<?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.2017.510002</article-id><article-id pub-id-type="publisher-id">JPEE-79981</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>
 
 
  Electrical Power Losses in a Photovoltaic Solar Cell Operating under Partial Shading Conditions
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Abdouramani</surname><given-names>Dadjé</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>Noël</surname><given-names>Djongyang</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Réné</surname><given-names>Tchinda</given-names></name><xref ref-type="aff" rid="aff3"><sup>3</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>School of Geology and Mining Engineering, University of Ngaoundéré, Ngaoundéré, Cameroon</addr-line></aff><aff id="aff2"><addr-line>Department of Renewable Energy, National Advanced Polytechnic School, University of Maroua, Maroua, Cameroon</addr-line></aff><aff id="aff3"><addr-line>LISIE, Fotso Victor University Institute of Technology, University of Dschang, Dschang, Cameroon</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>abdouramanid@yahoo.fr(AD)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>25</day><month>10</month><year>2017</year></pub-date><volume>05</volume><issue>10</issue><fpage>19</fpage><lpage>33</lpage><history><date date-type="received"><day>18,</day>	<month>September</month>	<year>2017</year></date><date date-type="rev-recd"><day>27,</day>	<month>October</month>	<year>2017</year>	</date><date date-type="accepted"><day>30,</day>	<month>October</month>	<year>2017</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  The aim of this paper is to determine the power losses recorded by a PV generator operating under partial shading conditions. These losses are evaluated through two distinct methods. The first method is based on mathematical modeling, while the second is based on Simulink’s physical model. The losses recorded are considerable and increase as a function of the increase in the percentage of shading up to a limit value where they become constant in the case where an ideal by-pass diode is connected in parallel with the modules. This limit value is non-existent in the case where the bypass diode is not ideal, which in fact corresponds to the real model. However, it emerges that the power losses are minimized in a PV system comprising bypass diodes, in particular in the case where the partial shading is considerable.
 
</p></abstract><kwd-group><kwd>Electrical Power Losses</kwd><kwd> PV Generator</kwd><kwd> Partial Shading Conditions</kwd><kwd>  Mathematical Modeling</kwd><kwd> Simulink’s Physical Model</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Photovoltaic solar cell is a generator able to produce electrical energy when subjected to solar radiation. The characteristics of the photovoltaic generator or module (such as current or voltage) given by the manufacturer are determined under the so-called standard test conditions (Tc = 25˚C, G = 1 kW/m&#178;, AM = 1.5). However, in practice several factors can influence these data and negatively impact the electric power produced by the solar generator. Among these factors it is the phenomenon of partial shading which can not only reduce the power of the generator but also can decrease its lifespan due to the hot spot. Among the causes inducing partial shading it is the trees, the clouds, the constructions near that are installed in the photovoltaic generators [<xref ref-type="bibr" rid="scirp.79981-ref1">1</xref>] .</p><p>There are several configurations of a photovoltaic solar field. In order to meet the electricity requirement in any application, the solar modules are arranged in series, in parallel, in bridged and in full cross connections to form a photovoltaic array to match the power requirements in terms of voltage and current [<xref ref-type="bibr" rid="scirp.79981-ref2">2</xref>] . When the photovoltaic field is subjected to the phenomenon of partial shading, an uneven distribution of solar radiation is observed on the surface of the field. This situation gives rise to several maxima in the power-voltage characteristic of the PV generator [<xref ref-type="bibr" rid="scirp.79981-ref3">3</xref>] . Furthermore, the effect of shade on the output power of a typical PV system is nonlinear, because a small amount of shade on a part of an array can cause a large reduction in output power [<xref ref-type="bibr" rid="scirp.79981-ref2">2</xref>] . In this case, it becomes very complex to determine the maximum power of a PV generator under partial shading conditions. Solutions to this problem are usually found using a system of control of the maximum power delivered by the solar generator [<xref ref-type="bibr" rid="scirp.79981-ref4">4</xref>] . This control system makes it possible to fix the maximum point by thus improving the power at the output of the generator.</p><p>Several theoretical studies have been carried out in order to determine the maximum power produced by a PV generator subjected to the partial shading conditions, thus permitting to evaluate the losses generated by this phenomenon. The determination of the maximum power requests to determine the parameters of the module. The number of these parameters varies according to the solar cell model studied. One distinguishes the photovoltaic solar cell model with one diode (with five parameters) and the photovoltaic solar cell model with two diodes (with seven parameters) [<xref ref-type="bibr" rid="scirp.79981-ref3">3</xref>] - [<xref ref-type="bibr" rid="scirp.79981-ref8">8</xref>] . Generally, in the determination of the parameters of a solar module, it requires to make certain approximations because few equations are available for several parameters to be determined. Moreover, the characteristic equation of the PV generator is a non-linear equation, which makes it more complex to solve the problem.</p><p>The aim of this paper is to evaluate the power losses generated by the phenomenon of partial shading in a PV generator. The study is based on the one diode electrical model of the PV solar cell. The mathematical methods used are analytic and iterative. The solar module (made up of several cells) is subdivided into two subgroups or submodules with an equal number of cells. A diode by pass is connected in parallel to each subgroup of the module in order to dampen the influence of partial shading [<xref ref-type="bibr" rid="scirp.79981-ref5">5</xref>] [<xref ref-type="bibr" rid="scirp.79981-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.79981-ref7">7</xref>] [<xref ref-type="bibr" rid="scirp.79981-ref8">8</xref>] . The implementation of the results is done under the MATLAB Simulink environment. This implementation is applied to three different types of photovoltaic technologies: CIS thin film, Monocrystalline and Polycrystalline.</p></sec><sec id="s2"><title>2. Mathematical Modeling Method</title><sec id="s2_1"><title>2.1. Parameters Determination</title><p>This part is devoted to the determination of the parameters of the PV generator subjected to partial shading conditions. The electrical equivalent circuit of a one diode photovoltaic solar cell is presented in <xref ref-type="fig" rid="fig1">Figure 1</xref>. The five parameters of this model include I<sub>ph</sub>, I<sub>o</sub>, n, R<sub>s</sub> and R<sub>sh</sub>.</p><p>Applying Kirchhoff’s law to this model permits to obtain the characteristic equation current-voltage of the solar cell defined by [<xref ref-type="bibr" rid="scirp.79981-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.79981-ref9">9</xref>] [<xref ref-type="bibr" rid="scirp.79981-ref10">10</xref>] :</p><p>I = I p h – I o ( exp ( q ( V + R s I ) n N s k T c ) − 1 ) − V + R s I R s h (1)</p><p>Considering the fact that R<sub>sh</sub>&gt;&gt;&gt;, thus V + R s I R s h → 0 . Equation (1) turns to [<xref ref-type="bibr" rid="scirp.79981-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.79981-ref9">9</xref>] [<xref ref-type="bibr" rid="scirp.79981-ref10">10</xref>] :</p><p>I = I p h – I o ( exp ( q ( V + R s I ) n N s k T c ) − 1 ) (2)</p><p>The configuration of the PV module subjected to partial shading conditions is presented in <xref ref-type="fig" rid="fig2">Figure 2</xref>. The module is subdivided into two subgroups of 18 cells each. One of the subgroups is not shaded (called SG-1 with N<sub>s1</sub> number of cells) while the other is subjected to partial shading (called SG-2 with N<sub>s</sub><sub>2</sub> number of cells).</p><p>The total voltage across the module is given by:</p><p>{ V T = V 1 + V D if V 2 &lt; V D V T = V 1 + V 2 if V 2 &lt; V D (3)</p><p>where:</p><p>V 1 = n N s 1 k T c q ln ( I p h – I + I o I o ) (4)</p><p>V 2 = n N s 2 k T c q ln ( β I p h – I + I o I o ) (5)</p><p>Equation (6) gives the photovoltaic current as [<xref ref-type="bibr" rid="scirp.79981-ref9">9</xref>] [<xref ref-type="bibr" rid="scirp.79981-ref11">11</xref>] :</p><p>I p h = ( I s c + Δ T ∗ K i ) G G r (6)</p><p>The saturation current is evaluated through Equation (7) [<xref ref-type="bibr" rid="scirp.79981-ref9">9</xref>] [<xref ref-type="bibr" rid="scirp.79981-ref10">10</xref>] :</p><p>I o = I O , r e f ( T c T r ) 3 exp ( q E g ( 1 T r – 1 T r ) n N s k ) (7)</p><p>For I = 0, V = V<sub>oc</sub>, I<sub>ph</sub> = I<sub>sc</sub>, thus Equation (1) turns to:</p><p>0 = I s c − I o , r e f ( exp ( q V o c n N s k T c ) − 1 ) (8)</p><p>Then:</p><p>I o , r e f = I s c ( exp ( q V o c n N s k T c ) − 1 ) (9)</p><p>Replacing Equation (9) into Equation (7) permits to define the value of the saturation current as:</p><p>I o = I p h ( exp ( q V o c n N s k T c ) − 1 ) ( T c T r ) 3 exp ( q E g ( 1 T r − 1 T r ) n N s k ) (10)</p><p>At the maximum power point (where I = I<sub>mp</sub> and V = V<sub>mp</sub>), one has:</p><p>I m p = I p h , r e f − I o , r e f ( exp ( q ( V m p + R s I m p ) n N s K T r ) − 1 ) (11)</p><p>In Equation (9) and Equation (11), the exponential term is much greater than the first term (by considering the fact that the value of the reverse saturation current for any diode is in the order of 10<sup>−5</sup> and 10<sup>−6</sup> A [<xref ref-type="bibr" rid="scirp.79981-ref9">9</xref>] ). Thus by assuming that I<sub>ph,ref</sub> ≈ I<sub>sc</sub>, Equation (9) and Equation (11) turn to:</p><p>I o , r e f = I s c exp ( − q V o c n N s k T c ) (12)</p><p>I m p = I s c − I o , r e f ⋅ exp ( q ( V m p + R s I m p ) n N s k T r ) (13)</p><p>Combining Equation (12) and Equation (13) leads to:</p><p>n = q ( V m p + R s I m p − V o c ) N s k T r ln ( I s c − I m p I s c ) (14)</p><p>From Equation (2), one gets the partial derivative of V with respect to I as:</p><p>∂ V ∂ I = − 1 + q R s I o n N s k T c ⋅ exp ( q ( V + R s I ) n N s k T c ) q I o n N s k T c ⋅ exp ( q ( V + R s I ) n N s k T c ) (15)</p><p>Equation (2) permits to deduce the series resistance at the open circuit point such as:</p><p>R s = − ∂ V ∂ I − n N s k T r ⋅ exp ( − q V o c n N s k T r ) q I o , r e f (16)</p><p>One approximates the value of the derivative of V with respect to I by fixing two points (V<sub>oc</sub>, 0) and (V<sub>mp</sub>, I<sub>mp</sub>) such as:</p><p>∂ V ∂ I = − V o c − V m p I m p (17)</p><p>Replacing Equation (12) and Equation (17) into Equation (16) permits to get the series resistance of each solar cell as:</p><p>R s = V o c − V m p N s I m p − n k T r q I s c (18)</p><p>Replacing Equation (18) into Equation (14) leads to:</p><p>= q ( V m p − V o c + V o c N s − V m p N s ) k T r ( N s ln ( I s c − I m p I s c ) + I m p I s c ) (19)</p><p>The value of the parameter R<sub>sh</sub> is calculated by solving the Equation V + R s I R s h = 0 using Newton Raphson method (iterative method).</p></sec><sec id="s2_2"><title>2.2. Determination of Peak Power Parameters</title><p>The power of the PV module is given as follows:</p><p>P = V ⋅ I (20)</p><p>Using the power-voltage characteristics at the maximum power point implies:</p><p>∂ P / ∂ V = 0 (21)</p><p>where</p><p>∂ P ∂ V = I + V ⋅ ∂ I ∂ V (22)</p><p>From Equation (2), the partial derivative of I with respect to V is:</p><p>∂ I ∂ V = − q I o n k T ( I p h − I + I o I o ) 1 + q I o n k T ( 2 R s + n k T q ( I p h 1 − I + I o ) ) ( I p h − I + I o I o ) (23)</p><p>Let us set</p><p>∂ P ∂ V = f ( I max ) (24)</p><p>Replacing Equation (23) and Equation (24) into Equation (22) leads to:</p><p>f ( I max ) = I max − I o [ log ( ( I p h − I max 1 + I o ) I o ) − q R s I max n k T ] ( I p h − I max + I o I o ) 1 + q R s I o n k T ( I p h − I max + I o I o ) (25)</p><p>Equation (25) is solved by the Newton Raphson method.</p>Principe of Newton-Raphson Method<p>The Newton-Raphson method finds the tangent line of the function at the current point and uses the zero of tangent line as the next reference point. The process is repeated until the root is found. The function f ( x ) = 0 can be expanded in the neighborhood of the root x 0 through the Taylor formula:</p><p>f ( x ) = f ( x 0 ) + ( x − x 0 ) f ′ ( x 0 ) + ( x − x 0 ) 2 2 ! f ″ ( ξ ( x 0 ) ) = 0</p><p>where x can be seen as a trial value for the root. At the n<sup>th</sup> step of the approximate value of the next step; x n + 1 can be derived from:</p><p>f ( x n + 1 ) = f ( x n ) + ( x n + 1 − x n ) f ′ ( x n ) = 0</p><p>x n + 1 = x n − f ( x n ) f ′ ( x n ) , n = 0 , 1 , ⋯ is called the Newton-Raphson method.</p><p>The flowchart of <xref ref-type="fig" rid="fig3">Figure 3</xref> details the method of resolution of Newton Rapson.</p><p>Combining Equation (3), Equation (4) and Equation (5) leads to the total maximum voltage of the PV module given by:</p><p>V max = { N s 1 ( n k T q log ( ( I p h − I max + I o ) I o ) − R s I max ) + V D if V 2 &lt; V D N s 1 ( n k T q log ( ( I p h − I max + I o ) I o ) − R s I max ) + N s 2 ( n k T q log ( ( β I p h − I max + I o ) I o ) − R s I max ) if V 2 &gt; V D (26)</p><p><xref ref-type="fig" rid="fig4">Figure 4</xref> presents the Flowchart describing the process for determining the maximum power of a PV module under partial shading conditions based on mathematical modeling.</p></sec></sec><sec id="s3"><title>3. Simulink Model of the PV Generator</title><p>The Simulink models of the used panels are designed from the solar cell of Simulink Library of Matlab. By double-clicking the component of the <xref ref-type="fig" rid="fig5">Figure 5</xref>, the window of the <xref ref-type="fig" rid="fig6">Figure 6</xref> opens the essential parameters such as saturation current I<sub>sc</sub> are modified in accordance to the manufacturer’s datasheet of the PV panel to simulate. As for the temperature, it is preferable to insert the letter T in the relevant field to facilitate change during the simulations. The irradiance (Ir) is simulated from the constant block (<xref ref-type="fig" rid="fig7">Figure 7</xref>) which must be connected to the Ir inputs of the interconnected PV cells. The irradiance inputs of the solar cells of the unshaded subgroup are connected to the constant block, so the value is set to G as in <xref ref-type="fig" rid="fig8">Figure 8</xref>, whereas for the shaded subgroup they are connected to G* beta where “beta” is the shading coefficient ranging from 0 to 1. The choice of modules to 36 cells for this study allows keeping the same configuration for all the three panels’ technologies used.</p><p><xref ref-type="fig" rid="fig9">Figure 9</xref> and <xref ref-type="fig" rid="fig1">Figure 1</xref>0 present the Simulink model of a PV module respectively without shading and with partial shading. The simulation example has been done for MSX-60 multicrystalline module.</p></sec><sec id="s4"><title>4. Results and Discussion</title><p>The simulation results are based on the flow chart presented in <xref ref-type="fig" rid="fig4">Figure 4</xref> and on the manufacturer data presented in <xref ref-type="table" rid="table1">Table 1</xref> for each solar technologies used. The aim is to extract the maximum power output of the PV module and evaluate the losses. Both analytical and Simulink model are used.</p><p><xref ref-type="fig" rid="fig1">Figure 1</xref>1 and <xref ref-type="fig" rid="fig1">Figure 1</xref>2 present the I-V and P-V characteristics of the PV generator respectively without shading and with shading, simulated in MATLAB based on the parameters determined analytically in Section 2. <xref ref-type="fig" rid="fig1">Figure 1</xref>3 and <xref ref-type="fig" rid="fig1">Figure 1</xref>4 present the I-V and P-V characteristics of the PV generator based on Simulink model respectively without shading and with shading.</p>



<table-wrap id="table1" ><label><xref ref-type="table" rid="table1">Table 1</xref></label><caption><title> Manufacturer data for different solar cell technologies at STC (25˚C, 1.5 AM, 1000 W/m<sup>2</sup>) [<xref ref-type="bibr" rid="scirp.79981-ref12">12</xref>] [<xref ref-type="bibr" rid="scirp.79981-ref13">13</xref>] [<xref ref-type="bibr" rid="scirp.79981-ref14">14</xref>] </title></caption>
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