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<front>
<journal-meta>
<journal-id journal-id-type="pmc">IASC</journal-id>
<journal-id journal-id-type="nlm-ta">IASC</journal-id>
<journal-id journal-id-type="publisher-id">IASC</journal-id>
<journal-title-group>
<journal-title>Intelligent Automation &#x0026; Soft Computing</journal-title>
</journal-title-group>
<issn pub-type="epub">2326-005X</issn>
<issn pub-type="ppub">1079-8587</issn>
<publisher>
<publisher-name>Tech Science Press</publisher-name>
<publisher-loc>USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">25521</article-id>
<article-id pub-id-type="doi">10.32604/iasc.2023.025521</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Improved Interleaved Single-Ended Primary Inductor-Converter for Single-Phase Grid-Connected System</article-title><alt-title alt-title-type="left-running-head">Improved Interleaved Single-Ended Primary Inductor-Converter for Single-Phase Grid-Connected System</alt-title><alt-title alt-title-type="right-running-head">Improved Interleaved Single-Ended Primary Inductor-Converter for Single-Phase Grid-Connected System</alt-title>
</title-group>
<contrib-group content-type="authors">
<contrib id="author-1" contrib-type="author" corresp="yes">
<name name-style="western"><surname>Thomas Thangam</surname><given-names>T. J.</given-names></name><email>thomasthangam@gmail.com</email>
</contrib>
<contrib id="author-2" contrib-type="author">
<name name-style="western"><surname>Muthu Vel</surname><given-names>K.</given-names></name>
</contrib>
<aff id="aff-1"><institution>Noorul Islam Centre for Higher Education</institution>, <addr-line>Nagarkovil, 629180, Tamilnadu</addr-line>, <country>India</country></aff>
</contrib-group><author-notes><corresp id="cor1"><label>&#x002A;</label>Corresponding Author: T. J. Thomas Thangam. Email: <email>thomasthangam@gmail.com</email></corresp></author-notes>
<pub-date pub-type="epub" date-type="pub" iso-8601-date="2022-08-08"><day>08</day>
<month>08</month>
<year>2022</year></pub-date>
<volume>35</volume>
<issue>3</issue>
<fpage>3459</fpage>
<lpage>3478</lpage>
<history>
<date date-type="received"><day>26</day><month>11</month><year>2021</year></date>
<date date-type="accepted"><day>13</day><month>2</month><year>2022</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2023 Thomas Thangam and Muthu Vel</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Thomas Thangam and Muthu Vel</copyright-holder>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This work is licensed under a <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="TSP_IASC_25521.pdf"></self-uri>
<abstract>
<p>The generation of electricity based on renewable energy sources, particularly Photovoltaic (PV) system has been greatly increased and it is simply instigated for both domestic and commercial uses. The power generated from the PV system is erratic and hence there is a need for an efficient converter to perform the extraction of maximum power. An improved interleaved Single-ended Primary Inductor-Converter (SEPIC) converter is employed in proposed work to extricate most of power from renewable source. This proposed converter minimizes ripples, reduces electromagnetic interference due to filter elements and the continuous input current improves the power output of PV panel. A Crow Search Algorithm (CSA) based Proportional Integral (PI) controller is utilized for controlling the converter switches effectively by optimizing the parameters of PI controller. The optimized PI controller reduces ripples present in Direct Current (DC) voltage, maintains constant voltage at proposed converter output and reduces overshoots with minimum settling and rise time. This voltage is given to single phase grid via <inline-formula id="ieqn-1">
<mml:math id="mml-ieqn-1"><mml:mn>1</mml:mn><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:math>
</inline-formula> Voltage Source Inverter (VSI). The command pulses of <inline-formula id="ieqn-2">
<mml:math id="mml-ieqn-2"><mml:mn>1</mml:mn><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:math>
</inline-formula> VSI are produced by simple PI controller. The response of the proposed converter is thus improved with less input current. After implementing CSA based PI the efficiency of proposed converter obtained is <inline-formula id="ieqn-3">
<mml:math id="mml-ieqn-3"><mml:mn>96</mml:mn></mml:math>
</inline-formula> and the Total Harmonic Distortion (THD) is found to be <inline-formula id="ieqn-4">
<mml:math id="mml-ieqn-4"><mml:mn>2.4</mml:mn></mml:math>
</inline-formula>. The dynamics and closed loop operation is designed and modeled using MATLAB Simulink tool and its behavior is performed.</p>
</abstract>
<kwd-group kwd-group-type="author">
<kwd>Improved interleaved DC-DC SEPIC converter</kwd>
<kwd>crow search algorithm</kwd>
<kwd>PI controller</kwd>
<kwd>voltage source inverter</kwd>
<kwd>PV array</kwd>
<kwd>single phase grid</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s3">
<label>1</label>
<title>Introduction</title>
<p>The world&#x2019;s rising demand for electricity has improved the productivity and widespread use of renewable energy. Among most significant renewable energy sources utilized for power generation, solar PV array has attracted most of the researchers [<xref ref-type="bibr" rid="ref-1">1</xref>]. The PV system typically consists of PV panels that are linked in a combination of series-parallel to meet centralized power inverter&#x2019;s high input voltage specifications for grid connections. The PV array based Sub module-integrated converters (subMICs) have the ability of increasing the production of PV energy by eliminating losses in power that arise owing to intra panel mismatch. The double-frequency ripple occurs because of <inline-formula id="ieqn-31">
<mml:math id="mml-ieqn-31"><mml:mn>1</mml:mn><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:math>
</inline-formula> grid and gets reflected as fluctuations of solar output as well as current in DC-link voltage [<xref ref-type="bibr" rid="ref-2">2</xref>]. In a PV array, mismatched power losses are minimized by using distributed power electronics at the Sub module stage [<xref ref-type="bibr" rid="ref-3">3</xref>]. The traditional compensation scheme based on discrete inductor-capacitor (L-C) banks has harmful issues on feeder voltage waveforms. To overcome these issues, a feasible scheme based on distributed generation system is proposed for improving the capability of solar array reactive power by removing switching transients [<xref ref-type="bibr" rid="ref-4">4</xref>]. A multifunctional linear quadratic regulator based single-stage residential photovoltaic power supply is introduced to compensate harmonic currents produced by distorted input voltage [<xref ref-type="bibr" rid="ref-5">5</xref>]. To improve the behaviour of single level PV tied grid scheme, a modified Variable Step Size-Least Mean Square (VSS-LMS) based adaptive control is presented for attaining required potential at Point of Common Coupling (PCC) and removes harmonics when transferring all power and loads to the grid [<xref ref-type="bibr" rid="ref-6">6</xref>].</p>
<p>A <inline-formula id="ieqn-32">
<mml:math id="mml-ieqn-32"><mml:mn>1</mml:mn><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:math>
</inline-formula> single-stage solar PV (SPV) interfaced multifunctional grid scheme is proposed. Since it has maximum power point tracking (MPPT), the proposed SPV scheme removes harmonics, compensates reactive power and at Unified Power Flow (UPF) it feeds SPV energy into grid [<xref ref-type="bibr" rid="ref-7">7</xref>]. A <inline-formula id="ieqn-33">
<mml:math id="mml-ieqn-33"><mml:mn>1</mml:mn><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:math>
</inline-formula> single-stage Current Source Inverter (CSI) dependent solar PV tied grid system is discussed. This method uses transformer-less single-level conversion to track MPPT as well as interfacing PV array to grid [<xref ref-type="bibr" rid="ref-8">8</xref>]. The modular grid integrated <inline-formula id="ieqn-34">
<mml:math id="mml-ieqn-34"><mml:mn>1</mml:mn><mml:mi mathvariant="normal">&#x03A6;</mml:mi><mml:mspace width="thickmathspace" /></mml:math>
</inline-formula> scheme implemented on module-integrated converters (MIC) in which the current source is connected in series manner is presented to enhance reliability &#x0026; redundancy of solar distributed generator [<xref ref-type="bibr" rid="ref-9">9</xref>]. The non-isolated high step-up DC-DC converter with double linked inductance appropriate for grid linked solar array is approached. By using series connected dual coupled inductors at output side, this scheme attains high voltage gain [<xref ref-type="bibr" rid="ref-10">10</xref>]. In grid connected network, high voltage boosting leads to decrease in efficiency. To overcome this problem, a new higher potential gain, higher efficiency DC-DC converter implemented on coupled inductance is proposed [<xref ref-type="bibr" rid="ref-11">11</xref>]. An integrated DC-link voltage and MPPT control is proposed by utilizing a single stage DC-DC converter. This approach provides reactive power compensation with reduced harmonics and supplies the power to grid [<xref ref-type="bibr" rid="ref-12">12</xref>]. A soft-switched DC-DC converter is proposed with the utilization of additional simple resonant cell for improving the energy conversion efficiency. It reduces the conduction losses and switching losses thereby minimizing the energy loss of the system [<xref ref-type="bibr" rid="ref-13">13</xref>].</p>
<p>Design of sliding mode controller for photo voltaic MPPT is proposed. This is fed to SEPIC converter and it is applied to a broad variety of PV fed converters [<xref ref-type="bibr" rid="ref-14">14</xref>]. A PV system interfaced with SEPIC converter is proposed to reduce the oscillations occurring in the maximum power point. It provides positive load voltage with non-pulsating nature of load current [<xref ref-type="bibr" rid="ref-15">15</xref>]. Depending on the availability of solar energy, both synchronous SEPIC as well as Zeta converter via MPPT photo voltaic array overcome the problem of rise in power demand [<xref ref-type="bibr" rid="ref-16">16</xref>]. The synchronous Cuk converter based solar array is presented to minimize losses due to conduction and switching [<xref ref-type="bibr" rid="ref-17">17</xref>]. An improved DC-DC converter dependent on the integration of Cuk as well as single ended primary inductor converter is introduced for SPV applications. This converter utilizes only <inline-formula id="ieqn-35">
<mml:math id="mml-ieqn-35"><mml:mn>1</mml:mn></mml:math>
</inline-formula> switch but offers double outcome of bipolar DC bus [<xref ref-type="bibr" rid="ref-18">18</xref>]. An adaptive controller containing PI and Fuzzy optimizes the system adaptable. A new optimized proportional integral derivative controller for SEPIC MPPT based converter is proposed. In terms of device response as well as input exploitation, the proposed Gradient Descent (GD) technique provides better performance than traditional GD [<xref ref-type="bibr" rid="ref-19">19</xref>,<xref ref-type="bibr" rid="ref-20">20</xref>].</p>
<p>A Fuzzy Logic Control (FLC) based SEPIC for MPPT is proposed. With reduced voltage stress, this SEPIC has high stepped potential design. The Zeta converter&#x2019;s output current is continuous with lesser output ripple compared to SEPIC and Cuk converters [<xref ref-type="bibr" rid="ref-21">21</xref>]. Using Grey Wolf Optimization (GWO), a MPPT design for solar array is proposed to overcome the drawback of lesser tracking efficiency and steady-state oscillations [<xref ref-type="bibr" rid="ref-22">22</xref>]. A novel Cuk&#x2013;SEPIC converter dependent PV with hybrid GSA and PSO using MPPT minimizes ripples present in input current that aid maximum utilization of PV system [<xref ref-type="bibr" rid="ref-23">23</xref>]. The algorithm of perturb and observe suffers from lack of tracking direction issue and likely fails during huge insulation transformation condition. Through enhancement in perturb and observe algorithm, efforts were made to resolve these problems [<xref ref-type="bibr" rid="ref-24">24</xref>]. The latest optimized algorithms are incapable to resolve whole optimization difficulties. The combined optimization technique which improves the power tracking performance due to its simple implementation is crow search optimization, a finest algorithm which is used in hybrid combinations [<xref ref-type="bibr" rid="ref-25">25</xref>].</p>
<p>An improved interleaved DC-DC SEPIC converter is employed in proposed work. This converter boosts up the PV panel DC voltage. Conventionally PI controller is utilized for controlling DC link voltage. The parameters of PI are tuned by CSA. By optimizing PI controller with CSA, the ripples are reduced and constant voltage is maintained at proposed converter output with reduced settling time. This voltage is fed to <inline-formula id="ieqn-36">
<mml:math id="mml-ieqn-36"><mml:mn>1</mml:mn><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:math>
</inline-formula> VSI that converts DC to Alternating Current (AC). A constant AC output voltage obtained is synchronized perfectly with the grid voltage using closed loop PI controller.</p>
</sec>
<sec id="s4">
<label>2</label>
<title>Proposed System</title>
<p>The proposed system&#x2019;s schematic block representation presented in <xref ref-type="fig" rid="fig-1">Fig. 1</xref>. It is composed of PV panel and is coupled with an improved interleaved DC-DC SEPIC converter that consists of four inductances and capacitances, two switches and diodes. As this converter circuit is having four inductances and capacitances, it is known as fourth order filter. At the input side it consists of PV panel with a voltage of <inline-formula id="ieqn-37">
<mml:math id="mml-ieqn-37"><mml:mn>80</mml:mn><mml:mtext>&#xA0;</mml:mtext><mml:mi>V</mml:mi></mml:math>
</inline-formula> DC. This PV panel depends upon two inputs i.e., temperature and intensity. If the temperature and intensity is varied, PV panel voltage also changes. Therefore, PV panel voltage is not maintained at constant value and ripples occur. These issues are overcome by using an improved interleaved DC-DC SEPIC converter.</p>
<fig id="fig-1">
<label>Figure 1</label>
<caption>
<title>Proposed block diagram</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-1.png"/>
</fig>
<p>The input voltage of <inline-formula id="ieqn-38">
<mml:math id="mml-ieqn-38"><mml:mn>80</mml:mn><mml:mtext>&#xA0;</mml:mtext><mml:mi>V</mml:mi></mml:math>
</inline-formula> DC is converted to <inline-formula id="ieqn-39">
<mml:math id="mml-ieqn-39"><mml:mn>270</mml:mn><mml:mspace width="thickmathspace" /><mml:mi>V</mml:mi></mml:math>
</inline-formula> DC by means of proposed converter. Normally, output in SEPIC attains <inline-formula id="ieqn-40">
<mml:math id="mml-ieqn-40"><mml:mn>80</mml:mn></mml:math>
</inline-formula> duty cycle but in proposed converter, it attains duty cycle of <inline-formula id="ieqn-41">
<mml:math id="mml-ieqn-41"><mml:mspace width="thickmathspace" /><mml:mn>52</mml:mn><mml:mrow><mml:mtext>&#x2013;</mml:mtext></mml:mrow><mml:mn>53</mml:mn></mml:math>
</inline-formula>. The ripples present in PV panel voltage is easily removed by proposed converter. The input current is continuous due to the presence of inductance at input of proposed converter. It&#x2019;s voltage at the output is maintained by PI controller whose parameters are varied by crow search algorithm indicating the novelty of the approach. In this algorithm, reference voltage <inline-formula id="ieqn-42">
<mml:math id="mml-ieqn-42"><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>r</mml:mi><mml:mi>e</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula> is set at initially and then actual voltage <inline-formula id="ieqn-43">
<mml:math id="mml-ieqn-43"><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>c</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula> is measured. On comparing both <inline-formula id="ieqn-44">
<mml:math id="mml-ieqn-44"><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>r</mml:mi><mml:mi>e</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mtext>&#xA0;</mml:mtext><mml:mi mathvariant="normal">&#x0026;</mml:mi><mml:mtext>&#xA0;</mml:mtext><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>c</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula> values, error is generated and this error is given to PI. The parameters of PI are tuned by crow search algorithm and outcome of proportional integral controller is further compared with high frequency carrier signal. The comparator output is given to PWM generator for the generation of pulses to be applied to the improved interleaved DC-DC SEPIC converter. Now converter&#x2019;s outcome voltage of <inline-formula id="ieqn-45">
<mml:math id="mml-ieqn-45"><mml:mn>270</mml:mn><mml:mtext>&#xA0;</mml:mtext><mml:mi>V</mml:mi></mml:math>
</inline-formula> DC is fed to 1&#x0424; VSI, which converts DC into AC so as to feed it to grid. The entire process is significantly illustrated in <xref ref-type="fig" rid="fig-2">Fig. 2</xref> in an efficient manner.</p>
<fig id="fig-2">
<label>Figure 2</label>
<caption>
<title>Schematic representation of PV fed improved interleaved DC-DC SEPIC converter</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-2.png"/>
</fig>
</sec>
<sec id="s5">
<label>3</label>
<title>Modeling of Proposed System</title>
<sec id="s5_1">
<label>3.1</label>
<title>Modeling of PV Panel</title>
<p>A solar cell is a tool used for conversion of photon energy into pollution-free electricity. The modules connected into series and parallel arrangements are responsible for producing clean and green electricity in order to create PV arrays. As a part of an electrical circuit, a single solar cell is depicted. It involves a p&#x2013;n junction known as diode, a photocurrent generator illustrating the generation of light current and two resistors. One is arranged in series combination and another one in parallel defining the losses of Joule effect and recombination. This combination is then referred as a single model of PV cell diodes. The equivalent circuit of <inline-formula id="ieqn-46">
<mml:math id="mml-ieqn-46"><mml:mn>1</mml:mn></mml:math>
</inline-formula> diode model of photo voltaic cell is depicted in <xref ref-type="fig" rid="fig-3">Fig. 3</xref>.</p>
<fig id="fig-3">
<label>Figure 3</label>
<caption>
<title>Equivalent circuit of PV panel</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-3.png"/>
</fig>
<p>The model of PV panel is expressed mathematically as,</p>
<p><disp-formula id="eqn-1"><label>(1)</label>
<mml:math id="mml-eqn-1" display="block"><mml:mi>I</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>p</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>I</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi><mml:mi>p</mml:mi><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi>q</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi>V</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mi>I</mml:mi></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mi>a</mml:mi><mml:mi>K</mml:mi><mml:mi>T</mml:mi><mml:msub><mml:mi>N</mml:mi><mml:mi>s</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mstyle></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi>V</mml:mi><mml:mo>+</mml:mo><mml:mi>I</mml:mi><mml:msub><mml:mi>R</mml:mi><mml:mi>s</mml:mi></mml:msub></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula></p>
<p><disp-formula id="eqn-2"><label>(2)</label>
<mml:math id="mml-eqn-2" display="block"><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>p</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mi>c</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi>T</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>298.15</mml:mn></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi>G</mml:mi><mml:mrow><mml:mn>1000</mml:mn></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula></p>
<p><disp-formula id="eqn-3"><label>(3)</label>
<mml:math id="mml-eqn-3" display="block"><mml:msub><mml:mi>I</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mi>c</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi>T</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>298.15</mml:mn></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi><mml:mi>p</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi>q</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>O</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mi>V</mml:mi></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi>T</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>298.15</mml:mn></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>a</mml:mi><mml:mi>K</mml:mi><mml:mi>T</mml:mi><mml:msub><mml:mi>N</mml:mi><mml:mi>s</mml:mi></mml:msub></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula></p>
<p>Thus the physical performance of solar panel depends on resistance connected in shunt and series fashion, solar irradiation and temperature.</p>
</sec>
<sec id="s5_2">
<label>3.2</label>
<title>Improved Interleaved DC-DC SEPIC Converter</title>
<p>In solar PV application, converters that are commonly used have faced serious issues on high input current ripples. This issue is overcome by instigating improved interleaved SEPIC converter. An interleaved DC-DC SEPIC converter contains multi-converter phase shifting control signal that works at equal switching frequencies. As a DC&#x2013;DC converter, it produces extra power, minimizes harmonic distortion, and reduces electromagnetic interference and the schematic representation is mentioned in <xref ref-type="fig" rid="fig-4">Fig. 4</xref>.</p>
<fig id="fig-4">
<label>Figure 4</label>
<caption>
<title>Circuit diagram of improved interleaved DC-DC SEPIC converter</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-4.png"/>
</fig>
<p>The proposed converter delivers an outstanding conversion of buck-boost with non-inverted output potential which is compared to other interleaving DC&#x2013;DC converters and achieves greater energy efficiency with minimum elements. The output voltage <inline-formula id="ieqn-47">
<mml:math id="mml-ieqn-47"><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:math>
</inline-formula>, inductances and capacitances&#x2019; equations for designed converter are expressed in steady state as given below,</p>
<p><disp-formula id="eqn-4"><label>(4)</label>
<mml:math id="mml-eqn-4" display="block"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi>d</mml:mi><mml:mrow><mml:mi>d</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:mstyle></mml:mstyle></mml:math>
</disp-formula></p>
<p><disp-formula id="eqn-5"><label>(5)</label>
<mml:math id="mml-eqn-5" display="block"><mml:msub><mml:mi>L</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mi>d</mml:mi></mml:mrow><mml:mo stretchy="false">)</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:msub><mml:mi>i</mml:mi><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow></mml:msub><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mi>d</mml:mi></mml:mrow><mml:mo stretchy="false">)</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:msub><mml:mi>i</mml:mi><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:msub><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:mstyle></mml:math>
</disp-formula></p>
<p><disp-formula id="eqn-6"><label>(6)</label>
<mml:math id="mml-eqn-6" display="block"><mml:msub><mml:mi>L</mml:mi><mml:mn>3</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mn>2</mml:mn></mml:mfrac></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mn>2</mml:mn></mml:mfrac></mml:mrow></mml:mstyle></mml:mstyle></mml:math>
</disp-formula></p>
<p><disp-formula id="eqn-7"><label>(7)</label>
<mml:math id="mml-eqn-7" display="block"><mml:msub><mml:mi>C</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:msub><mml:mi>v</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula></p>
<p><disp-formula id="eqn-8"><label>(8)</label>
<mml:math id="mml-eqn-8" display="block"><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:msub><mml:mi>v</mml:mi><mml:mrow><mml:mi>r</mml:mi><mml:mi>i</mml:mi><mml:mi>p</mml:mi><mml:mi>p</mml:mi><mml:mi>l</mml:mi><mml:mi>e</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula></p>
<p>Thus the interleaved SEPIC converter performs efficient boosting of input DC voltage with the generation of reduced electromagnetic interference and ripples.</p>
</sec>
<sec id="s5_3">
<label>3.3</label>
<title>CSA Based PI Controller for Proposed Converter</title>
<p>The PI controller parameters <inline-formula id="ieqn-48">
<mml:math id="mml-ieqn-48"><mml:msub><mml:mi>K</mml:mi><mml:mi>p</mml:mi></mml:msub><mml:mtext>&#xA0;</mml:mtext><mml:mi mathvariant="normal">&#x0026;</mml:mi><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:math>
</inline-formula> are used to control DC link voltage of PV interface system. These parameters are tuned using CSA optimization. Between reference voltage and actual voltage there will be an error and the objective function is used to minimize the error. By optimizing PI controller parameters using CSA, the settling time, ripples and rise time are reduced.</p>
<p>Crows are regarded as clever birds having brilliant brain. The unfavorable condition is simply predicted by crows as they are having great capacity of face recognition. It will search for its food in an optimal manner by interacting with their families.</p>
<p>For instigating CSA, the parameters are regarded as follows.</p>
<p>No. of crows allocated as flock size is denoted as <inline-formula id="ieqn-49">
<mml:math id="mml-ieqn-49"><mml:mspace width="thickmathspace" /><mml:mi>N</mml:mi></mml:math>
</inline-formula>, location of crow <italic>i</italic> at period of time i.e., iteration <italic>k</italic> in search room, Maximum iteration is denoted as <inline-formula id="ieqn-50">
<mml:math id="mml-ieqn-50"><mml:mspace width="thickmathspace" /><mml:mi>M</mml:mi></mml:math>
</inline-formula>. Every crow has its own memory to remember location of concealed area. At iteration <inline-formula id="ieqn-51">
<mml:math id="mml-ieqn-51"><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:math>
</inline-formula>, location of concealed crow <italic>i</italic> is named as at <inline-formula id="ieqn-52">
<mml:math id="mml-ieqn-52"><mml:msup><mml:mi>m</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:msup></mml:math>
</inline-formula> which is the finest location that crow <italic>i</italic> has attained.</p>
<p>Consider, crow <inline-formula id="ieqn-53">
<mml:math id="mml-ieqn-53"><mml:mi>j</mml:mi><mml:mspace width="thickmathspace" /></mml:math>
</inline-formula> monitor hiding area i.e., <inline-formula id="ieqn-54">
<mml:math id="mml-ieqn-54"><mml:msup><mml:mi>m</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:msup></mml:math>
</inline-formula> at iteration <inline-formula id="ieqn-55">
<mml:math id="mml-ieqn-55"><mml:mspace width="thickmathspace" /><mml:mi>M</mml:mi></mml:math>
</inline-formula>. On this instant crow <inline-formula id="ieqn-56">
<mml:math id="mml-ieqn-56"><mml:mi>i</mml:mi><mml:mspace width="thickmathspace" /></mml:math>
</inline-formula> choose to watch crow <italic>j</italic> to reach concealed area of crow <inline-formula id="ieqn-57">
<mml:math id="mml-ieqn-57"><mml:mspace width="thickmathspace" /><mml:mi>j</mml:mi></mml:math>
</inline-formula>. In these procedures, there are two conditions as follows,</p>
<p><bold>Condition 1:</bold> Crow <inline-formula id="ieqn-58">
<mml:math id="mml-ieqn-58"><mml:mi>j</mml:mi><mml:mspace width="thickmathspace" /></mml:math>
</inline-formula> is unaware about the watching of crow <inline-formula id="ieqn-59">
<mml:math id="mml-ieqn-59"><mml:mspace width="thickmathspace" /><mml:mi>i</mml:mi></mml:math>
</inline-formula>. Hence, concealed area of crow <italic>j</italic> is monitored by crow <inline-formula id="ieqn-60">
<mml:math id="mml-ieqn-60"><mml:mspace width="thickmathspace" /><mml:mi>i</mml:mi></mml:math>
</inline-formula>. At this instant, new location of crow <italic>i</italic> attained is given below,<disp-formula id="eqn-9"><label>(9)</label>
<mml:math id="mml-eqn-9" display="block"><mml:msup><mml:mi>x</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>=</mml:mo><mml:msup><mml:mi>x</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:mrow></mml:msup><mml:mo>+</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>&#x00D7;</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x00D7;</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:msup><mml:mi>m</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:mrow></mml:msup><mml:mo>&#x2212;</mml:mo><mml:msup><mml:mi>x</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:math>
</disp-formula>where, <inline-formula id="ieqn-61">
<mml:math id="mml-ieqn-61"><mml:msub><mml:mi>r</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:math>
</inline-formula> denotes random number with a uniform distribution among <inline-formula id="ieqn-62">
<mml:math id="mml-ieqn-62"><mml:mspace width="thickmathspace" /><mml:mn>0</mml:mn><mml:mspace width="thickmathspace" /><mml:mi>t</mml:mi><mml:mi>o</mml:mi><mml:mspace width="thickmathspace" /><mml:mn>1</mml:mn></mml:math>
</inline-formula>, <inline-formula id="ieqn-63">
<mml:math id="mml-ieqn-63"><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:mrow></mml:msup></mml:math>
</inline-formula> indicates length of flight crow <italic>i</italic> at iteration <inline-formula id="ieqn-64">
<mml:math id="mml-ieqn-64"><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:math>
</inline-formula>.</p>
<p><bold>Condition 2:</bold> Crow <italic>j</italic> realizes that it is being watched by crow <italic>i</italic> . For protecting its cache from pilfered, it starts moving to another location in the search space so as to fool crow <inline-formula id="ieqn-65">
<mml:math id="mml-ieqn-65"><mml:mspace width="thickmathspace" /><mml:mi>i</mml:mi></mml:math>
</inline-formula>. By combining these two conditions, the equation is expressed as,<disp-formula id="eqn-10"><label>(10)</label>
<mml:math id="mml-eqn-10" display="block"><mml:msup><mml:mi>x</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>=</mml:mo><mml:mrow><mml:mo>{</mml:mo><mml:mrow><mml:mtable rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:mrow><mml:mspace width="-1.6pc" /></mml:mrow><mml:mrow><mml:msup><mml:mi>x</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:mrow></mml:msup><mml:mo>+</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>&#x00D7;</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x00D7;</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:msup><mml:mi>m</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:mrow></mml:msup><mml:mo>&#x2212;</mml:mo><mml:msup><mml:mi>x</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="false">)</mml:mo><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>r</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>&#x2265;</mml:mo><mml:mi>A</mml:mi><mml:msup><mml:mi>P</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mi>a</mml:mi><mml:mspace width="thickmathspace" /><mml:mi>r</mml:mi><mml:mi>a</mml:mi><mml:mi>n</mml:mi><mml:mi>d</mml:mi><mml:mi>o</mml:mi><mml:mi>m</mml:mi><mml:mspace width="thickmathspace" /><mml:mi>p</mml:mi><mml:mi>o</mml:mi><mml:mi>s</mml:mi><mml:mi>i</mml:mi><mml:mi>t</mml:mi><mml:mi>i</mml:mi><mml:mi>o</mml:mi><mml:mi>n</mml:mi><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mi>o</mml:mi><mml:mi>t</mml:mi><mml:mi>h</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi><mml:mi>w</mml:mi><mml:mi>i</mml:mi><mml:mi>s</mml:mi><mml:mi>e</mml:mi></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow><mml:mo fence="true" stretchy="true" symmetric="true"></mml:mo></mml:mrow></mml:math>
</disp-formula>where, <inline-formula id="ieqn-66">
<mml:math id="mml-ieqn-66"><mml:msub><mml:mi>r</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math>
</inline-formula> denotes random number with a uniform distribution among <inline-formula id="ieqn-67">
<mml:math id="mml-ieqn-67"><mml:mspace width="thickmathspace" /><mml:mn>0</mml:mn><mml:mspace width="thickmathspace" /><mml:mi>t</mml:mi><mml:mi>o</mml:mi><mml:mspace width="thickmathspace" /><mml:mn>1</mml:mn></mml:math>
</inline-formula>, <inline-formula id="ieqn-68">
<mml:math id="mml-ieqn-68"><mml:mi>A</mml:mi><mml:msup><mml:mi>P</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:msup></mml:math>
</inline-formula> indicates awareness probability of crow <italic>j</italic> at iteration <inline-formula id="ieqn-69">
<mml:math id="mml-ieqn-69"><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:math>
</inline-formula>.</p>
<sec id="s5_3_1">
<label>3.3.1</label>
<title>Crow Search Algorithm Implementation for Optimization</title>
<p>The steps included in the implementation of crow search algorithm are,</p>
<p><bold>Step 1:</bold> First initialize the problem and adjust the tuning parameters<bold>.</bold> The values for optimization problem, variables of decision and constraints are required to be defined. The parameters adjusted in CSA are flock size <inline-formula id="ieqn-70">
<mml:math id="mml-ieqn-70"><mml:mspace width="thickmathspace" /><mml:mo stretchy="false">(</mml:mo><mml:mi>N</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:math>
</inline-formula>, maximum iteration <inline-formula id="ieqn-71">
<mml:math id="mml-ieqn-71"><mml:mo stretchy="false">(</mml:mo><mml:mi>M</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:math>
</inline-formula>, flight length <inline-formula id="ieqn-72">
<mml:math id="mml-ieqn-72"><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:math>
</inline-formula> and awareness probability <inline-formula id="ieqn-73">
<mml:math id="mml-ieqn-73"><mml:mo stretchy="false">(</mml:mo><mml:mi>A</mml:mi><mml:msup><mml:mi>P</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:math>
</inline-formula>.</p>
<p><bold>Step 2:</bold> Initialize the location and memory of crows. In d-dimensional search place <italic>N</italic> crows are placed randomly as members of flock. Every crow denotes a possible solution of issue and <italic>d</italic> denotes the number of decision variables.</p>
<p><bold>Step 3:</bold> Calculate fitness function for DC link voltage.</p>
<p><bold>Step 4:</bold> Update memory using the expression<disp-formula id="eqn-11"><label>(11)</label>
<mml:math id="mml-eqn-11" display="block"><mml:msup><mml:mi>m</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>=</mml:mo><mml:mrow><mml:mo>{</mml:mo><mml:mrow><mml:mtable rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:mrow><mml:msup><mml:mi>x</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mi>F</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:msup><mml:mi>x</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x003E;</mml:mo><mml:mi>F</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:msup><mml:mi>m</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msup><mml:mi>m</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mi>k</mml:mi></mml:mrow></mml:msup><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mi>o</mml:mi><mml:mi>t</mml:mi><mml:mi>h</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi><mml:mi>w</mml:mi><mml:mi>i</mml:mi><mml:mi>s</mml:mi><mml:mi>e</mml:mi></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow><mml:mo fence="true" stretchy="true" symmetric="true"></mml:mo></mml:mrow><mml:mspace width="thickmathspace" /></mml:math>
</disp-formula></p>
<p>If the value of fitness function for DC link voltage of new crow location is greater than the value of memorized location, the crow updates its memory with the new location.</p>
<p><bold>Step 5:</bold> Crows create novel location in search place as crow <inline-formula id="ieqn-74">
<mml:math id="mml-ieqn-74"><mml:mi>i</mml:mi><mml:mspace width="thickmathspace" /></mml:math>
</inline-formula> is required to create novel location. This crow chooses a flock crow and pursues it to find location of concealed foods. For all the crows, the procedure is repeated.</p>
<p><bold>Step 6:</bold> It tests the feasibility of novel location of every crow. If novel location of crow is viable, crow will update its location, otherwise crow will remain in its current location.</p>
<p><bold>Step 7:</bold> Again calculate fitness function for DC link voltage.</p>
<p><bold>Step 8:</bold> Until the iteration attains the value of maximum iteration, repeat the steps from 4&#x2013;7. The finest position of memory in terms of DC link voltage as objective function is determined by controller&#x2019;s optimal gain values.</p>
<p>The obtained values from the CSA optimization indicates efficient tuning of PI controller parameters. This maintains a constant DC link voltage with minimized ripples and settling time. The flowchart representing this process is evidently provided in <xref ref-type="fig" rid="fig-5">Fig. 5</xref>.</p>
<fig id="fig-5">
<label>Figure 5</label>
<caption>
<title>Flow chart of crow search algorithm</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-5.png"/>
</fig>
</sec>
</sec>
<sec id="s5_4">
<label>3.4</label>
<title>Grid Synchronization in Single Phase PV System</title>
<p><xref ref-type="fig" rid="fig-6">Fig. 6</xref> shows the control structure of <inline-formula id="ieqn-76">
<mml:math id="mml-ieqn-76"><mml:mn>1</mml:mn><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:math>
</inline-formula> grid linked PV panel where grid detection and synchronization plays a major role. If non-linear load is applied at PCC, there is a potential drop at the point, detection and synchronization scheme responds abnormal condition immediately as a protection measure. Therefore, for producing accurate reference signals via potential drop within a given time, it is required to implement a quick and precise synchronization technique.</p>
<fig id="fig-6">
<label>Figure 6</label>
<caption>
<title>Control structure of <inline-formula id="ieqn-128">
<mml:math id="mml-ieqn-128"><mml:mn>1</mml:mn><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:math>
</inline-formula> grid connected PV system</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-6.png"/>
</fig>
<p>Normally, synchronization methods are classified in to two types as mathematical analysis method and PLL method. Among these methods, adaptive filtering based phase locked loop method gains more attraction. A fundamental PLL is represented in <xref ref-type="fig" rid="fig-7">Fig. 7</xref>.</p>
<fig id="fig-7">
<label>Figure 7</label>
<caption>
<title>Basic PLL</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-7.png"/>
</fig>
<p>The structure of PLL contains PD, LP and VCO. If first order LPF is utilized, a small signal model of <inline-formula id="ieqn-77">
<mml:math id="mml-ieqn-77"><mml:mspace width="thickmathspace" /><mml:mn>1</mml:mn><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:math>
</inline-formula> PLL becomes a second order scheme that is expressed as,<disp-formula id="eqn-12"><label>(12)</label>
<mml:math id="mml-eqn-12" display="block"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow><mml:mi>o</mml:mi></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow><mml:mi>i</mml:mi></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfrac></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msub><mml:mi>K</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mi>l</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mi>s</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msub><mml:mi>K</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mi>l</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfrac></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msub><mml:mi>K</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:msub><mml:mi>K</mml:mi><mml:mi>p</mml:mi></mml:msub><mml:mi>s</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msub><mml:mi>K</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msup><mml:mi>s</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msub><mml:mi>K</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:msub><mml:mi>K</mml:mi><mml:mi>p</mml:mi></mml:msub><mml:mi>s</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msub><mml:mi>K</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:mstyle></mml:mstyle></mml:math>
</disp-formula>where, <inline-formula id="ieqn-78">
<mml:math id="mml-ieqn-78"><mml:msub><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow><mml:mi>o</mml:mi></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:msub><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow><mml:mi>i</mml:mi></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:math>
</inline-formula> denotes output and input phase, <inline-formula id="ieqn-79">
<mml:math id="mml-ieqn-79"><mml:msub><mml:mi>K</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>K</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math>
</inline-formula> denotes gains of phase detector and voltage controlled oscillator. Transfer function of Loop factor is expressed as,</p>
<p><disp-formula id="eqn-13"><label>(13)</label>
<mml:math id="mml-eqn-13" display="block"><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mi>l</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mi>p</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>s</mml:mi></mml:math>
</disp-formula>where,<inline-formula id="ieqn-80">
<mml:math id="mml-ieqn-80"><mml:msub><mml:mi>K</mml:mi><mml:mi>p</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:math>
</inline-formula> denotes proportional and integral gains of loop factor.</p>
<p>From <xref ref-type="disp-formula" rid="eqn-12">Eq. (12)</xref>, damping ratio and undamped natural frequency are given by,<disp-formula id="eqn-14"><label>(14)</label>
<mml:math id="mml-eqn-14" display="block"><mml:mi>&#x03B6;</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:mfrac></mml:mrow><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mi>p</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msqrt><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:msqrt></mml:mrow></mml:mfrac></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:msub><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03C9;</mml:mi></mml:mrow></mml:mrow><mml:mi>n</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msqrt><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:msqrt></mml:mstyle></mml:mstyle></mml:math>
</disp-formula>when <inline-formula id="ieqn-81">
<mml:math id="mml-ieqn-81"><mml:msub><mml:mi>K</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mn>1.</mml:mn></mml:math>
</inline-formula> The settling time is attained as,<disp-formula id="eqn-15"><label>(15)</label>
<mml:math id="mml-eqn-15" display="block"><mml:msub><mml:mi>t</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mn>4.6</mml:mn></mml:mrow><mml:mrow><mml:mi>&#x03B6;</mml:mi><mml:msub><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03C9;</mml:mi></mml:mrow></mml:mrow><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula></p>
<p>The use of adaptive filter is another option for phase detection that perform self-adjusting of output using an error feedback loop.</p>
<sec id="s5_4_1">
<label>3.4.1</label>
<title><inline-formula id="ieqn-82">
<mml:math id="mml-ieqn-82"><mml:mi>T</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mn>4</mml:mn></mml:math>
</inline-formula> Delay Phase Locked Loop</title>
<p>Considering an ideal sinusoidal signal, <inline-formula id="ieqn-83">
<mml:math id="mml-ieqn-83"><mml:msub><mml:mi>v</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mi>sin</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mi>sin</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03C9;</mml:mi></mml:mrow></mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:math>
</inline-formula>, Where, <inline-formula id="ieqn-84">
<mml:math id="mml-ieqn-84"><mml:msub><mml:mi>V</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mspace width="thickmathspace" /></mml:math>
</inline-formula> denotes amplitude, <inline-formula id="ieqn-85">
<mml:math id="mml-ieqn-85"><mml:mi>&#x03B8;</mml:mi></mml:math>
</inline-formula> denotes angle,<inline-formula id="ieqn-86">
<mml:math id="mml-ieqn-86"><mml:mspace width="thickmathspace" /><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03C9;</mml:mi></mml:mrow></mml:mrow></mml:math>
</inline-formula> denotes frequency and <inline-formula id="ieqn-87">
<mml:math id="mml-ieqn-87"><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:math>
</inline-formula> denotes phase angle of input signal. This is chosen as <inline-formula id="ieqn-88">
<mml:math id="mml-ieqn-88"><mml:msup><mml:mi></mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:msup><mml:mi>&#x03B1;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:math>
</inline-formula> element of <inline-formula id="ieqn-89">
<mml:math id="mml-ieqn-89"><mml:msup><mml:mi></mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mi>&#x03B1;</mml:mi><mml:msup><mml:mi>&#x03B2;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:math>
</inline-formula> scheme and <inline-formula id="ieqn-90">
<mml:math id="mml-ieqn-90"><mml:msup><mml:mi></mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:msup><mml:mi>&#x03B2;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:math>
</inline-formula> element is attained as phase shift of <inline-formula id="ieqn-91">
<mml:math id="mml-ieqn-91"><mml:mrow><mml:mfrac><mml:mi>&#x03C0;</mml:mi><mml:mn>2</mml:mn></mml:mfrac></mml:mrow><mml:mi>r</mml:mi><mml:mi>a</mml:mi><mml:mi>d</mml:mi></mml:math>
</inline-formula> w.r.t fundamental frequency of input potential. Therefore, park transform i.e., <inline-formula id="ieqn-92">
<mml:math id="mml-ieqn-92"><mml:mi>&#x03B1;</mml:mi><mml:mi>&#x03B2;</mml:mi><mml:mo stretchy="false">&#x2192;</mml:mo><mml:mi>d</mml:mi><mml:mi>q</mml:mi></mml:math>
</inline-formula> is utilized in this scheme for detecting phase error that is represented as,<disp-formula id="eqn-16"><label>(16)</label>
<mml:math id="mml-eqn-16" display="block"><mml:mrow><mml:mo>[</mml:mo><mml:mrow><mml:mtable rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi>d</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi>q</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow><mml:mo>]</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mo>[</mml:mo><mml:mrow><mml:mtable rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:mrow><mml:mi>c</mml:mi><mml:mi>o</mml:mi><mml:mi>s</mml:mi><mml:mrow><mml:mover><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow><mml:mo stretchy="false">&#x005E;</mml:mo></mml:mover></mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mi>s</mml:mi><mml:mi>i</mml:mi><mml:mi>n</mml:mi><mml:mrow><mml:mover><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow><mml:mo stretchy="false">&#x005E;</mml:mo></mml:mover></mml:mrow></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mi>s</mml:mi><mml:mi>i</mml:mi><mml:mi>n</mml:mi><mml:mrow><mml:mover><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow><mml:mo stretchy="false">&#x005E;</mml:mo></mml:mover></mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mi>c</mml:mi><mml:mi>o</mml:mi><mml:mi>s</mml:mi><mml:mrow><mml:mover><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow><mml:mo stretchy="false">&#x005E;</mml:mo></mml:mover></mml:mrow></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow><mml:mo>]</mml:mo></mml:mrow><mml:mrow><mml:mo>[</mml:mo><mml:mrow><mml:mtable rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi>&#x03B1;</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi>&#x03B2;</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow><mml:mo>]</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mo>[</mml:mo><mml:mrow><mml:mtable rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mrow><mml:mi mathvariant="normal">s</mml:mi><mml:mi mathvariant="normal">i</mml:mi><mml:mi mathvariant="normal">n</mml:mi></mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mrow><mml:mi mathvariant="normal">c</mml:mi><mml:mi mathvariant="normal">o</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow><mml:mo>]</mml:mo></mml:mrow></mml:math>
</disp-formula></p>
<p>where, <inline-formula id="ieqn-93">
<mml:math id="mml-ieqn-93"><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mover><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow><mml:mo stretchy="false">&#x005E;</mml:mo></mml:mover></mml:mrow></mml:math>
</inline-formula> is phase error detection, <inline-formula id="ieqn-94">
<mml:math id="mml-ieqn-94"><mml:mrow><mml:mover><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow><mml:mo stretchy="false">&#x005E;</mml:mo></mml:mover></mml:mrow></mml:math>
</inline-formula> denotes locked phase angle. Normally, error <inline-formula id="ieqn-95">
<mml:math id="mml-ieqn-95"><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:mi>&#x03B8;</mml:mi></mml:math>
</inline-formula> is so less in steady state, so linearized equations is written as,</p>
<p><disp-formula id="eqn-17"><label>(17)</label>
<mml:math id="mml-eqn-17" display="block"><mml:mrow><mml:mo>[</mml:mo><mml:mrow><mml:mtable rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi>d</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi>q</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow><mml:mo>]</mml:mo></mml:mrow><mml:mo>&#x2248;</mml:mo><mml:mrow><mml:mo>[</mml:mo><mml:mrow><mml:mtable rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03B8;</mml:mi></mml:mrow></mml:mrow></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow><mml:mo>]</mml:mo></mml:mrow></mml:math>
</disp-formula></p>
<p>Using PI controller <inline-formula id="ieqn-96">
<mml:math id="mml-ieqn-96"><mml:msub><mml:mi>v</mml:mi><mml:mi>d</mml:mi></mml:msub></mml:math>
</inline-formula> is controlled to zero and input signal phase is locked. This type of phase locked loop is known as <inline-formula id="ieqn-97">
<mml:math id="mml-ieqn-97"><mml:mi>T</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mn>4</mml:mn></mml:math>
</inline-formula> Delay PLL, where, <italic>T</italic> denotes input signal fundamental period. The schematic structure of <inline-formula id="ieqn-98">
<mml:math id="mml-ieqn-98"><mml:mi>T</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mn>4</mml:mn></mml:math>
</inline-formula> Delay Phase Locked Loop is depicted in <xref ref-type="fig" rid="fig-8">Fig. 8</xref>.</p>
<fig id="fig-8">
<label>Figure 8</label>
<caption>
<title>Structure of <inline-formula id="ieqn-129">
<mml:math id="mml-ieqn-129"><mml:mi>T</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mn>4</mml:mn></mml:math>
</inline-formula> delay phase locked loop</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-8.png"/>
</fig>
<p>The <inline-formula id="ieqn-99">
<mml:math id="mml-ieqn-99"><mml:mi>T</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mn>4</mml:mn></mml:math>
</inline-formula> Delay phase locked loop is a simplest method which utilizes phase angle extraction in <inline-formula id="ieqn-100">
<mml:math id="mml-ieqn-100"><mml:mn>1</mml:mn><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow><mml:mspace width="thickmathspace" /></mml:math>
</inline-formula> applications. On comparing reference signal with carrier signal, it gives PWM pulses. These pulses are given to <inline-formula id="ieqn-101">
<mml:math id="mml-ieqn-101"><mml:mspace width="thickmathspace" /><mml:mn>1</mml:mn><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:math>
</inline-formula> VSI and grid synchronization is carried out.</p>
</sec>
</sec>
</sec>
<sec id="s6">
<label>4</label>
<title>Results and Discussions</title>
<p>The solar array output voltage is fed to an improved interleaved DC-DC SEPIC converter. Due to temperature variation, PV panel output link voltage does not maintain constant value and causes the occurrence of ripples. The CSA based proportional integral controller for proposed converter optimizes PI controller parameters that maintains constant voltage at proposed converter, reduces ripples and settling time. This voltage is given to <inline-formula id="ieqn-102">
<mml:math id="mml-ieqn-102"><mml:mn>1</mml:mn><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:math>
</inline-formula> grid through <inline-formula id="ieqn-103">
<mml:math id="mml-ieqn-103"><mml:mn>1</mml:mn><mml:mrow><mml:mi mathvariant="normal">&#x03A6;</mml:mi></mml:mrow></mml:math>
</inline-formula> VSI that converts DC to AC as it is controlled by PI controller. The design of complete system is validated using MATLAB software and then designed result is checked with hardware implementation.</p>
<p>The solar panel specifications are represented in <xref ref-type="table" rid="table-1">Tab. 1</xref>. The power rating of <inline-formula id="ieqn-104">
<mml:math id="mml-ieqn-104"><mml:mn>1500</mml:mn><mml:mspace width="thickmathspace" /><mml:mi>W</mml:mi></mml:math>
</inline-formula> is used. This solar panel voltage is given to converter. The specifications for converter is represented in <xref ref-type="table" rid="table-2">Tab. 2</xref>. The output voltage of converter is optimized by CS-PI controller.</p>
<table-wrap id="table-1"><label>Table 1</label>
<caption>
<title>Solar panel specifications</title></caption>
<table><colgroup><col align="left"/><col align="left"/>
</colgroup>
<thead>
<tr>
<th align="left">Components</th>
<th align="left">Specifications</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">No. of panel</td>
<td align="left">15</td>
</tr>
<tr>
<td align="left">Total no. of series cells</td>
<td align="left">36</td>
</tr>
<tr>
<td align="left">Cell area</td>
<td align="left">125&#x2005;mm &#x00D7; 31.25&#x2005;mm</td>
</tr>
<tr>
<td align="left">Open circuited voltage</td>
<td align="left">21.4 V</td>
</tr>
<tr>
<td align="left">Operating current</td>
<td align="left">5.8 A</td>
</tr>
<tr>
<td align="left">Short circuited current</td>
<td align="left">6.2 A</td>
</tr>
<tr>
<td align="left">Temperature range</td>
<td align="left">&#x2212;40 to &#x002B;&#x2009;85<sup>0</sup>C</td>
</tr>
<tr>
<td align="left">Maximum voltage</td>
<td align="left">1000&#x2005;V DC</td>
</tr>
<tr>
<td align="left">Operating voltage</td>
<td align="left">16.8&#x2005;V</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="table-2"><label>Table 2</label>
<caption>
<title>Converter specifications</title></caption>
<table><colgroup><col align="left"/><col align="left"/><col align="left"/>
</colgroup>
<thead>
<tr>
<th align="left">Components</th>
<th align="left">Symbols</th>
<th align="left">Rating</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Input voltage</td>
<td align="left"><inline-formula id="ieqn-134">
<mml:math id="mml-ieqn-134"><mml:msub><mml:mi>v</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula></td>
<td align="left">0 to 120&#x2005;V</td>
</tr>
<tr>
<td align="left">Capacitor</td>
<td align="left"><inline-formula id="ieqn-135">
<mml:math id="mml-ieqn-135"><mml:msub><mml:mi>C</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:math>
</inline-formula>, <inline-formula id="ieqn-136">
<mml:math id="mml-ieqn-136"><mml:msub><mml:mi>C</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math>
</inline-formula></td>
<td align="left">25&#x2005;uF</td>
</tr>
<tr>
<td align="left">Inductor</td>
<td align="left"><inline-formula id="ieqn-137">
<mml:math id="mml-ieqn-137"><mml:msub><mml:mi>L</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:math>
</inline-formula>, <inline-formula id="ieqn-138">
<mml:math id="mml-ieqn-138"><mml:msub><mml:mi>L</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math>
</inline-formula></td>
<td align="left">5&#x2005;mH</td>
</tr>
<tr>
<td align="left">Input current</td>
<td align="left"><inline-formula id="ieqn-139">
<mml:math id="mml-ieqn-139"><mml:msub><mml:mi>i</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:math>
</inline-formula></td>
<td align="left">20 A (Max)</td>
</tr>
<tr>
<td align="left">Operating frequency</td>
<td align="left"><inline-formula id="ieqn-140">
<mml:math id="mml-ieqn-140"><mml:mi>f</mml:mi></mml:math>
</inline-formula></td>
<td align="left">10 KHZ</td>
</tr>
<tr>
<td align="left">Output load current</td>
<td align="left"/>
<td align="left">10 Amps</td>
</tr>
<tr>
<td align="left">Output power</td>
<td align="left"><inline-formula id="ieqn-141">
<mml:math id="mml-ieqn-141"><mml:msub><mml:mi>P</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:math>
</inline-formula></td>
<td align="left">1500&#x2005;W</td>
</tr>
<tr>
<td align="left">Switches</td>
<td align="left"/>
<td align="left">IRF540</td>
</tr>
<tr>
<td align="left">Diodes</td>
<td align="left"/>
<td align="left">MUR1560</td>
</tr>
<tr>
<td align="left">Driver circuit</td>
<td align="left"/>
<td align="left">TLP 250</td>
</tr>
<tr>
<td align="left">Integral gain</td>
<td align="left"><inline-formula id="ieqn-142">
<mml:math id="mml-ieqn-142"><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:math>
</inline-formula></td>
<td align="left">0.013</td>
</tr>
<tr>
<td align="left">Proportional gain</td>
<td align="left"><inline-formula id="ieqn-143">
<mml:math id="mml-ieqn-143"><mml:msub><mml:mi>K</mml:mi><mml:mi>p</mml:mi></mml:msub></mml:math>
</inline-formula></td>
<td align="left">0.1</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s6_1">
<label>4.1</label>
<title>Simulation Results</title>
<p>The simulation results for photo voltaic integrated grid scheme is accomplished in time scale using Simulink that measures performance of converter for a given system. The complete model is obtained from sim-power system tool box. The PV panel voltage and input current waveform is indicated in <xref ref-type="fig" rid="fig-9">Figs. 9a</xref> and <xref ref-type="fig" rid="fig-9">9b</xref> in which the voltage waveform of PV panel observes that voltage changes from <inline-formula id="ieqn-105">
<mml:math id="mml-ieqn-105"><mml:mspace width="thickmathspace" /><mml:mn>58</mml:mn><mml:mspace width="thickmathspace" /><mml:mi>V</mml:mi><mml:mspace width="thickmathspace" /><mml:mi>t</mml:mi><mml:mi>o</mml:mi><mml:mspace width="thickmathspace" /><mml:mn>60</mml:mn><mml:mspace width="thickmathspace" /><mml:mi>V</mml:mi></mml:math>
</inline-formula>. This voltage is given to the input of converter.</p>
<fig id="fig-9">
<label>Figure 9</label>
<caption>
<title>(a) PV panel voltage waveform (b) Input current waveform</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-9.png"/>
</fig>
<p>The output DC voltage waveform using PI controller is represented in <xref ref-type="fig" rid="fig-10">Fig. 10a</xref>. The output reveals that the voltage does not maintain constancy and so oscillations occur in this waveform. The converter output voltage waveform using CS-PI controller is given in <xref ref-type="fig" rid="fig-10">Fig. 10b</xref>. It is noted that after <inline-formula id="ieqn-106">
<mml:math id="mml-ieqn-106"><mml:mn>0.15</mml:mn><mml:mspace width="thickmathspace" /><mml:mi>s</mml:mi></mml:math>
</inline-formula>, a constant voltage of <inline-formula id="ieqn-107">
<mml:math id="mml-ieqn-107"><mml:mn>270</mml:mn><mml:mspace width="thickmathspace" /><mml:mi>V</mml:mi></mml:math>
</inline-formula> DC is maintained.</p>
<fig id="fig-10">
<label>Figure 10</label>
<caption>
<title>(a) Output waveform of DC voltage adopting PI controller (b) Output voltage waveform of converter adopting CS-PI controller</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-10.png"/>
</fig>
<p>The output waveform of converter is depicted in <xref ref-type="fig" rid="fig-11">Fig. 11</xref>. This waveform shows the output current from converter.</p>
<fig id="fig-11">
<label>Figure 11</label>
<caption>
<title>Converter output current waveform</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-11.png"/>
</fig>
<p>The PWM pulses to the converter switches <inline-formula id="ieqn-108">
<mml:math id="mml-ieqn-108"><mml:msub><mml:mi>S</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mspace width="thickmathspace" /></mml:math>
</inline-formula> and <inline-formula id="ieqn-109">
<mml:math id="mml-ieqn-109"><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>S</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math>
</inline-formula> are depicted in <xref ref-type="fig" rid="fig-12">Figs. 12a</xref> and <xref ref-type="fig" rid="fig-12">12b</xref>. The carrier signal given to PWM generator generates pulses. These pulses operate the switches <inline-formula id="ieqn-110">
<mml:math id="mml-ieqn-110"><mml:msub><mml:mi>S</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mspace width="thickmathspace" /></mml:math>
</inline-formula> and <inline-formula id="ieqn-111">
<mml:math id="mml-ieqn-111"><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>S</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math>
</inline-formula> which is shown in both waveforms.</p>
<fig id="fig-12">
<label>Figure 12</label>
<caption>
<title>(a) &#x0026; (b) PWM pulses to the converter switches <inline-formula id="ieqn-130">
<mml:math id="mml-ieqn-130"><mml:msub><mml:mi>S</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mspace width="thickmathspace" /></mml:math>
</inline-formula> and <inline-formula id="ieqn-131">
<mml:math id="mml-ieqn-131"><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>S</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math>
</inline-formula></title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-12.png"/>
</fig>
<p>The waveforms for grid voltage and current are shown in <xref ref-type="fig" rid="fig-13">Figs. 13a</xref> and <xref ref-type="fig" rid="fig-13">13b</xref>. Here, the grid voltage and current are maintained sinusoidal. The harmonics present in inverter current is similar &#x0026; opposite of load current. The sinusoidal nature of grid current waveform is retained at fundamental frequency with non-linear load.</p>
<fig id="fig-13">
<label>Figure 13</label>
<caption>
<title><bold>(</bold>a) &#x0026; (b) Grid voltage and current waveform</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-13.png"/>
</fig>
<p>The real and reactive power waveform is shown in <xref ref-type="fig" rid="fig-14">Figs. 14a</xref> and <xref ref-type="fig" rid="fig-14">14b</xref>. It is noted that the real power decreases and then it attains at maximum power of <inline-formula id="ieqn-112">
<mml:math id="mml-ieqn-112"><mml:mn>1500</mml:mn><mml:mspace width="thickmathspace" /><mml:mi>W</mml:mi></mml:math>
</inline-formula>. After the time <inline-formula id="ieqn-113">
<mml:math id="mml-ieqn-113"><mml:mn>0.04</mml:mn><mml:mspace width="thickmathspace" /><mml:mi>s</mml:mi></mml:math>
</inline-formula> it decreases and maintains constant power. From the reactive power waveform it is noted that initially it increases and then decreases. After time <inline-formula id="ieqn-114">
<mml:math id="mml-ieqn-114"><mml:mspace width="thickmathspace" /><mml:mn>0.08</mml:mn><mml:mspace width="thickmathspace" /><mml:mi>s</mml:mi></mml:math>
</inline-formula>, it maintains constant value.</p>
<fig id="fig-14">
<label>Figure 14</label>
<caption>
<title>(a) &#x0026; (b) Real and reactive power waveform</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-14.png"/>
</fig>
<p>The grid current THD with PI and CS-PI is denoted in <xref ref-type="fig" rid="fig-15">Figs. 15a</xref> and <xref ref-type="fig" rid="fig-15">15b</xref>. The behavior of PI and CS-PI controller is measured by evaluating the grid current THD using power analyzer. The grid current THD for conventional PI controller is <inline-formula id="ieqn-115">
<mml:math id="mml-ieqn-115"><mml:mn>4.3</mml:mn></mml:math>
</inline-formula> and Grid current THD for CS-PI controller is <inline-formula id="ieqn-116">
<mml:math id="mml-ieqn-116"><mml:mn>1.6</mml:mn></mml:math>
</inline-formula>.</p>
<fig id="fig-15">
<label>Figure 15</label>
<caption>
<title>(a) &#x0026; (b) Grid current THD with PI and CS-PI controller</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-15.png"/>
</fig>
</sec>
<sec id="s6_2">
<label>4.2</label>
<title>Results for Hardware Implementation</title>
<p>The DSPIC30F2010 is cost effective since 8 bit microcontroller is used to develop proposed converter system prototype. The DC link voltage is used by the controller which is linked with DC-DC converter as feedback signal. This maintains converter output as steady state. The potential divider as well as Hall Effect sensor are used to measure real power at grid. The signals are performed by signal conditioners and then fed to microcontroller&#x2019;s input point. Using inbuilt Analog to Digital Converter (ADC) unit, the signals are digitized.</p>
<p>The input DC voltage and current waveforms are given in <xref ref-type="fig" rid="fig-16">Fig. 16</xref>. The PV panel output voltage &#x0026; current waveform is shown which reveals that the variations occurring in voltage and current is due to temperature changes on PV array. This is given to input of converter.</p>
<fig id="fig-16">
<label>Figure 16</label>
<caption>
<title>(a) &#x0026; (b) Input DC voltage and current waveform</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-16.png"/>
</fig>
<p>The converter&#x2019;s output voltage waveform for CS-PI controller is depicted in <xref ref-type="fig" rid="fig-17">Fig. 17</xref>. When comparing this waveform with conventional PI controller, the proposed converter reduces ripples, reduces maximum peak overshoot, decreases settling time and maintains constant voltage of <inline-formula id="ieqn-117">
<mml:math id="mml-ieqn-117"><mml:mn>270</mml:mn><mml:mspace width="thickmathspace" /><mml:mi>V</mml:mi></mml:math>
</inline-formula> DC. The converter output DC current waveform is depicted in <xref ref-type="fig" rid="fig-18">Fig. 18</xref>. This waveform shows the output current from converter.</p>
<fig id="fig-17">
<label>Figure 17</label>
<caption>
<title>(a) Converter output voltage waveform for CS-PI controller (b) Output DC current waveform</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-17.png"/>
</fig>
<fig id="fig-18">
<label>Figure 18</label>
<caption>
<title>(a) &#x0026; (b) Waveform for PWM pulses <inline-formula id="ieqn-132">
<mml:math id="mml-ieqn-132"><mml:msub><mml:mi>S</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mspace width="thickmathspace" /></mml:math>
</inline-formula> and <inline-formula id="ieqn-133">
<mml:math id="mml-ieqn-133"><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>S</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math>
</inline-formula></title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-18.png"/>
</fig>
<p>The PWM pulses to the converter switches <inline-formula id="ieqn-118">
<mml:math id="mml-ieqn-118"><mml:msub><mml:mi>S</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mspace width="thickmathspace" /></mml:math>
</inline-formula> and <inline-formula id="ieqn-119">
<mml:math id="mml-ieqn-119"><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>S</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math>
</inline-formula> are depicted in <xref ref-type="fig" rid="fig-18">Figs. 18a</xref> and <xref ref-type="fig" rid="fig-18">18b</xref>. The carrier signal given to PWM generator generates pulses. These pulses operate the switches <inline-formula id="ieqn-120">
<mml:math id="mml-ieqn-120"><mml:msub><mml:mi>S</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mspace width="thickmathspace" /></mml:math>
</inline-formula> and <inline-formula id="ieqn-121">
<mml:math id="mml-ieqn-121"><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>S</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math>
</inline-formula> that are shown in both waveforms.</p>
<p>The grid voltage and current waveforms are denoted in <xref ref-type="fig" rid="fig-19">Fig. 19</xref>. The output of PI controller is combined with sine wave reference extracted from power grid and is given to reference power signal. The output current at inverter is chosen as reference from grid which precisely synchronizes with grid voltage.</p>
<fig id="fig-19">
<label>Figure 19</label>
<caption>
<title>Grid voltage and current waveform</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-19.png"/>
</fig>
<p>The comparison of efficiency is depicted in <xref ref-type="fig" rid="fig-20">Fig. 20</xref>. The efficiency of improved SEPIC converter is compared with SEPIC and Boost. From this chart it shows that efficiency of improved SEPIC converter is <inline-formula id="ieqn-122">
<mml:math id="mml-ieqn-122"><mml:mspace width="thickmathspace" /><mml:mn>96</mml:mn></mml:math>
</inline-formula>. It also shows that improved SEPIC converter&#x2019;s performance is better than SEPIC and Boost converter.</p>
<fig id="fig-20">
<label>Figure 20</label>
<caption>
<title>Comparison of efficiency</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-20.png"/>
</fig>
<p>The comparison of gain is depicted in <xref ref-type="fig" rid="fig-21">Fig. 21</xref>. The improved SEPIC converter&#x2019;s gain is compared with SEPIC and Boost. From this chart it shows that the improved SEPIC converter&#x2019;s gain is 1:12. It also shows that improved SEPIC converter&#x2019;s performance is better than SEPIC and Boost converter.</p>
<fig id="fig-21">
<label>Figure 21</label>
<caption>
<title>Comparison of gain</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-21.png"/>
</fig>
<p>The THD comparison is illustrated in <xref ref-type="fig" rid="fig-22">Fig. 22</xref>. The THD for CS-PI is compared with Fuzzy and PI. From this chart it shows that THD for CS-PI is <inline-formula id="ieqn-123">
<mml:math id="mml-ieqn-123"><mml:mn>2.4</mml:mn></mml:math>
</inline-formula> It also shows that THD for CS-PI performance is better than Fuzzy and PI.</p>
<fig id="fig-22">
<label>Figure 22</label>
<caption>
<title>Comparison of THD</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-22.png"/>
</fig>
<p>The THD for CS-PI and PI controller is given in <xref ref-type="fig" rid="fig-23">Figs. 23a</xref> and <xref ref-type="fig" rid="fig-23">23b</xref> which reveals that the THD with CS-PI obtained is <inline-formula id="ieqn-124">
<mml:math id="mml-ieqn-124"><mml:mn>2.4</mml:mn></mml:math>
</inline-formula> and THD with PI controller obtained is <inline-formula id="ieqn-125">
<mml:math id="mml-ieqn-125"><mml:mspace width="thickmathspace" /><mml:mn>4.9</mml:mn></mml:math>
</inline-formula>. On comparing both THD with CS-PI and PI, the CS-PI gives better performance indicating the efficiency of the proposed approach.</p>
<fig id="fig-23">
<label>Figure 23</label>
<caption>
<title>(a) &#x0026; (b) THD with CS-PI and PI controller</title></caption>
<graphic mimetype="image" mime-subtype="png" xlink:href="IASC_25521-fig-23.png"/>
</fig>
</sec>
</sec>
<sec id="s7">
<label>5</label>
<title>Conclusion</title>
<p>This proposed system examines the dynamics and efficiency of control system against fluctuations that are common in all PV panels due to variation of temperature and intensity. An improved interleaved DC-DC SEPIC converter is employed. It overcomes the drawback of high input current ripples. It also provides excellent buck boost conversion ratio. When compared to other existing converters, the proposed converter consumes lesser components and provides improved energy efficiency. A crow search algorithm is utilized for proposed converter that optimizes the parameters of PI controller. The objective of CSA optimized PI controller of proposed converter is to generate good response and enables working in Continuous Conduction Mode (CCM). The performances improved with this optimization are reduction in ripples, decrease in settling time and minimization of peak overshoots. The obtained converter outputs are applied to a 1&#x0424; VSI which in turn converts the DC input to AC output and supplies it to the gird. After implementing CSA based PI the efficiency of proposed converter obtained is <inline-formula id="ieqn-126">
<mml:math id="mml-ieqn-126"><mml:mn>96</mml:mn></mml:math>
</inline-formula> and THD is found to be <inline-formula id="ieqn-127">
<mml:math id="mml-ieqn-127"><mml:mspace width="thickmathspace" /><mml:mn>2.4</mml:mn></mml:math>
</inline-formula>. On comparing these values with existing system, the proposed system gives better performance than existing scheme. The entire behavior study of proposed work is done in MATLAB Simulink software and also the outputs are checked with hardware implementation.</p>
</sec>
</body>
<back>
<glossary content-type="abbreviations" id="glossary-1">
<title>Abbreviations</title>
<def-list>
<def-item>
<term>PV</term>
<def>
<p>Photovoltaic</p>
</def>
</def-item>
<def-item>
<term>CSA</term>
<def>
<p>Crow Search Algorithm</p>
</def>
</def-item>
<def-item>
<term>SEPIC</term>
<def>
<p>Single-ended Primary Inductor-Converter</p>
</def>
</def-item>
<def-item>
<term>PI</term>
<def>
<p>Proportional Integral</p>
</def>
</def-item>
<def-item>
<term>DC</term>
<def>
<p>Direct Current</p>
</def>
</def-item>
<def-item>
<term>VSI</term>
<def>
<p>Voltage Source Inverter</p>
</def>
</def-item>
<def-item>
<term>THD</term>
<def>
<p>Total Harmonic Distortion</p>
</def>
</def-item>
<def-item>
<term>MIC</term>
<def>
<p>Module-integrated converters</p>
</def>
</def-item>
<def-item>
<term>L-C</term>
<def>
<p>inductor-capacitor</p>
</def>
</def-item>
<def-item>
<term>VSS-LMS</term>
<def>
<p>Variable Step Size-Least Mean Square</p>
</def>
</def-item>
<def-item>
<term>PCC</term>
<def>
<p>Point of Common Coupling</p>
</def>
</def-item>
<def-item>
<term>SPV</term>
<def>
<p>Solar PV</p>
</def>
</def-item>
<def-item>
<term>UPF</term>
<def>
<p>Unified Power Flow</p>
</def>
</def-item>
<def-item>
<term>CSI</term>
<def>
<p>Current Source Inverter</p>
</def>
</def-item>
<def-item>
<term>GSA</term>
<def>
<p>Gravitational Search Algorithm</p>
</def>
</def-item>
<def-item>
<term>FLC</term>
<def>
<p>Fuzzy Logic Control</p>
</def>
</def-item>
<def-item>
<term>MPPT</term>
<def>
<p>Maximum power point tracking</p>
</def>
</def-item>
<def-item>
<term>GWO</term>
<def>
<p>Grey Wolf Optimization</p>
</def>
</def-item>
<def-item>
<term>GD</term>
<def>
<p>Gradient Descent</p>
</def>
</def-item>
<def-item>
<term>PSO</term>
<def>
<p>Particle Swarm Optimization</p>
</def>
</def-item>
<def-item>
<term>AC</term>
<def>
<p>Alternating Current</p>
</def>
</def-item>
<def-item>
<term>SC</term>
<def>
<p>Short Circuit</p>
</def>
</def-item>
<def-item>
<term>OC</term>
<def>
<p>Open Circuit</p>
</def>
</def-item>
<def-item>
<term>PLL</term>
<def>
<p>Phase Locked Loop</p>
</def>
</def-item>
<def-item>
<term>PD</term>
<def>
<p>Phase Detector</p>
</def>
</def-item>
<def-item>
<term>LP</term>
<def>
<p>Loop filter</p>
</def>
</def-item>
<def-item>
<term>VCO</term>
<def>
<p>Voltage Controlled Oscillator</p>
</def>
</def-item>
<def-item>
<term>LPF</term>
<def>
<p>Low Pass Filter</p>
</def>
</def-item>
<def-item>
<term>CCM</term>
<def>
<p>Continuous Conduction Mode</p>
</def>
</def-item>
</def-list>
</glossary>
<glossary content-type="abbreviations" id="glossary-2">
<title>SYMBOLS</title>
<def-list>
<def-item>
<term><inline-formula id="ieqn-5a">
<mml:math id="mml-ieqn-5a"><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>r</mml:mi><mml:mi>e</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Reference voltage</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-6a">
<mml:math id="mml-ieqn-6a"><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>c</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Actual voltage</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-7a">
<mml:math id="mml-ieqn-7a"><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>p</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Photocurrent</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-8a">
<mml:math id="mml-ieqn-8a"><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>O</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Open circuit voltage</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-9a">
<mml:math id="mml-ieqn-9a"><mml:msub><mml:mi>R</mml:mi><mml:mi>s</mml:mi></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Series resistance</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-10a">
<mml:math id="mml-ieqn-10a"><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mi>c</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Short circuit current</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-11a">
<mml:math id="mml-ieqn-11a"><mml:msub><mml:mi>R</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Shunt resistance</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-12a">
<mml:math id="mml-ieqn-12a"><mml:msub><mml:mi>K</mml:mi><mml:mi>V</mml:mi></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Voltage per temperature coefficient</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-13a">
<mml:math id="mml-ieqn-13a"><mml:mi>T</mml:mi></mml:math>
</inline-formula></term>
<def>
<p>Temperature</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-14a">
<mml:math id="mml-ieqn-14a"><mml:mi>q</mml:mi></mml:math>
</inline-formula></term>
<def>
<p>Electron charge</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-15a">
<mml:math id="mml-ieqn-15a"><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Current per temperature coefficient</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-16a">
<mml:math id="mml-ieqn-16a"><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Input and output voltage</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-17a">
<mml:math id="mml-ieqn-17a"><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:msub><mml:mi>i</mml:mi><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mspace width="thickmathspace" /></mml:mrow></mml:msub></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:msub><mml:mi>i</mml:mi><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Peak to peak ripples in inductor currents</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-18a">
<mml:math id="mml-ieqn-18a"><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula>, <inline-formula id="ieqn-19a">
<mml:math id="mml-ieqn-19a"><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Input and output currents</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-20a">
<mml:math id="mml-ieqn-20a"><mml:msub><mml:mi>L</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mspace width="thickmathspace" /><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>L</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Input inductors of the converter</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-21a">
<mml:math id="mml-ieqn-21a"><mml:msub><mml:mi>L</mml:mi><mml:mn>3</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>L</mml:mi><mml:mn>4</mml:mn></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Output inductors of the converter</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-22a">
<mml:math id="mml-ieqn-22a"><mml:msub><mml:mi>C</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mspace width="thickmathspace" /><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>C</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Middle capacitors of the converter</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-23a">
<mml:math id="mml-ieqn-23a"><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:msub><mml:mi>v</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Peak to peak ripple of coupling capacitor voltage</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-24a">
<mml:math id="mml-ieqn-24a"><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Output capacitor</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-25a">
<mml:math id="mml-ieqn-25a"><mml:msub><mml:mi>K</mml:mi><mml:mi>p</mml:mi></mml:msub><mml:mi mathvariant="normal">&#x0026;</mml:mi><mml:mspace width="thickmathspace" /><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Proportional gain &#x0026; Integral gain</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-26a">
<mml:math id="mml-ieqn-26a"><mml:msub><mml:mi>V</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:math>
</inline-formula></term>
<def>
<p>Amplitude</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-27a">
<mml:math id="mml-ieqn-27a"><mml:mi>&#x03B8;</mml:mi></mml:math>
</inline-formula></term>
<def>
<p>Angle</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-28a">
<mml:math id="mml-ieqn-28a"><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x03C9;</mml:mi></mml:mrow></mml:mrow></mml:math>
</inline-formula></term>
<def>
<p>Frequency</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-29a">
<mml:math id="mml-ieqn-29a"><mml:mo>&#x03A6;</mml:mo></mml:math>
</inline-formula></term>
<def>
<p>Phase angle of input signal</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-30a">
<mml:math id="mml-ieqn-30a"><mml:mi>&#x03B6;</mml:mi></mml:math>
</inline-formula></term>
<def>
<p>Damping ratio</p>
</def>
</def-item>
</def-list>
</glossary>
<fn-group>
<fn fn-type="other">
<p><bold>Funding Statement:</bold> The authors received no specific funding for this study.</p>
</fn>
<fn fn-type="conflict">
<p><bold>Conflicts of Interest:</bold> The authors declare that they have no conflicts of interest to report regarding the present study.</p>
</fn>
</fn-group>
<ref-list content-type="authoryear">
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