250.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x251.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x252.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x248.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x249.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x250.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x251.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x252.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x253.png" xlink:type="simple"/></inline-formula>,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x254.png" xlink:type="simple"/></inline-formula>, , , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x258.png" xlink:type="simple"/></inline-formula>, , , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x262.png" xlink:type="simple"/></inline-formula>, , , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x266.png" xlink:type="simple"/></inline-formula>, , , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x270.png" xlink:type="simple"/></inline-formula>, , , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x274.png" xlink:type="simple"/></inline-formula>, , , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x278.png" xlink:type="simple"/></inline-formula>, , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x281.png" xlink:type="simple"/></inline-formula>, , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x284.png" xlink:type="simple"/></inline-formula>, , , ,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-6201729x288.png" xlink:type="simple"/></inline-formula>, , , ,</p></sec></body><back><ref-list><title>References</title><ref id="scirp.50884-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Hsu, Y.-Y. and Wang, L. 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