<?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">JPEE</journal-id><journal-title-group><journal-title>Journal of Power and Energy Engineering</journal-title></journal-title-group><issn pub-type="epub">2327-588X</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/jpee.2023.116002</article-id><article-id pub-id-type="publisher-id">JPEE-125656</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Engineering</subject></subj-group></article-categories><title-group><article-title>
 
 
  Study of the Impact of Grid Disconnections on the Production of a Photovoltaic Solar Power Plant: Case of Diamniadio Power Plant
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Amadou</surname><given-names>Ndiaye</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mohamed</surname><given-names>Cherif Aidara</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Amy</surname><given-names>Mbaye</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mamadou</surname><given-names>Lamine Ndiaye</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Laboratoire Eau-Energie-Environnement-Procédés Industriels (L3EPI), Ecole Supérieure Polytechnique, Université Cheikh Anta Diop (UCAD), Dakar, Senegal</addr-line></aff><pub-date pub-type="epub"><day>02</day><month>06</month><year>2023</year></pub-date><volume>11</volume><issue>06</issue><fpage>16</fpage><lpage>25</lpage><history><date date-type="received"><day>6,</day>	<month>April</month>	<year>2023</year></date><date date-type="rev-recd"><day>16,</day>	<month>June</month>	<year>2023</year>	</date><date date-type="accepted"><day>19,</day>	<month>June</month>	<year>2023</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  Today, renewable energy projects connected to the interconnected network, with powers of the order of tens of megawatts, are more and more numerous 
  in sub-Saharan Africa. And financing these investments requires a reliable amortization schedule. In the context of photovoltaic systems connected to 
  the interconnected electricity grid, the quintessence of damping is the amount of energy injected into the grid. Thus it is fundamental to know the parameters of this network and their variation. This paper presents an evaluation of the impact of power grid disturbances on the performance of a solar PV plant under real conditions. The CICAD photovoltaic solar plant, connected to the 
  Senelec distribution network, with an installed capacity of 2 MWp is the study setting. An energy audit of the plant is carried out. Then the percentage of each loss is determined: voltage drops, module degradation, inverter efficiency. The duration of each disconnection is measured and recorded daily. The corresponding quantity of lost energy is thus calculated from meteorological data (irradiation, temperature, wind speed, illumination) recorded by the measurement unit in one-minute steps. The observation period is three months. The total duration of disconnections related to the instability of the e
  lectrical network during the study period is 46.7 hours. The amount of energy lost is estimated at 22.6 MWh. This represents 2.4% of the actual calculated production.
 
</p></abstract><kwd-group><kwd>Photovoltaic Power Plant</kwd><kwd> Disconnections</kwd><kwd> Network</kwd><kwd> Evaluation</kwd><kwd> Lost En-ergy</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Photovoltaic (PV) solar energy, having the sun as its primary source, is very appropriate for the production of electrical energy in some countries such as Senegal with a high solar potential (varying between 1850 and 2250 kWh/m<sup>2</sup>/year [<xref ref-type="bibr" rid="scirp.125656-ref1">1</xref>] ). It also has the advantage of simplicity of installation and commissioning, compared to other renewable energy plants. Senegal inaugurated in 2014, with the CICAD plant (2 MWp) its first PV plant connected to the 30 kV distribution grid.</p><p>Since 2016, an acceleration in the commissioning of PV plants has been noted. With the connection and injection of: Bokhol (20 MWp), Malicounda (22 MWp), Kahone (20 MWp), Ten Merina (29.5 MWp), Santhiou Mekhe (29.5 MWp), Sakal (20 MWp) and Diass (20 MWp in test phase), the PV power connected to the Senelec interconnected grid has increased from 2 MWp to 164 MWp between 2016 and 2019 [<xref ref-type="bibr" rid="scirp.125656-ref2">2</xref>] . However, various studies show the impacts of PV power plants on the grid such as: local voltage rise at the connection point [<xref ref-type="bibr" rid="scirp.125656-ref3">3</xref>] , voltage bumps [<xref ref-type="bibr" rid="scirp.125656-ref4">4</xref>] , rapid power variations [<xref ref-type="bibr" rid="scirp.125656-ref5">5</xref>] … But this connection imposes grid stability conditions that are not always guaranteed. This leads to disconnections of the inverters followed by energy loss during the period of grid instability. Depending on the output of the PV plant, the decoupling function can be internal or external to the inverter. The decoupling function is integrated in the inverter for small power sources, equipped with an inverter of less than 5 kVA. It is accepted that this decoupling protection function is provided by an automatic disconnector. Today, only the German standard DIN VDE 0126 is recognized. Two independent devices are connected in series, each with a disconnecting device for maximum safety. This device constantly monitors the quality of the grid by measuring voltage, frequency and impedance [<xref ref-type="bibr" rid="scirp.125656-ref6">6</xref>] . The decoupling function is external to the inverter for installations with a power rating of more than 5 kVA. The decoupling protection function is then provided by measuring relays that are independent of the inverter. Three types of protection are currently recognized for photovoltaic generators (GPV) connected to the public low voltage distribution grid [<xref ref-type="bibr" rid="scirp.125656-ref7">7</xref>] . The general objective of this work is to evaluate the performance of solar PV plants based on the impact of grid stability. This is a novelty in the field because most publications deal with the impact of intermittency on the interconnected grid.</p><p>Thus, based on the meteorological data and the energy produced by the plant, recorded over a period of three months, we will evaluate the losses due to the grid.</p><p>In this document, we first present the CICAD solar power plant as well as the methodological approach adopted. Then, the evaluation of the amount of energy lost as well as the corresponding duration will be presented in the results and discussion section.</p></sec><sec id="s2"><title>2. Methodology</title><p>Based on the daily reports from the Abdou Diouf International Conference Center (CICAD) power plant, the meteorological data recorded and additional physical measurements carried out in the PV field, all the losses, the number and duration of interruptions as well as the quantity of energy produced day by day are aggregated. The working method adopted, consists in first making an energy audit of the plant in order to identify all the existing losses. Then determine the percentage of each type of loss on production. Finally, the total duration of the disconnections and the corresponding amount of energy during the study period are evaluated.</p><sec id="s2_1"><title>2.1. Presentation of the CICAD Plant</title><p>The Centre International de Conference Abdou Diouf (CICAD) Solar PV power plant is the first PV power plant interconnected to the Senelec power grid. It is located in Diamniadio (30 Km from Dakar <xref ref-type="fig" rid="fig1">Figure 1</xref>) and was commissioned in November 2014. The plant with a total installed capacity of 2 MWp, is connected to the 30 kV distribution grid through a 2 kVA, 30/400kV transformer.</p><p>The CICAD plant is composed mainly of the following elements:</p><p>- A photovoltaic field.</p><p>- 116 boxes or junction boxes.</p><p>- Fuse grouping boards.</p><p>- Two inverters branded GAMESA of 1 MW each.</p><p>- A 2 kVA transformer.</p><p>- Cables.</p><p>- Parameter monitoring system (SCADA).</p><p>- Protection equipment.</p><p>- A meteorological station.</p><p><xref ref-type="table" rid="table1">Table 1</xref> summarizes the description of the plant. The technical characteristics of the modules used are given in <xref ref-type="table" rid="table2">Table 2</xref>.</p><p><xref ref-type="table" rid="table3">Table 3</xref> shows the recommendations for decoupling protection according to the German standard DIN VDE 0126.</p><p><xref ref-type="table" rid="table4">Table 4</xref> shows the technical specifications of the GAMESA E1 inverter, given by the manufacturer. The inverter acts as a DC-AC converter. This allows the energy produced by the PV field to be injected into the public electricity distribution grid. It also integrates coupling-decoupling functions as well as maximum and minimum protection of electrical parameters (voltage and frequency).</p></sec><sec id="s2_2"><title>2.2. Different Causes of Performance Degradation</title><p>The performance of a PV plant decreases over time due to a degradation process of the PV system, especially the PV panels. Also, the inverters, transformer, connectors, and protection system can be affected by degradation [<xref ref-type="bibr" rid="scirp.125656-ref9">9</xref>] . <xref ref-type="table" rid="table5">Table 5</xref> shows all the detected degradations as well as the causes and consequences.</p></sec><sec id="s2_3"><title>2.3. Assessment of Plant Losses</title><p>The evaluation of the system losses of the power plant is necessary to control the amortization plan and the follow-up evaluation of the investment. It also allows to evaluate the quality of the Senelec distribution grid in the area.</p><table-wrap id="table1" ><label><xref ref-type="table" rid="table1">Table 1</xref></label><caption><title> Description of the CICAD plant</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Site Name</th><th align="center" valign="middle" >CICAD solar plant</th></tr></thead><tr><td align="center" valign="middle" >Area</td><td align="center" valign="middle" >2.2 hectares</td></tr><tr><td align="center" valign="middle" >Number of modules YL295P-35b</td><td align="center" valign="middle" >6960</td></tr><tr><td align="center" valign="middle" >Coordinates</td><td align="center" valign="middle" >14˚33'44&quot;North, 16˚47'13&quot;West, Elevation: 0 m</td></tr><tr><td align="center" valign="middle" >Tilt Azimut</td><td align="center" valign="middle" >6˚</td></tr><tr><td align="center" valign="middle" >South orientation</td><td align="center" valign="middle" >24˚</td></tr></tbody></table></table-wrap><table-wrap id="table2" ><label><xref ref-type="table" rid="table2">Table 2</xref></label><caption><title> Technical specifications of the module operated at the CICAD plant</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Sizes</th><th align="center" valign="middle" >Values</th></tr></thead><tr><td align="center" valign="middle" >Nominale power (P)</td><td align="center" valign="middle" >295 W</td></tr><tr><td align="center" valign="middle" >Optimal voltage (Vopt)</td><td align="center" valign="middle" >35.6 V</td></tr><tr><td align="center" valign="middle" >optimal Current (Iopt)</td><td align="center" valign="middle" >8.29 A</td></tr><tr><td align="center" valign="middle" >Open circuit voltage (Voc)</td><td align="center" valign="middle" >45 V</td></tr><tr><td align="center" valign="middle" >Current short-circuit (Isc)</td><td align="center" valign="middle" >8.99 V</td></tr><tr><td align="center" valign="middle" >Reference temoerature</td><td align="center" valign="middle" >25˚C</td></tr></tbody></table></table-wrap><table-wrap id="table3" ><label><xref ref-type="table" rid="table3">Table 3</xref></label><caption><title> Types of decoupling protection in BT</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >BT decoupling protections</th><th align="center" valign="middle" >Type B.1 (ex type 2.1)</th><th align="center" valign="middle" >Type B.2 (ex type 2.2)</th><th align="center" valign="middle" >Automatic disconnector DIN VDE 0126</th></tr></thead><tr><td align="center" valign="middle" >Detection of HTA single-phase faults</td><td align="center" valign="middle" >Not done</td><td align="center" valign="middle" >Note done</td><td align="center" valign="middle" >Note done</td></tr><tr><td align="center" valign="middle" >Detection of BT polyphase faults</td><td align="center" valign="middle" >Minimum instantaneous V 85% Vn<sub> </sub></td><td align="center" valign="middle" >Minimum instantaneous V 85% V<sub>n</sub></td><td align="center" valign="middle" >Minimum instantaneous V 80% V<sub>n</sub></td></tr><tr><td align="center" valign="middle"  rowspan="4"  >Separate grid operation</td><td align="center" valign="middle" >Minimum instantaneous V 85% V<sub>n</sub></td><td align="center" valign="middle" >Minimum instantaneous V 85% V<sub>n</sub></td><td align="center" valign="middle" >Minimum instantaneous V 80% V<sub>n</sub></td></tr><tr><td align="center" valign="middle" >Maximum instantaneous V 115% V<sub>n</sub></td><td align="center" valign="middle" >Maximum instantaneous V 115% V<sub>n</sub></td><td align="center" valign="middle" >Maximum instantaneous V 115% V<sub>n</sub></td></tr><tr><td align="center" valign="middle" >Minimum of f instantaneous 49.5 HZ</td><td align="center" valign="middle" ></td><td align="center" valign="middle" >Minimum of f instantaneous 49.8 HZ</td></tr><tr><td align="center" valign="middle" >Maximum instantaneous f 50.5 HZ</td><td align="center" valign="middle" ></td><td align="center" valign="middle" >Maximum instantaneous f 50.2 HZ</td></tr></tbody></table></table-wrap><table-wrap id="table4" ><label><xref ref-type="table" rid="table4">Table 4</xref></label><caption><title> Technical specifications of the inverter [<xref ref-type="bibr" rid="scirp.125656-ref8">8</xref>] </title></caption><table><tbody><thead><tr><th align="center" valign="middle"  colspan="2"  >DC Input Values</th></tr></thead><tr><td align="center" valign="middle" >Recommended rated power</td><td align="center" valign="middle" >1200 kWp</td></tr><tr><td align="center" valign="middle" >Max. Direct Current</td><td align="center" valign="middle" >1800 A</td></tr><tr><td align="center" valign="middle" >Direct Current Voltage range</td><td align="center" valign="middle" >570 - 1000 V</td></tr><tr><td align="center" valign="middle" >DC MPPT Voltage range</td><td align="center" valign="middle" >570 - 910 V</td></tr><tr><td align="center" valign="middle" >No. Of DC Inputs</td><td align="center" valign="middle" >12</td></tr><tr><td align="center" valign="middle" >Start of production</td><td align="center" valign="middle" >0.5% Pn approx.</td></tr><tr><td align="center" valign="middle"  colspan="2"  >AC output values</td></tr><tr><td align="center" valign="middle" >No. of phases</td><td align="center" valign="middle" >3</td></tr><tr><td align="center" valign="middle" >Rated AC power</td><td align="center" valign="middle" >1000 kW</td></tr><tr><td align="center" valign="middle" >Maximum AC power</td><td align="center" valign="middle" >1100 kW</td></tr><tr><td align="center" valign="middle" >Rated AC voltage</td><td align="center" valign="middle" >360 Vrms</td></tr><tr><td align="center" valign="middle" >AC voltage range</td><td align="center" valign="middle" >−15%/+10%</td></tr><tr><td align="center" valign="middle" >Output frequency range</td><td align="center" valign="middle" >47.5…53/57…63 Hz</td></tr></tbody></table></table-wrap><table-wrap id="table5" ><label><xref ref-type="table" rid="table5">Table 5</xref></label><caption><title> Summary of the main sources of plant performance degradation</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Degradation type</th><th align="center" valign="middle" >Cause</th><th align="center" valign="middle" >Consequence</th></tr></thead><tr><td align="center" valign="middle" >Corrosion</td><td align="center" valign="middle" >Moisture Penetration</td><td align="center" valign="middle" >Increased leakage current performance loss</td></tr><tr><td align="center" valign="middle" >Delamination</td><td align="center" valign="middle" >Loss of adhesion between the encapsulant and the cells</td><td align="center" valign="middle" >Increased light reflection Water penetration in the structure</td></tr><tr><td align="center" valign="middle" >Discoloration</td><td align="center" valign="middle" >UV rays combined with high temperatures and water</td><td align="center" valign="middle" >Decrease of the generated power</td></tr><tr><td align="center" valign="middle" >Hot spot</td><td align="center" valign="middle" >Cell shading</td><td align="center" valign="middle" >Energy loss transformed into heat</td></tr><tr><td align="center" valign="middle" >Orientation and tilt</td><td align="center" valign="middle" >Insufficient surface Panel sagging</td><td align="center" valign="middle" >False forecast Decrease of the energy capture by the modules</td></tr><tr><td align="center" valign="middle" >Voltage drop</td><td align="center" valign="middle" >High current; Low section</td><td align="center" valign="middle" >Energy loss</td></tr><tr><td align="center" valign="middle" >Joule effect</td><td align="center" valign="middle" >Cables heating</td><td align="center" valign="middle" >Energy Loss transformed into heat</td></tr><tr><td align="center" valign="middle" >Conversion loss</td><td align="center" valign="middle" >Inverter efficient</td><td align="center" valign="middle" >Low power loss</td></tr><tr><td align="center" valign="middle" >No grid</td><td align="center" valign="middle" >Electrical parameters not compatible with those of the grid</td><td align="center" valign="middle" >Open circuit operation of the PV generator</td></tr></tbody></table></table-wrap><p>The amount of energy lost is obtained by subtracting the theoretical energy of the plant from the actual energy obtained during an hour of time. The meteorological and electrical parameters are measured and known for the determination of the theoretical energy that should produce the plant. It will remain only to deduct the losses of energy due to the disconnections by instability of the electric network. Thus we distinguish:</p><p>- The efficiency of the inverter which is the ratio of the output power of the inverter on its input power.</p><p>η o n d = P a c P d c (1)</p><p>η<sub>ond</sub>: Inverter efficiency.</p><p>P<sub>ac</sub> (kW): Alternating power inverter.</p><p>P<sub>dc</sub> (kW): Inverter continuous power.</p><p>- Voltage drops which are losses due to the connection cables at the junction box and the electrical tables.</p><p>Δ U = ρ ∗ L ∗ I S ∗ U (2)</p><p>- The form factor is one of the most important values for evaluating the efficiency of a photovoltaic system.</p><p>F F = P max V o c ∗ I s c (3)</p><p>P max = V o p t ∗ I o p t (4)</p><p>It is equal to 0.8 for plants with normal operation [<xref ref-type="bibr" rid="scirp.125656-ref10">10</xref>] .</p></sec><sec id="s2_4"><title>2.4. Application</title><p>In order to determine the coefficients for the various losses accurately, we used the peak data for each month over the three month study period (January, February, and March). The data are measured and recorded in one-minute steps. <xref ref-type="table" rid="table6">Table 6</xref> shows the meteorological data corresponding to the monthly peak irradiance.</p><p>- The loss coefficient at the inverter is represented by the letter K<sub>1</sub>. The conversion efficiency is a measure of the losses incurred during the conversion from DC to AC. These losses are due to several factors: the presence of a transformer, magnetic losses and associated copper losses, and self-consumption of the inverter. <xref ref-type="table" rid="table7">Table 7</xref> shows some values collected at the inverter level to calculate its real efficiency.</p><p>- Voltage drop coefficient K<sub>2</sub></p><p>The voltage drop coefficient K<sub>2</sub> expresses the connection cable losses. The voltage drop must be calculated for each cable of the PV array, each cable of the PV junction boxes, and for the cable of the inverter. The cumulative voltage drop of the cables between each string and the inverter is then calculated. <xref ref-type="table" rid="table8">Table 8</xref> shows the current and voltage measurements at the various nodes of the system.</p><p>ΔU<sub>a</sub>: Voltage drop of the cables connecting the junction box to the inverter.</p><p>ΔU<sub>b</sub>: Voltage drop of the cables connecting the PV panels to the junction box.</p><p>K 2 = 100 % − 0.271 % = 99.7 %</p><p>- The tilt coefficient, this value is related to the angle of inclination, orientation and fixation of PV modules. It is measured using the solar disk in the Dakar region. The CICAD PV solar power plant has a PV module tilt of 6˚C and an orientation of 24˚C south. The tilt coefficient (K<sub>3</sub>) is therefore 0.99.</p><p>- The form factor coefficient K<sub>4</sub> is the average of the calculated form factor values divided by 100.</p><table-wrap id="table6" ><label><xref ref-type="table" rid="table6">Table 6</xref></label><caption><title> Hourly data for the monthly daily peak</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Year</th><th align="center" valign="middle" >Month</th><th align="center" valign="middle" >Time</th><th align="center" valign="middle" >Irradiance (W/m<sup>2</sup>)</th><th align="center" valign="middle" >Ambiante Temperature T<sub>a</sub> (˚C)</th><th align="center" valign="middle" >Module temperature T<sub>m</sub> (˚C)</th><th align="center" valign="middle" >Open circuit voltage max V<sub>ocm</sub> (V)</th><th align="center" valign="middle" >Short circuit current max I<sub>scm</sub> (A)</th></tr></thead><tr><td align="center" valign="middle"  rowspan="3"  >2017</td><td align="center" valign="middle" >Janu</td><td align="center" valign="middle" >12 h 53 mn 13</td><td align="center" valign="middle" >783</td><td align="center" valign="middle" >34</td><td align="center" valign="middle" >59.309</td><td align="center" valign="middle" >36.460</td><td align="center" valign="middle" >6.894</td></tr><tr><td align="center" valign="middle" >Feb</td><td align="center" valign="middle" >12 h 57 mn 29</td><td align="center" valign="middle" >937</td><td align="center" valign="middle" >27</td><td align="center" valign="middle" >57.286</td><td align="center" valign="middle" >36.751</td><td align="center" valign="middle" >8.250</td></tr><tr><td align="center" valign="middle" >March</td><td align="center" valign="middle" >12 h 56 mn 39</td><td align="center" valign="middle" >906</td><td align="center" valign="middle" >29</td><td align="center" valign="middle" >58.284</td><td align="center" valign="middle" >36.607</td><td align="center" valign="middle" >7.977</td></tr></tbody></table></table-wrap><table-wrap id="table7" ><label><xref ref-type="table" rid="table7">Table 7</xref></label><caption><title> Comparisons of the power ratios between the input and the output of the inverter</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >P<sub>AC</sub> (W)</th><th align="center" valign="middle" >421</th><th align="center" valign="middle" >520</th><th align="center" valign="middle" >670</th></tr></thead><tr><td align="center" valign="middle" >P<sub>DC</sub> (W)</td><td align="center" valign="middle" >413</td><td align="center" valign="middle" >510</td><td align="center" valign="middle" >657</td></tr><tr><td align="center" valign="middle" >Efficiency (K<sub>1</sub>)</td><td align="center" valign="middle" >98.1%</td><td align="center" valign="middle" >98.1%</td><td align="center" valign="middle" >98.1%</td></tr></tbody></table></table-wrap><table-wrap id="table8" ><label><xref ref-type="table" rid="table8">Table 8</xref></label><caption><title> Voltage drop calculation</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >U<sub>table</sub> (V)</th><th align="center" valign="middle" >I<sub>table</sub> (A)</th><th align="center" valign="middle" >I<sub>box</sub> (A)</th><th align="center" valign="middle" >ΔU<sub>a</sub> (V)</th><th align="center" valign="middle" >ΔU<sub>b</sub> (v)</th><th align="center" valign="middle" >Cables losses</th></tr></thead><tr><td align="center" valign="middle" >678</td><td align="center" valign="middle" >47.55</td><td align="center" valign="middle" >9.51</td><td align="center" valign="middle" >0.11%</td><td align="center" valign="middle" >0.16%</td><td align="center" valign="middle" >0.27%</td></tr></tbody></table></table-wrap><p>K 4 = 100 − ( averageofFF ) 100 (5)</p><p>K 4 = ( 100 − 0.75 ) / 100 . K 4 = 0.99</p><p>- Calculation Power injected into the grid (P<sub>inj</sub>)</p><p>The electrical power at the output of the inverter is the module power multiplied by the different loss coefficients of the PV system.</p><p>P i n j = P f i e l d ∗ K 1 ∗ K 2 ∗ K 3 ∗ K 4 (6)</p><p>The field power is the power of all the photovoltaic modules in the plant. It is obtained by multiplying the power of a module by the total number of solar panels [<xref ref-type="bibr" rid="scirp.125656-ref11">11</xref>] .</p><p>P f i e l d = P p v ∗ N m (7)</p><p>P<sub>field</sub>: PV field power; N<sub>m</sub>: number of modules</p><p>The module power P<sub>pv</sub> represents the measured module power. It is obtained from the measured values of the open circuit voltage, the short circuit current and the form factor [<xref ref-type="bibr" rid="scirp.125656-ref10">10</xref>] .</p><p>P p v = V c o ∗ I c c ∗ F F (8)</p></sec></sec><sec id="s3"><title>3. Results and Discussion</title><p>The coefficients of the different losses are calculated, the duration of the disconnections noted as well as the meteorological parameters. We can calculate the amount of energy lost during the whole observation period and their percentage on the global production. <xref ref-type="table" rid="table9">Table 9</xref> shows a daily report of the CICAD solar power plant and <xref ref-type="table" rid="table1">Table 1</xref>0 shows the results obtained from 02 to 09 January 2017.</p><table-wrap id="table9" ><label><xref ref-type="table" rid="table9">Table 9</xref></label><caption><title> Daily CICAD report of 02/18/2019 [<xref ref-type="bibr" rid="scirp.125656-ref12">12</xref>] </title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Headings</th><th align="center" valign="middle" >Unit</th><th align="center" valign="middle" >Inv1</th><th align="center" valign="middle" >Inv2</th><th align="center" valign="middle" >TOTAL</th></tr></thead><tr><td align="center" valign="middle" >Grid absence (lost hours)</td><td align="center" valign="middle" >h</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >0:44</td></tr><tr><td align="center" valign="middle" >Production duration</td><td align="center" valign="middle" >h</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >7:16</td></tr><tr><td align="center" valign="middle" >Sunshine duration based on weather</td><td align="center" valign="middle" >h</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >8:00</td></tr><tr><td align="center" valign="middle" >Number start</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >5</td></tr><tr><td align="center" valign="middle" >Peak of the day</td><td align="center" valign="middle" >KW</td><td align="center" valign="middle" >910</td><td align="center" valign="middle" >917</td><td align="center" valign="middle" >1827</td></tr><tr><td align="center" valign="middle" >Gross production</td><td align="center" valign="middle" >KWh</td><td align="center" valign="middle" >4612</td><td align="center" valign="middle" >4637</td><td align="center" valign="middle" >9 249</td></tr></tbody></table></table-wrap><table-wrap id="table10" ><label><xref ref-type="table" rid="table1">Table 1</xref>0</label><caption><title> Summary from 02 to 09 January 2017</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Date</th><th align="center" valign="middle" >Disconnection periods</th><th align="center" valign="middle" >Irra diance (W/m<sup>2</sup>)</th><th align="center" valign="middle" >Estimated Power (kW)</th><th align="center" valign="middle" >Grid absence duration</th><th align="center" valign="middle" >Lost energy (kWh)</th><th align="center" valign="middle" >η<sub>pv</sub> (rendement)</th><th align="center" valign="middle" >K<sub>1</sub></th><th align="center" valign="middle" >K<sub>2</sub></th><th align="center" valign="middle" >K<sub>3</sub></th><th align="center" valign="middle" >K<sub>4</sub></th></tr></thead><tr><td align="center" valign="middle"  rowspan="3"  >01/02/2017</td><td align="center" valign="middle" >9 h 17/9 h 25</td><td align="center" valign="middle" >215</td><td align="center" valign="middle" >365.897</td><td align="center" valign="middle" >0.133</td><td align="center" valign="middle" >48.786</td><td align="center" valign="middle" >3.194</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.992</td></tr><tr><td align="center" valign="middle" >12 h 10/12 h 24</td><td align="center" valign="middle" >768</td><td align="center" valign="middle" >1222.582</td><td align="center" valign="middle" >0.233</td><td align="center" valign="middle" >285.269</td><td align="center" valign="middle" >10.671</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.992</td></tr><tr><td align="center" valign="middle" >12 h 46/12 h 53</td><td align="center" valign="middle" >276</td><td align="center" valign="middle" >465.970</td><td align="center" valign="middle" >0.117</td><td align="center" valign="middle" >54.363</td><td align="center" valign="middle" >4.067</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.992</td></tr><tr><td align="center" valign="middle" >01/03/2017</td><td align="center" valign="middle" >10 h 02/10 h 08</td><td align="center" valign="middle" >476</td><td align="center" valign="middle" >786.072</td><td align="center" valign="middle" >0.100</td><td align="center" valign="middle" >78.607</td><td align="center" valign="middle" >6.861</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0,970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.992</td></tr><tr><td align="center" valign="middle" >01/04/2017</td><td align="center" valign="middle" >16 h 24/16 h 27</td><td align="center" valign="middle" >369</td><td align="center" valign="middle" >615.979</td><td align="center" valign="middle" >0.083</td><td align="center" valign="middle" >51.332</td><td align="center" valign="middle" >5.377</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.992</td></tr><tr><td align="center" valign="middle" >01/05/2017</td><td align="center" valign="middle" >9 h 38/9 h 44</td><td align="center" valign="middle" >430</td><td align="center" valign="middle" >714.914</td><td align="center" valign="middle" >0.100</td><td align="center" valign="middle" >71.491</td><td align="center" valign="middle" >6.236</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.992</td></tr><tr><td align="center" valign="middle"  rowspan="2"  >01/06/2017</td><td align="center" valign="middle" >8 h 25/8 h 32</td><td align="center" valign="middle" >169</td><td align="center" valign="middle" >289.556</td><td align="center" valign="middle" >0.117</td><td align="center" valign="middle" >33.782</td><td align="center" valign="middle" >2.524</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.993</td></tr><tr><td align="center" valign="middle" >14 h 32/14 h 39</td><td align="center" valign="middle" >753</td><td align="center" valign="middle" >1203.390</td><td align="center" valign="middle" >0.117</td><td align="center" valign="middle" >140.395</td><td align="center" valign="middle" >10.482</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.994</td></tr><tr><td align="center" valign="middle"  rowspan="3"  >01/07/2017</td><td align="center" valign="middle" >9 h 58/10 h 05</td><td align="center" valign="middle" >522</td><td align="center" valign="middle" >860.147</td><td align="center" valign="middle" >0.117</td><td align="center" valign="middle" >100.351</td><td align="center" valign="middle" >7.487</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.994</td></tr><tr><td align="center" valign="middle" >10 h 22/10 h 28</td><td align="center" valign="middle" >630</td><td align="center" valign="middle" >1025.490</td><td align="center" valign="middle" >0.100</td><td align="center" valign="middle" >102.549</td><td align="center" valign="middle" >8.920</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.995</td></tr><tr><td align="center" valign="middle" >10 h 38/11 h 15</td><td align="center" valign="middle" >684.87</td><td align="center" valign="middle" >1107.906</td><td align="center" valign="middle" >0.617</td><td align="center" valign="middle" >683.208</td><td align="center" valign="middle" >9.631</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.996</td></tr><tr><td align="center" valign="middle"  rowspan="2"  >01/08/2017</td><td align="center" valign="middle" >9 h 00/9 h 05</td><td align="center" valign="middle" >123</td><td align="center" valign="middle" >212.506</td><td align="center" valign="middle" >0.083</td><td align="center" valign="middle" >17.709</td><td align="center" valign="middle" >1.846</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.997</td></tr><tr><td align="center" valign="middle" >15 h 48/15 h 57</td><td align="center" valign="middle" >613</td><td align="center" valign="middle" >999.317</td><td align="center" valign="middle" >0.150</td><td align="center" valign="middle" >149.898</td><td align="center" valign="middle" >8.675</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.997</td></tr><tr><td align="center" valign="middle"  rowspan="3"  >01/09/2017</td><td align="center" valign="middle" >12 h 01/12 h 16</td><td align="center" valign="middle" >470.63</td><td align="center" valign="middle" >781.559</td><td align="center" valign="middle" >0.250</td><td align="center" valign="middle" >195.390</td><td align="center" valign="middle" >6.780</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.998</td></tr><tr><td align="center" valign="middle" >15 h 10/15 h 17</td><td align="center" valign="middle" >334.13</td><td align="center" valign="middle" >564.211</td><td align="center" valign="middle" >0.117</td><td align="center" valign="middle" >65.825</td><td align="center" valign="middle" >4.891</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.999</td></tr><tr><td align="center" valign="middle" >15 h 22/15 h 29</td><td align="center" valign="middle" >282</td><td align="center" valign="middle" >479.438</td><td align="center" valign="middle" >0.117</td><td align="center" valign="middle" >55.934</td><td align="center" valign="middle" >4.153</td><td align="center" valign="middle" >0.980</td><td align="center" valign="middle" >0.970</td><td align="center" valign="middle" >0.900</td><td align="center" valign="middle" >0.999</td></tr><tr><td align="center" valign="middle" >TOTAL</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" >2.55</td><td align="center" valign="middle" >2135</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr></tbody></table></table-wrap><p>The special case of <xref ref-type="table" rid="table9">Table 9</xref> shows how the amount of energy produced, the duration of disconnections as well as the daily peak, are recorded in the daily report. This makes it easy to aggregate the total duration of disconnections and the amount of energy produced during the study period.</p><p>We note during the period from January 02 to 09, 2017, there were several disconnections due to the instability of the electrical grid, During the period from January 2 to 9, 2017, there were several disconnections due to the instability of the electricity network, with a peak of lost energy of 879 KWh recorded on January 7, 2017. The causes of grid instability are of several types among which we can mention: automatic load shedding due to lack of production, fault tests, grid incident, etc. The total duration of generation interruptions during this period is 2.55 hours and the corresponding lost energy estimated at 2.1 MWh.</p><p>Based on the complete summary of the three months studied, we present in <xref ref-type="table" rid="table1">Table 1</xref>1 the amount of energy lost, the total duration of disconnections as well as the amount of energy produced during our study period.</p><table-wrap id="table11" ><label><xref ref-type="table" rid="table1">Table 1</xref>1</label><caption><title> Quarterly summary of network unavailability</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Month</th><th align="center" valign="middle" >Grid instability duration (hour)</th><th align="center" valign="middle" >Energy injected (kWh)</th><th align="center" valign="middle" >Lost Energy (kWh)</th><th align="center" valign="middle" >Real calculated energy (kWh)</th><th align="center" valign="middle" >% Ratio E<sub>lost</sub>/E<sub>real</sub><sub> </sub></th></tr></thead><tr><td align="center" valign="middle" >January</td><td align="center" valign="middle" >22.1</td><td align="center" valign="middle" >278,167</td><td align="center" valign="middle" >20,156</td><td align="center" valign="middle" >298,323</td><td align="center" valign="middle" >6.75%</td></tr><tr><td align="center" valign="middle" >February</td><td align="center" valign="middle" >12.3</td><td align="center" valign="middle" >291,451</td><td align="center" valign="middle" >921</td><td align="center" valign="middle" >292,372</td><td align="center" valign="middle" >0.31%</td></tr><tr><td align="center" valign="middle" >March</td><td align="center" valign="middle" >12.3</td><td align="center" valign="middle" >334,619</td><td align="center" valign="middle" >1432</td><td align="center" valign="middle" >336,051</td><td align="center" valign="middle" >0.42%</td></tr><tr><td align="center" valign="middle" >Total</td><td align="center" valign="middle" >46.7</td><td align="center" valign="middle" >904,237</td><td align="center" valign="middle" >22,509</td><td align="center" valign="middle" >926,746</td><td align="center" valign="middle" >2.4%</td></tr></tbody></table></table-wrap><p>It can be seen that the monthly producible during the first quarter of the year is around 3 Gwh. But the lost energy rates for the months of February and March are almost nil (0.3%) unlike the month of January which recorded a rate of 7%. This difference is explained by the high duration of network instability during the month of January, which corresponds to an inverter disconnection duration equivalent to 22 hours.</p></sec><sec id="s4"><title>4. Conclusions</title><p>An evaluation of the amount of energy not produced as a result of grid disconnections is presented in this study. The different technical energy losses are determined and classified into four types: aging of the photovoltaic modules, tilt of the photovoltaic modules, voltage drops and inverter efficiency. The factor of each type of loss is taken into account in the evaluation of the amount of energy produced by the photovoltaic field. The first results obtained after the study of three months of operation of the disconnections of the CICAD power plant, due to the instability of the Senelec distribution grid are:</p><p>- The amount of energy lost is estimated at 22.509 kWh.</p><p>- The percentage of energy lost is 2.4% of the total calculated energy that the plant was to produce.</p><p>- The total duration of the disconnections is equal to 46.7 hours.</p><p>However, it is very difficult to quantify the unproduced energy with precision. Finally, it should be noted that it is very rare to find research that gives results on the energy lost due to the instability of the electrical grid.</p><p>In the future, studies on longer periods and on larger power plants would be very relevant as well as work on the causes of disconnections.</p></sec><sec id="s5"><title>Conflicts of Interest</title><p>The authors declare no conflicts of interest regarding the publication of this paper.</p></sec><sec id="s6"><title>Cite this paper</title><p>Ndiaye, A., Aidara, M.C., Mbaye, A. and Ndiaye, M.L. (2023) Study of the Impact of Grid Disconnections on the Production of a Photovoltaic Solar Power Plant: Case of Diamniadio Power Plant. 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