<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article">
 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">
    ojmsi
   </journal-id>
   <journal-title-group>
    <journal-title>
     Open Journal of Modelling and Simulation
    </journal-title>
   </journal-title-group>
   <issn pub-type="epub">
    2327-4018
   </issn>
   <issn publication-format="print">
    2327-4026
   </issn>
   <publisher>
    <publisher-name>
     Scientific Research Publishing
    </publisher-name>
   </publisher>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="doi">
    10.4236/ojmsi.2024.124007
   </article-id>
   <article-id pub-id-type="publisher-id">
    ojmsi-136702
   </article-id>
   <article-categories>
    <subj-group subj-group-type="heading">
     <subject>
      Articles
     </subject>
    </subj-group>
    <subj-group subj-group-type="Discipline-v2">
     <subject>
      Physics 
     </subject>
     <subject>
       Mathematics
     </subject>
    </subj-group>
   </article-categories>
   <title-group>
    Mathematical Modeling of Multiple Capacitor Coupled Substations (CCS) Impact on Transmission Lines and Approaches for Ferroresonance Suppression
   </title-group>
   <contrib-group>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Sinqobile Wiseman
      </surname>
      <given-names>
       Nene
      </given-names>
     </name>
    </contrib>
   </contrib-group> 
   <aff id="affnull">
    <addr-line>
     aDepartment of Electrical Engineering, Tshwane University of Technology, Pretoria, The Republic of South Africa
    </addr-line> 
   </aff> 
   <pub-date pub-type="epub">
    <day>
     21
    </day> 
    <month>
     10
    </month>
    <year>
     2024
    </year>
   </pub-date> 
   <volume>
    12
   </volume> 
   <issue>
    04
   </issue>
   <fpage>
    101
   </fpage>
   <lpage>
    113
   </lpage>
   <history>
    <date date-type="received">
     <day>
      25,
     </day>
     <month>
      August
     </month>
     <year>
      2024
     </year>
    </date>
    <date date-type="published">
     <day>
      18,
     </day>
     <month>
      August
     </month>
     <year>
      2024
     </year> 
    </date> 
    <date date-type="accepted">
     <day>
      18,
     </day>
     <month>
      October
     </month>
     <year>
      2024
     </year> 
    </date>
   </history>
   <permissions>
    <copyright-statement>
     © Copyright 2014 by authors and Scientific Research Publishing Inc. 
    </copyright-statement>
    <copyright-year>
     2014
    </copyright-year>
    <license>
     <license-p>
      This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/
     </license-p>
    </license>
   </permissions>
   <abstract>
    Rural electrification remains a critical challenge in achieving equitable access to electricity, a cornerstone for poverty alleviation, economic growth, and improved living standards. Capacitor Coupled Substations (CCS) offer a promising solution for delivering cost-effective electricity to these underserved areas. However, the integration of multiple CCS units along a transmission network introduces complex interactions that can significantly impact voltage, current, and power flow. This study presents a detailed mathematical model to analyze the effects of varying distances and configurations of multiple CCS units on a transmission network, with a focus on voltage stability, power quality, and reactive power fluctuations. Furthermore, the research addresses the phenomenon of ferroresonance, a critical issue in networks with multiple CCS units, by developing and validating suppression strategies to ensure stable operation. Through simulation and practical testing, the study provides insights into optimizing CCS deployment, ultimately contributing to more reliable and efficient rural electrification solutions.
   </abstract>
   <kwd-group> 
    <kwd>
     Capacitor Coupled Substation
    </kwd> 
    <kwd>
      Ferroresonance
    </kwd> 
    <kwd>
      Power System
    </kwd> 
    <kwd>
      Modelling
    </kwd> 
    <kwd>
      Algorithm Presentation
    </kwd> 
    <kwd>
      Rural Electrification
    </kwd>
   </kwd-group>
  </article-meta>
 </front>
 <body>
  <sec id="s1">
   <title>1. Introduction</title>
   <p>With the need for increased access to electricity, rural areas are still left behind <xref ref-type="bibr" rid="scirp.136702-1">
     [1]
    </xref>. Electricity is at the center of poverty alleviation, economic growth, and improved living standards <xref ref-type="bibr" rid="scirp.136702-2">
     [2]
    </xref> <xref ref-type="bibr" rid="scirp.136702-3">
     [3]
    </xref>. Capacitor Coupled Substation (CCS) are one of the technologies that can be used to deliver cost-effective electricity to these rural areas <xref ref-type="bibr" rid="scirp.136702-4">
     [4]
    </xref>. To deliver electricity to different locations located at different areas along the same transmission line requires the understanding of the impact multiple CCS has on a transmission line. The introduction of multiple CCS units along a transmission line presents both opportunities and challenges. While CCSs can enhance power quality and reliability, their presence can also lead to complex interactions within the network, particularly when multiple units are placed at varying distances from each other <xref ref-type="bibr" rid="scirp.136702-5">
     [5]
    </xref> <xref ref-type="bibr" rid="scirp.136702-6">
     [6]
    </xref>. These interactions can significantly affect key network parameters such as voltage, current, active power, and reactive power.</p>
   <p>Understanding and mitigating these effects requires a robust mathematical framework. The proposed study develops a detailed model to analyze the impact of multiple CCS units on a transmission network, considering the proximity between CCSs and their operational states. The objective is to determine how different configurations and distances between CCSs influence the network’s stability and power quality. The distance selected was 300km based on the perceived distances that may exist between two rural settings.</p>
   <p>This research also addresses the phenomenon of ferroresonance, a nonlinear resonance that can occur in electrical systems due to the interaction between inductance and capacitance <xref ref-type="bibr" rid="scirp.136702-7">
     [7]
    </xref>. In a network with multiple CCS units, ferroresonance poses a significant risk, potentially leading to overvoltages and instability <xref ref-type="bibr" rid="scirp.136702-8">
     [8]
    </xref> <xref ref-type="bibr" rid="scirp.136702-9">
     [9]
    </xref>. Therefore, an integral part of this study involves developing and validating strategies for ferroresonance suppression to ensure the stable operation of transmission networks equipped with multiple CCSs.</p>
   <p>A detailed mathematical algorithm for modeling and analyzing the impact of multiple CCS units on a transmission network, including the steps for simulation, validation, and interpretation of results is presented. The study aims to provide a comprehensive understanding of the behavior of networks with multiple CCSs and to identify optimal configurations that minimize disturbances and enhance overall network performance.</p>
  </sec><sec id="s2">
   <title>2. Mathematical Algorithm for Multiple CCS Model Representation</title>
   <p>The objective of this article is to develop a mathematical representation that can be used to model and analyze the impact of multiple Capacitor Coupled Substations (CCS) on a transmission network, particularly focusing on the proximity between CCSs and their effects when connected or disconnected. The aim is to assess how different configurations and distances between CCSs affect network parameters like voltage, current, active power, and reactive power. The representation is designed such that any distance between more than one CCS can be modelled. The strategy employed is defined in the following sections.</p>
   <sec id="s2_1">
    <title>2.1. Define the CCS Model</title>
    <p>A CCS model to be considered must be defined. A basic MATLAB/Simulink CCS model is presented in <xref ref-type="fig" rid="fig1">
      Figure 1
     </xref> and <xref ref-type="fig" rid="fig2">
      Figure 2
     </xref> presents a basic simplified CCS.</p>
    <fig id="fig1" position="float">
     <label>Figure 1</label>
     <caption>
      <title>Figure 1. Single CCS model.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860304-rId13.jpeg?20241021024706" />
    </fig>
    <fig id="fig2" position="float">
     <label>Figure 2</label>
     <caption>
      <title>Figure 2. Simplified basic CCS.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860304-rId14.jpeg?20241021024706" />
    </fig>
    <p>In a multiple CCS, each CCS can be represented using a simplified equivalent circuit model as presented in <xref ref-type="fig" rid="fig2">
      Figure 2
     </xref> with:</p>
    <p>Given:</p>
    <p>
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    <p>where:</p>
   </sec>
   <sec id="s2_2">
    <title>2.2. Model the Transmission Line with Multiple CCS</title>
    <p>A model representation of multiple CCS is given in <xref ref-type="fig" rid="fig3">
      Figure 3
     </xref>, which is the combination of a number of CCS. This basic model is used as the basis for modelling. However, any number of CCS can be incorporated into the system.</p>
    <fig id="fig3" position="float">
     <label>Figure 3</label>
     <caption>
      <title>Figure 3. Multiple CCS representation.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860304-rId23.jpeg?20241021024707" />
    </fig>
    <p>Assume a transmission line of length 
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     </math> with N CCSs placed at distances, 
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    <p>For each CCS:</p>
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    <p>where:</p>
    <p>
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     </math> is the resistance of the line segment up to CCS i.</p>
    <p>
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    <p>
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    <p>The current drawn by the CCS i is:</p>
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    <p>where:</p>
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   </sec>
   <sec id="s2_3">
    <title>2.3. Analyze the Impact on Network Parameters</title>
    <p>
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        </mi> 
        <mi>
          i 
        </mi> 
       </msub> 
       <mo>
         × 
       </mo> 
       <mtext>
         cos 
       </mtext> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <msub> 
          <mi>
            θ 
          </mi> 
          <mi>
            i 
          </mi> 
         </msub> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
      </mrow> 
     </math></p>
    <p>
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          Q 
        </mi> 
        <mi>
          i 
        </mi> 
       </msub> 
       <mo>
         = 
       </mo> 
       <msub> 
        <mi>
          V 
        </mi> 
        <mi>
          i 
        </mi> 
       </msub> 
       <mo>
         × 
       </mo> 
       <msub> 
        <mi>
          I 
        </mi> 
        <mi>
          i 
        </mi> 
       </msub> 
       <mo>
         × 
       </mo> 
       <mtext>
         sin 
       </mtext> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <msub> 
          <mi>
            θ 
          </mi> 
          <mi>
            i 
          </mi> 
         </msub> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
      </mrow> 
     </math></p>
    <p>where 
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          θ 
        </mi> 
        <mi>
          i 
        </mi> 
       </msub> 
      </mrow> 
     </math> is the phase angle between voltage and current.</p>
   </sec>
   <sec id="s2_4">
    <title>2.4. Simulation and Validation</title>
    <p>The three following simple steps can be used during simulation, vis.:</p>
    <p>MATLAB can be used to simulate a number of parameters that may be required. Example of a MATLAB code used to simulate the voltage drop across the transmission line with three CCS units placed 300 km apart, each with a load of 80 kW at 11 kV is given by:</p>
    <fig id="fig4" position="float">
     <label>Figure 4</label>
     <caption>
      <title>This code can be run in MATLAB to simulate the voltage drop across the transmission line with three CCS units placed 300 km apart, each with a load of 80 kW at 11 kV. Adjust the parameters as needed based on your specific study requirements. The selection of the parameters was based on a typical CCS load that a small village may require. The load was extrapolated from one of the distribution transformers located in a village of Emakholweni, in Umbumbulu, the Republic of South Africa, where the distribution transformer is a 100kVA. Therefore, a load of 80 kW was selected for the study.2.4.2. Prototype Model DataA prototype model developed used parameters selected based on the available equipment. <xref ref-type="table" rid="table1">
        Table 1
       </xref> presents the selected prototype parameters used, where all the three CCS were identical.<xref ref-type="bibr" rid="scirp.136702-"></xref>Table 1. CCS prototypes parameters.
       <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
 
        <tr> 
  
         <td class="custom-bottom-td acenter" width="46.77%"><p style="text-align:center">Parameter</p></td> 
  
         <td class="custom-bottom-td acenter" width="61.53%"><p style="text-align:center">Value</p></td> 
 
        </tr> 
 
        <tr> 
  
         <td class="custom-top-td acenter" width="46.77%"><p style="text-align:center">C<sub>1</sub></p></td> 
  
         <td class="custom-top-td acenter" width="61.53%"><p style="text-align:center">0.375 µF</p></td> 
 
        </tr> 
 
        <tr> 
  
         <td class="acenter" width="46.77%"><p style="text-align:center">C<sub>2</sub></p></td> 
  
         <td class="acenter" width="61.53%"><p style="text-align:center">3.075 µF</p></td> 
 
        </tr> 
 
        <tr> 
  
         <td class="acenter" width="46.77%"><p style="text-align:center">L</p></td> 
  
         <td class="acenter" width="61.53%"><p style="text-align:center">2.937 H</p></td> 
 
        </tr> 
 
        <tr> 
  
         <td class="acenter" width="46.77%"><p style="text-align:center">Step-down Transformer</p></td> 
  
         <td class="acenter" width="61.53%"><p style="text-align:center">1000 VA, 50 Hz, 230/110 V</p></td> 
 
        </tr> 
 
        <tr> 
  
         <td class="acenter" width="46.77%"><p style="text-align:center">Load</p></td> 
  
         <td class="acenter" width="61.53%"><p style="text-align:center">Fixed resistive load of 200 Ω</p></td> 
 
        </tr>

       </table>The downstream parameters selected are presented in <xref ref-type="table" rid="table2">
        Table 2
       </xref>.<xref ref-type="bibr" rid="scirp.136702-"></xref>Table 2. CCS prototypes downstream parameters.
       <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
 
        <tr> 
  
         <td class="custom-bottom-td acenter" width="49.35%"><p style="text-align:center">Parameter</p></td> 
  
         <td class="custom-bottom-td acenter" width="58.17%"><p style="text-align:center">Value</p></td> 
 
        </tr> 
 
        <tr> 
  
         <td class="custom-top-td acenter" width="49.35%"><p style="text-align:center">Nominal Voltage</p></td> 
  
         <td class="custom-top-td acenter" width="58.17%"><p style="text-align:center">230 V<sub>rms</sub></p></td> 
 
        </tr> 
 
        <tr> 
  
         <td class="acenter" width="49.35%"><p style="text-align:center">Nominal Frequency</p></td> 
  
         <td class="acenter" width="58.17%"><p style="text-align:center">50 Hz</p></td> 
 
        </tr> 
 
        <tr> 
  
         <td class="acenter" width="49.35%"><p style="text-align:center">Active Power</p></td> 
  
         <td class="acenter" width="58.17%"><p style="text-align:center">100 kW</p></td> 
 
        </tr> 
 
        <tr> 
  
         <td class="acenter" width="49.35%"><p style="text-align:center">Inductive Reactive Power</p></td> 
  
         <td class="acenter" width="58.17%"><p style="text-align:center">100 (+VAR)</p></td> 
 
        </tr> 
 
        <tr> 
  
         <td class="acenter" width="49.35%"><p style="text-align:center">Capacitive Reactive Power</p></td> 
  
         <td class="acenter" width="58.17%"><p style="text-align:center">100 (−VAR)</p></td> 
 
        </tr>

       </table>Parameters monitored during the testing are presented in <xref ref-type="table" rid="table3">
        Table 3
       </xref>.<xref ref-type="bibr" rid="scirp.136702-"></xref>Table 3. CCS prototypes monitored paramters.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860304-rId64.jpeg?20241021024708" />
    </fig>
    <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
     <tr> 
      <td class="custom-bottom-td acenter" width="35.11%"><p style="text-align:center">Parameter</p></td> 
      <td class="custom-bottom-td acenter" width="64.89%"><p style="text-align:center">Details</p></td> 
     </tr> 
     <tr> 
      <td class="custom-top-td acenter" width="35.11%"><p style="text-align:center">Supply Voltage</p></td> 
      <td class="custom-top-td acenter" width="64.89%"><p style="text-align:center">Line Voltage</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="35.11%"><p style="text-align:center">Downstream Parameters</p></td> 
      <td class="acenter" width="64.89%"><p style="text-align:center">Line Voltage and Current, Load Voltage and Current, Load Active Power and Load Reactive</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="35.11%"><p style="text-align:center">CCS Parameters</p></td> 
      <td class="acenter" width="64.89%"><p style="text-align:center">Voltage and Current, Load Active Power and Load Reactive Power.</p></td> 
     </tr> 
    </table>
    <p>The experimental data used, selected purely on the limited available resources, is presented in <xref ref-type="table" rid="table4">
      Table 4
     </xref>.</p>
    <table-wrap id="table1">
     <label>
      <xref ref-type="table" rid="table1">
       Table 1
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.136702-"></xref>Table 4. CCS prototypes representation parameters.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="35.05%"><p style="text-align:center">Values</p></td> 
       <td class="custom-bottom-td acenter" width="18.09%"><p style="text-align:center">CCS #1</p></td> 
       <td class="custom-bottom-td acenter" width="18.09%"><p style="text-align:center">CCS #2</p></td> 
       <td class="custom-bottom-td acenter" width="28.78%"><p style="text-align:center">CCS #3</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="35.05%"><p style="text-align:center">Load Resistor</p></td> 
       <td class="custom-top-td acenter" width="18.09%"><p style="text-align:center">2.2 kΩ</p></td> 
       <td class="custom-top-td acenter" width="18.09%"><p style="text-align:center">2 kΩ</p></td> 
       <td class="custom-top-td acenter" width="28.78%"><p style="text-align:center">15 Ω</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="35.05%"><p style="text-align:center">MV Inductor</p></td> 
       <td class="acenter" width="18.09%"><p style="text-align:center">17.2 Ω</p></td> 
       <td class="acenter" width="18.09%"><p style="text-align:center">1.3 kΩ</p></td> 
       <td class="acenter" width="28.78%"><p style="text-align:center">15.2 Ω</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="35.05%"><p style="text-align:center">LV Inductor</p></td> 
       <td class="acenter" width="18.09%"><p style="text-align:center">0.4 Ω</p></td> 
       <td class="acenter" width="18.09%"><p style="text-align:center">2.6 kΩ</p></td> 
       <td class="acenter" width="28.78%"><p style="text-align:center">15 Ω</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="35.05%"><p style="text-align:center">Step-down Transformer</p></td> 
       <td class="acenter" width="18.09%"><p style="text-align:center">525/230</p></td> 
       <td class="acenter" width="18.09%"><p style="text-align:center">230/110</p></td> 
       <td class="acenter" width="28.78%"><p style="text-align:center">525/230</p></td> 
      </tr> 
     </table>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="acenter" width="59.18%"><p style="text-align:center">Line Resistance Measuring Points</p></td> 
       <td class="acenter" width="40.82%"><p style="text-align:center">Resistance</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="59.18%"><p style="text-align:center">Source to Line 1</p></td> 
       <td class="acenter" width="40.82%"><p style="text-align:center">279 Ω</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="59.18%"><p style="text-align:center">Line 1 to Line 2</p></td> 
       <td class="acenter" width="40.82%"><p style="text-align:center">326 Ω</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="59.18%"><p style="text-align:center">Load</p></td> 
       <td class="acenter" width="40.82%"><p style="text-align:center">2.6 kΩ</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>The result of the simulation is presented in <xref ref-type="table" rid="table5">
      Table 5
     </xref> where the measurements were taken from the points as demonstrated in <xref ref-type="fig" rid="fig4">
      Figure 4
     </xref>.</p>
    <table-wrap id="table2">
     <label>
      <xref ref-type="table" rid="table2">
       Table 2
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.136702-"></xref>Table 5. CCS prototypes final results.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="29.77%"><p style="text-align:center">Measured Point</p></td> 
       <td class="custom-bottom-td acenter" width="23.41%"><p style="text-align:center">CCS #1 (V)</p></td> 
       <td class="custom-bottom-td acenter" width="23.41%"><p style="text-align:center">CCS #2 (V)</p></td> 
       <td class="custom-bottom-td acenter" width="23.41%"><p style="text-align:center">CCS #3 (V)</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="29.77%"><p style="text-align:center">A</p></td> 
       <td class="custom-top-td acenter" width="23.41%"><p style="text-align:center">230</p></td> 
       <td class="custom-top-td acenter" width="23.41%"><p style="text-align:center">230</p></td> 
       <td class="custom-top-td acenter" width="23.41%"><p style="text-align:center">230</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="29.77%"><p style="text-align:center">B</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">30</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">31.8</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">28.9</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="29.77%"><p style="text-align:center">C</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">30</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">31.8</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">10.4</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="29.77%"><p style="text-align:center">C-C1</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">0.18</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">3.9</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">18.5</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="29.77%"><p style="text-align:center">D</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">12</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">14.9</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">4.3</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="29.77%"><p style="text-align:center">D-D1</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">No Reading</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">1.9</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">4.2</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="29.77%"><p style="text-align:center">E</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">10</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">14.9</p></td> 
       <td class="acenter" width="23.41%"><p style="text-align:center">0.59</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <fig id="fig5" position="float">
     <label>Figure 5</label>
     <caption>
      <title>Figure 4. CCS testing points.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860304-rId65.jpeg?20241021024709" />
    </fig>
    <p>A verification approach was used using different parameters of the CCS where the supply voltage was selected as 230 kVrms and the downstream load was 100 kW, with the three identical CCS. The focus was on the supply voltage interference when the CCSs were connected to it. The results are presented in <xref ref-type="fig" rid="figFigures 5-9">
      Figures 5-9
     </xref>.</p>
   </sec>
   <sec id="s2_5">
    <title>2.5. Interpreting the Results</title>
    <p>From both the modelled results and the tested results, it shows that when the CCSs are switched into the system, there is no notable interference on the supply voltage, which could imply system instability is a real life setting if there was any observed interference and drastic changes in the tested voltage at different points.</p>
    <p>The parameters selected for the model, were based on a typical transmission network voltage of 230 kVrms, while the prototypes were built for the laboratory available 230 Vrms system. The distances for the prototypes were represented by the resistances. These values were arbitrarily selected to observe the system behaviour in the event of distance changes. The observed reactive power fluctuations from <xref ref-type="fig" rid="figFigures 4-8">
      Figures 4-8
     </xref>, can be attributed to switching transients as they are present only after a CCS is switched either ON or OFF. The test on the prototypes did not consider any power flow, its main focus was the behaviour of the supply voltage as the results in <xref ref-type="table" rid="table5">
      Table 5
     </xref> show that the supply voltage magnitude was not affected by the switching ON of the CCSs.</p>
    <fig id="fig6" position="float">
     <label>Figure 6</label>
     <caption>
      <title>Figure 5. Supply parameters.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860304-rId66.jpeg?20241021024710" />
    </fig>
    <fig id="fig7" position="float">
     <label>Figure 7</label>
     <caption>
      <title>Figure 6. Downstream paramters.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860304-rId67.jpeg?20241021024710" />
    </fig>
    <fig id="fig8" position="float">
     <label>Figure 8</label>
     <caption>
      <title>Figure 7. CCS 1 parameters.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860304-rId68.jpeg?20241021024710" />
    </fig>
    <fig id="fig9" position="float">
     <label>Figure 9</label>
     <caption>
      <title>Figure 8. CCS 2 parameters.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860304-rId69.jpeg?20241021024710" />
    </fig>
    <fig id="fig10" position="float">
     <label>Figure 10</label>
     <caption>
      <title>Figure 9. CCS 3 parameters.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860304-rId70.jpeg?20241021024710" />
    </fig>
   </sec>
  </sec><sec id="s3">
   <title>3. Ferroresonance Suppression on Multiple CCSs Systems</title>
   <p>Ferroresonance is a nonlinear resonance phenomenon in electrical systems, often occurring when inductance interacts with capacitance in an unintended manner <xref ref-type="bibr" rid="scirp.136702-10">
     [10]
    </xref> <xref ref-type="bibr" rid="scirp.136702-11">
     [11]
    </xref>. In the context of the Capacitor Coupled Substations (CCS), particularly when multiple CCS units are placed at different proximities on a transmission network, suppression of ferroresonance is critical to maintaining system stability and avoiding overvoltages <xref ref-type="bibr" rid="scirp.136702-12">
     [12]
    </xref> <xref ref-type="bibr" rid="scirp.136702-13">
     [13]
    </xref> <xref ref-type="bibr" rid="scirp.136702-14">
     [14]
    </xref>. Ferroresonance can be suppressed by a number of approaches, one being the conventional technique of Resistor-Capacitor-Inductor (RLC) <xref ref-type="bibr" rid="scirp.136702-15">
     [15]
    </xref>.</p>
   <p>To mathematically represent ferroresonance suppression in a network with multiple CCSs, consider the following elements:</p>
   <p>
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         X 
       </mi> 
       <mi>
         C 
       </mi> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mfrac> 
       <mn>
         1 
       </mn> 
       <mrow> 
        <mi>
          ω 
        </mi> 
        <mi>
          C 
        </mi> 
       </mrow> 
      </mfrac> 
     </mrow> 
    </math></p>
   <p>where 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
       ω 
     </mi> 
    </math> is the angular frequency of the system.</p>
   <p>
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         X 
       </mi> 
       <mi>
         L 
       </mi> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mi>
        ω 
      </mi> 
      <mi>
        L 
      </mi> 
     </mrow> 
    </math></p>
   <p>
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         Z 
       </mi> 
       <mi>
         s 
       </mi> 
      </msub> 
      <mo>
        = 
      </mo> 
      <msqrt> 
       <mrow> 
        <msubsup> 
         <mi>
           X 
         </mi> 
         <mi>
           L 
         </mi> 
         <mn>
           2 
         </mn> 
        </msubsup> 
        <mo>
          + 
        </mo> 
        <msup> 
         <mrow> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <mfrac> 
             <mn>
               1 
             </mn> 
             <mrow> 
              <mi>
                n 
              </mi> 
              <msub> 
               <mi>
                 X 
               </mi> 
               <mi>
                 C 
               </mi> 
              </msub> 
             </mrow> 
            </mfrac> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mn>
           2 
         </mn> 
        </msup> 
       </mrow> 
      </msqrt> 
     </mrow> 
    </math></p>
   <p>where n is the number of CCS units.</p>
   <p>
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         ω 
       </mi> 
       <mi>
         r 
       </mi> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mfrac> 
       <mn>
         1 
       </mn> 
       <mrow> 
        <msqrt> 
         <mrow> 
          <mi>
            L 
          </mi> 
          <mo>
            × 
          </mo> 
          <msub> 
           <mi>
             C 
           </mi> 
           <mrow> 
            <mi>
              e 
            </mi> 
            <mi>
              q 
            </mi> 
           </mrow> 
          </msub> 
         </mrow> 
        </msqrt> 
       </mrow> 
      </mfrac> 
     </mrow> 
    </math></p>
   <p>where 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         C 
       </mi> 
       <mrow> 
        <mi>
          e 
        </mi> 
        <mi>
          q 
        </mi> 
       </mrow> 
      </msub> 
     </mrow> 
    </math> is the equivalent capacitance considering all CCS units:</p>
   <p>
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         C 
       </mi> 
       <mrow> 
        <mi>
          e 
        </mi> 
        <mi>
          q 
        </mi> 
       </mrow> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mfrac> 
       <mi>
         C 
       </mi> 
       <mi>
         n 
       </mi> 
      </mfrac> 
     </mrow> 
    </math></p>
   <p>
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        ζ 
      </mi> 
      <mo>
        = 
      </mo> 
      <mfrac> 
       <mi>
         R 
       </mi> 
       <mrow> 
        <mn>
          2 
        </mn> 
        <msqrt> 
         <mrow> 
          <mrow> 
           <mi>
             L 
           </mi> 
           <mo>
             / 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               C 
             </mi> 
             <mrow> 
              <mi>
                e 
              </mi> 
              <mi>
                q 
              </mi> 
             </mrow> 
            </msub> 
           </mrow> 
          </mrow> 
         </mrow> 
        </msqrt> 
       </mrow> 
      </mfrac> 
     </mrow> 
    </math></p>
   <p>where R is the system resistance.</p>
   <p>The ferroresonance suppression condition requires that the damping factor 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
       ζ 
     </mi> 
    </math> is sufficiently high to prevent oscillation. Therefore, to ensure suppression:</p>
   <p>
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        ζ 
      </mi> 
      <mo>
        ≥ 
      </mo> 
      <mn>
        1 
      </mn> 
     </mrow> 
    </math></p>
   <p>This translates into a suppression criterion:</p>
   <p>
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        R 
      </mi> 
      <mo>
        ≥ 
      </mo> 
      <mn>
        2 
      </mn> 
      <msqrt> 
       <mrow> 
        <mfrac> 
         <mi>
           L 
         </mi> 
         <mrow> 
          <msub> 
           <mi>
             C 
           </mi> 
           <mrow> 
            <mi>
              e 
            </mi> 
            <mi>
              q 
            </mi> 
           </mrow> 
          </msub> 
         </mrow> 
        </mfrac> 
       </mrow> 
      </msqrt> 
     </mrow> 
    </math></p>
   <p>This equation can be adapted for the case of multiple CCSs at different proximities by considering the equivalent parameters for the entire network.</p>
  </sec><sec id="s4">
   <title>4. Conclusion</title>
   <p>This study highlights the crucial role of Capacitor Coupled Substations (CCS) in expanding access to electricity in rural areas, which is essential for poverty alleviation and economic growth. The research emphasizes the importance of understanding the complex interactions that arise when multiple CCS units are integrated into a single transmission network. These interactions, which affect voltage, current, and power flow, present both opportunities for enhancing power quality and challenges, particularly in mitigating issues such as ferroresonance. The development of a robust mathematical model and simulation framework provides valuable insights into optimizing the configuration and placement of CCS units. The algorithm provides a structured approach to model and analyze the impact of multiple CCSs on a transmission network. This ensures network stability, minimizes disturbances, and enhances overall performance. The proposed ferroresonance suppression strategies further contribute to maintaining system stability, ensuring the reliable operation of transmission networks equipped with multiple CCSs. Ultimately, this research offers a comprehensive understanding and practical solutions for deploying CCS technology in rural electrification projects, thereby contributing to broader efforts in bridging the electricity access gap in underserved regions.</p>
  </sec><sec id="s5">
   <title>Acknowledgements</title>
   <p>Dr. BT Abe and Dr. AF Nnachi of the Tshwane University of Technology.</p>
  </sec>
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