<?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">SGRE</journal-id><journal-title-group><journal-title>Smart Grid and Renewable Energy</journal-title></journal-title-group><issn pub-type="epub">2151-481X</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/sgre.2023.1411012</article-id><article-id pub-id-type="publisher-id">SGRE-129413</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Earth&amp;Environmental Sciences</subject><subject> Engineering</subject></subj-group></article-categories><title-group><article-title>
 
 
  Establishment of a Model for the Calculation of the COP of a Solar Adsorption Refrigerator
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Amadou</surname><given-names>Konfe</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>Gilbert</surname><given-names>G. Nana</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>Salif</surname><given-names>Ouedraogo</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>Sié</surname><given-names>Kam</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Laboratory of Thermal and Renewable Energies, University Joseph Ki-Zerbo, Ouagadougou, Burkina Faso</addr-line></aff><pub-date pub-type="epub"><day>28</day><month>11</month><year>2023</year></pub-date><volume>14</volume><issue>11</issue><fpage>197</fpage><lpage>208</lpage><history><date date-type="received"><day>5,</day>	<month>October</month>	<year>2023</year></date><date date-type="rev-recd"><day>26,</day>	<month>November</month>	<year>2023</year>	</date><date date-type="accepted"><day>29,</day>	<month>November</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>
 
 
  This paper deal
  s
   with the evaluation of the Coefficient of Performance (COP) of solar adsorption refrigeration. In the literature, simulation models to predict the thermal behaviour and the coefficient of performance of these systems are uncommon. This is why we suggest a model to simulate the operation of the machine in a typical hot and dry climate of the city of Ouagadougou. The objective is to provide a model for calculating the COP from the measurement of the ambient temperature and the irradiation of a given site. Starting from mathematical modelling, a resolution and simulation were made with COMSOL software based on the Dubinin-Astakhov adsorption model, the heat transfer balance equations, and the Linear Driving Force (LDF) model to describe the thermal behaviour of the system. A one-week measurement sequence on the adsorption solar refrigerator at the Albert Schweitzer Ecological Centre (CEAS) validated the numerical results. The measurement shows that for the days with high sunshine, the temperature of the reaction medium reaches 110&#176;
  C
  , 
  and 
  the pressure reaches 500
   
  mbar. This leads to a
   production of cold that allows 
  it 
  to reach the temperature of 
  -
  5&#176;
  C
   at the
   evaporator. Under these conditions, the COP is worth 14%. These results are obtained both by numerical simulation using the COMSOL 5.1 software and after a measurement session on the solar refrigerator available to the CEAS. We obtained an experimental and theoretical coefficient of performance varying between 9% and 14% with a difference of between 0% and 3%. We conclude that our model is suitable to estimate the COP of any device based on 
  its
   thermal properties
  ,
   the ambient temperature and the irradiation of a given site.
 
</p></abstract><kwd-group><kwd>Solar</kwd><kwd> Refrigeration</kwd><kwd> Adsorption</kwd><kwd> Coefficient of Performance</kwd><kwd> Modelling</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Solar refrigeration is an important application of solar thermal due to the excellent agreement between the duration of sunshine and energy needs [<xref ref-type="bibr" rid="scirp.129413-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.129413-ref2">2</xref>] . In developing countries, this type of system can be an interesting way to produce cold from solar energy. Indeed, Burkina Faso, like other countries with a dry tropical climate has a very significant solar potential whose average is estimated at 5.5 kWh/m<sup>2</sup>/day [<xref ref-type="bibr" rid="scirp.129413-ref2">2</xref>] . In addition, out-of-town areas are often not connected to the electricity grid. The use of solar adsorption refrigerators thus improves the living conditions in these areas from a health and economic point of view. Several small prototypes, experimented with different adsorption pairs both in the laboratory and in situ in different climates [<xref ref-type="bibr" rid="scirp.129413-ref3">3</xref>] [<xref ref-type="bibr" rid="scirp.129413-ref4">4</xref>] [<xref ref-type="bibr" rid="scirp.129413-ref5">5</xref>] , have demonstrated the feasibility of the process.</p><p>Research for optimal operating conditions is necessary. For this purpose, one of the essential questions is the determination of the parameters to obtain a high COP.</p><p>Simulation models to predict the thermal behaviour and the coefficient of performance of these systems are uncommon.</p><p>This is why we suggest a model to simulate the operation of the machine in a typical hot and dry climate of the city of Ouagadougou.</p></sec><sec id="s2"><title>2. System Modelling</title><p>The solar reactor which is the subject of our investigations is the driving element that plays the role of compressor in the above-mentioned adsorption refrigerating machine. This unit, shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>, works with the activated carbon/methanol pair for ice production to store vaccines and other pharmaceuticals. The reactor is alternately connected to a condenser and an evaporator by valves. This is a box containing a diffuser which consists of a grid arranged in the form of a triangle. A triangle in two is filled with adsorbent, while the others remain free to allow the passage of the adsorbate to the condenser.</p><sec id="s2_1"><title>2.1. Simplify Hypotheses</title><p>1) The three phases (solid, adsorbed and gaseous) of the adsorbate are considered to be at each point in thermodynamic equilibrium. This makes it possible to define only a single equivalent temperature for these three phases and to replace the reactive medium with an equivalent continuous medium, thus characterized by an equivalent thermal conductivity.</p><p>2) Given the low flow rate of the desorbed refrigerant, the convective heat transfer in the vapor phase is neglected.</p><p>3) The pressure losses are negligible in the adsorbent bed, so at each instant, the pressure of the adsorbate is uniform in the reactor, but it can however vary over time.</p><p>4) Resistance to mass transfer in micropores and macropores and in interstitial spaces is negligible.</p><p>5) Except for the adsorbate, the physical properties of the adsorbent and the metal walls of the adsorber are considered constant.</p><p>6) The losses of the side walls of the solar reactor are negligible.</p></sec><sec id="s2_2"><title>2.2. Balance Equations</title><p>The different heat exchanges at the reactor are shown schematically in <xref ref-type="fig" rid="fig2">Figure 2</xref>.</p><p>The heat balance on the radiation window is given by:</p><p>( m ⋅ C p ) v d T v d t = a g I S + S ( h r + h c ) ( T − T v ) + S ( h r a + h c a ) ( T a m b − T v ) (1)</p><p>where h r and h c are respectively the heat transfer coefficients by radiation and by conduction between the glass and the metal parts of the adsorber. h r a and h c a are respectively the heat transfer coefficients by radiation and by conduction between the window and the environment; T a m b is the ambient temperature and that of the reaction medium; I is the solar radiation per unit time and per unit area, S is the sensor area and a g the absorption coefficient of the glass.</p><p>Energy and mass balance of the reaction medium:</p><p>( m a C p a + m ⋅ m a C p l + m g C p g ) ∂ T ∂ t = I S η c + ( h r + h c ) S ( T v − T ) + Q ( t ) (2)</p><p>where Q ( t ) represents the temporal term heat source from the heat of adsorption (or desorption); C p a represents the specific heat of the adsorbent; C p l represents the specific heat of the adsorbate; C p g represents the specific heat of the metallic material; m a is the mass of the adsorbent; m g is the mass of the metallic material.</p><p>The mass transfer equation is obtained taking into account Assumptions 3 and 4:</p><p>m a ∂ m ∂ t = Q ′ (3)</p><p>where Q ′ represents the term source of adsorption mass (or desorption) and is related with isosteric heat of adsorption by the following equation:</p><p>Q = Q i s o s t Q ′ = Q i s o s t m a ∂ m ∂ t (4)</p><p>So, the general energy conservation equation combined with the mass conservation equation becomes:</p><p>( m a C p a + m ⋅ m a C p l + m g C p g ) ∂ T ∂ t = I S η c + ( h r + h c ) S ( T v − T ) + Q i s o s t m a ∂ m ∂ t (5)</p><p>where η c represents the efficiency of the solar collector. It should be noted that:</p><p>- During the desorption phase:</p><p>Q ( t ) = + Q i s o s t m a ∂ m ∂ t (6 )</p><p>where Q i s o s t &gt; 0 et ∂ m ∂ t &lt; 0 (7 )</p><p>Which means that during this phase of desorption Q ( t ) represents a term of well.</p><p>- During the adsorption phase:</p><p>Q ( t ) = − Q i s o s t m a ∂ m ∂ t (8)</p><p>where, Q i s o s t &lt; 0 et ∂ m ∂ t &gt; 0 (9)</p><p>So, during adsorption, Q ( t ) represents a source term.</p><p>We use the Dubinin-Astakhov model for calculating adsorbed mass as a function of temperature and pressure. We recall here the main equation of this model:</p><p>m = w 0 ρ ( T ) exp [ − D ( T ln P s ( T ) P ) n ] (10)</p><p>The differentiation of Equation (10) leads to:</p><p>∂ m ∂ t = n D m T n ( ln P s ( T ) P ) n − 1 [ d ln P d t − Q i s o s t R T 2 d T d t ] (11)</p><p>Substituting Equations (10) and (11) in Equation (5), we obtain the final equation of heat and mass transfer in the reactive medium:</p><p>( m a C p a + m ⋅ m a C p l + m g C p g + b Q i s o s t 2 R T 2 ) ∂ T ∂ t = I S ( h c ) + ( h r + h c ) S ( T v − T ) + Q i s o s t b d ln P d t (12)</p><p>With, b = m a n D m T n ( ln P s ( T ) P ) n − 1 (13)</p><p>Initial conditions</p><p>At initial time, we assume a uniform distribution of temperature throughout the reactor equal to the ambient temperature at sunrise. The pressure is assumed equal to the evaporation pressure and corresponds to the saturation pressure at the evaporation temperature. Therefore, the initial adsorbed mass is equal to m ( T a m b , P e ) .</p><p>T ( t = 0 ) = T a m b (14)</p><p>P ( t = 0 ) = P e = P s ( T e ) (15)</p><p>m = m ( T a m b , P e ) (16)</p><p>T v ( t = 0 ) = T a m b (17)</p></sec><sec id="s2_3"><title>2.3. Determination of Transfer Coefficients</title><p>The transfer coefficients are given by Melkon Tatlıer and Ayşe Erdem-Şenatalar [<xref ref-type="bibr" rid="scirp.129413-ref6">6</xref>] .</p><p>h r = σ ( T v + T ) ( T v 2 + T 2 ) ( 1 / ε v ) + ( 1 / ε g ) (18)</p><p>h c = 1.65 + 0.025 ( T − T v ) (19)</p><p>h r a = ε v σ ( T v + T a m b ) ( T v 2 + T a m b 2 ) (20 )</p><p>h c a = 5.7 + 3.8 V (21)</p><p>where V is the wind speed; σ the Stefan-Boltzmann constant; ε v and ε g are respectively the emissivity of the glass and the emissivity of the metal walls of the adsorber.</p></sec><sec id="s2_4"><title>2.4. Pressure Conditions</title><p>Recall that during the isosteric phases (cooling heating), the reactor is isolated on itself, the variation of the total mass of adsorbed water is zero. This condition is expressed by:</p><p>∂ m ∂ t = 0 (22)</p><p>So the general equation during these two phases is written:</p><p>( m a C p a + m ⋅ m a C p l + m g C p g ) ∂ T ∂ t = I S ( η c ) + ( h r + h c ) S ( T v − T ) (23)</p><p>On the other hand, during the period of desorption-condensation or evaporation-adsorption, the pressure is imposed by the pressure of the condenser or the pressure of the evaporator, respectively. This simplifies the general equation of heat and mass transfer during the two isobaric phases to the following equation:</p><p>( m a C p a + m ⋅ m a C p l + m g C p g + b Q i s o s t 2 R T 2 ) ∂ T ∂ t = I S ( η c ) + ( h r + h c ) S ( T v − T ) (24)</p></sec><sec id="s2_5"><title>2.5. First-Order Internal Kinetics Model (LDF)</title><p>Since the kinetics of adsorption and desorption are no longer instantaneous but dependent on the mass gradient existing between the current mass of the adsorbed phase and that at equilibrium, the equation governing the kinetics is written:</p><p>∂ m ∂ t = K ( m e − m ( t ) ) (25)</p><p>Since the gradient is assumed to be linear, this model is called LDF (Linear Driving Force).</p><p>This model is widely used by different authors [<xref ref-type="bibr" rid="scirp.129413-ref7">7</xref>] - [<xref ref-type="bibr" rid="scirp.129413-ref13">13</xref>] .</p><p>The constant K of Equation (25) represents the effective mass transfer coefficient inside the pores. The definition of this coefficient requires knowledge of the different conditions that limit the kinetics (high-pressure molecular diffusion, Knudsen diffusion at low pressure [<xref ref-type="bibr" rid="scirp.129413-ref11">11</xref>] ).</p><p>In general, a simplified approach is used, it consists of taking for K value:</p><p>K = 15 D e R p 2 (26)</p><p>where R p is the adsorbent particle radius.</p><p>D e is the effective diffusivity, which varies with temperature according to the Arrhenius equation [<xref ref-type="bibr" rid="scirp.129413-ref12">12</xref>] :</p><p>D e = D 0 exp ( − E a R T ) (27)</p><p>where,</p><p>E a represents the activation energy of the diffusion process. D 0 is a pre-exponential factor.</p><p>Finally, Equation (1) is written as:</p><p>d m d t = 15 D 0 r 2 exp ( − E a R T ) ( m e − m ) (28)</p></sec><sec id="s2_6"><title>2.6. Solar Performance Coefficient C O P s</title><p>The solar performance coefficient of a solar C O P s refrigerating machine is defined as the ratio between the amount of cold produced at the evaporator and the total solar energy incident during a full day [<xref ref-type="bibr" rid="scirp.129413-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.129413-ref13">13</xref>] :</p><p>C O P s = Q f I t ∗ S (29)</p><p>With,</p><p>Q f = m a ( Δ m L − ∫ T c T e C p ) (30 )</p><p>I t = ∫ leverdusoleil coucherdusoleil I ( t ) d t (31 )</p><p>where S is the surface of the sensor; I ( t ) is the instantaneous solar radiation.</p></sec></sec><sec id="s3"><title>3. Experimental Device</title><p>For the measurement sessions, we have:</p><p>• Type K thermocouples placed in such a way as to obtain the temperature of the outer surface of the generator tube, the condenser, the cold room and the instantaneous irradiation. These values are given with an accuracy of 1%;</p><p>• A mechanical manometer that tracks the evolution of the generator pressure;</p><p>• A LOGGER GL200A and GRAPHTEC Midi data logger which allows data logging. This experimental device is summarized in <xref ref-type="fig" rid="fig3">Figure 3</xref>.</p></sec><sec id="s4"><title>4. Resolution Method</title><p>The method of solving the system of Equations (1) to (30) was performed using the PDE of the COMSOL 5.1 numerical simulation software to describe the transient behavior of the solar reactor. The parameters used in this simulation are:</p><p>Copper is used as mass adsorber building materials m g = 5   kg and the specific heat of the adsorber is C p g = 0.380   kJ / kg ⋅ K .</p><p>Dubbininasthakov parameters and physical constants for the activated carbon/methanol pair (Pons et al.) [<xref ref-type="bibr" rid="scirp.129413-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.129413-ref15">15</xref>] :</p><p>Maximum activated carbon adsorption capacity 35: W<sub>0</sub>(l/kg) = 0.425.</p><p>Constant of Dubinin Astakhov: D = 5.02e−7; n = 2.15.</p><p>Specific heat of the adsorbent: C p a = 0 .920   kJ / kg ⋅ K .</p><p>Mass of the adsorbent: m a = 1   kg .</p></sec><sec id="s5"><title>5. Results and Discussion</title><p>We present in this part the different results obtained from the model resolution developed above.</p><p><xref ref-type="fig" rid="fig4">Figure 4</xref> shows the distribution of temperature, pressure and sunshine in the reactor as a function of time over a measurement sequence from 23 to 26 April 2023.</p><p>The curves in <xref ref-type="fig" rid="fig4">Figure 4</xref> represent the evolution of the temperature within the adsorber, the condenser and the evaporator during the period from April 23 to April 26, 2023. The maximum sunshine recorded remains greater than 1000 W/m<sup>2</sup>. These values correspond to temperatures of the adsorber sometimes reaching 110˚C. This value is lower than the decomposition threshold temperature of methanol which is of the order of. There is therefore no risk of malfunction</p><p>of the cold production cycle. In addition, the temperature of the condenser is almost equal to the ambient temperature during a cycle of operation, except for the time interval between 08 hours and 16 hours when the difference sometimes reaches 14˚C. This moment corresponds to the desorption of methanol that arrives in the condenser with a temperature close to that of the adsorbent bed, hence this difference. This difference may also depend on the amount of gas desorbed and the weather conditions of the day. In addition, the temperature evolution curves recorded at the evaporator show that there is cold production during a 24-hour cycle because the minimum temperature is reached −5˚C. The amount of cold drawn off is all the more important than the amount of desorbed methanol is high, and therefore a good sunning of the sensor. On these curves, there is a temperature jump of around 16 hours and then a sudden fall. This rise in temperature can be explained by the contribution of the sensible heat of the sensor because, during this period of the cycle, the latter is put into communication with the evaporator.</p><p><xref ref-type="fig" rid="fig4">Figure 4</xref> also shows the variation curves of the pressure within the adsorbate bed. It can be seen that the pressure evolves with irradiation and that the ranges of values are almost identical and below atmospheric pressure. These beaches are between 50 mbar and 500 mbar. The maximum values are reached for the best irradiated days. Note that when the pressure of the reaction medium is high, the amount of desorbed methanol is large and there is an increase in the production of cold.</p><p>For it to have desorption, it must be adsorption. In what follows, we present the curves of variation of the mass of methanol adsorbed during the measurement period and those obtained by numerical simulation as shown in <xref ref-type="fig" rid="fig5">Figure 5</xref>.</p><p>We note that the theoretical and experimental curves have the same paces. These curves show that the quantity of refrigerant adsorbed by the activated carbon varies during a 24-hour cycle. This quantity decreases between 08 hours and 16 hours which corresponds to the desorption—condensation phase but increases at the end of the day until the beginning of a new cycle. This is explained by the fact that in this period, it adsorption and production of cold. It is also observed that the desorption is not total (minimum value greater than zero). This can be explained on the one hand by the properties of activated carbon and on the other hand by the level of heating of the reaction medium. The days of good sunshine lead to better desorption of methanol. In order to better appreciate the results mentioned above, we summarize in <xref ref-type="table" rid="table1">Table 1</xref> the values of the system performance coefficient obtained during a measurement sequence of one week. These values are calculated from Equation (29).</p><p><xref ref-type="table" rid="table1">Table 1</xref> shows that the experimental and theoretical COP varies between 9% and 14%.</p><p>So, there is a good agreement. The same similarity is observed in the amount of cold drawn off at the evaporator. For experimental results, the maximum COP is obtained during the day of April 23, 2023.</p><table-wrap id="table1" ><label><xref ref-type="table" rid="table1">Table 1</xref></label><caption><title> Theoretical and experimental results</title></caption><table><tbody><thead><tr><th align="center" valign="middle" ></th><th align="center" valign="middle"  colspan="2"  >Amount of cold (MJ)</th><th align="center" valign="middle"  colspan="2"  >Coefficient of Performance (COP) solar</th><th align="center" valign="middle" >Difference (%)</th></tr></thead><tr><td align="center" valign="middle" >Date</td><td align="center" valign="middle" >Measured</td><td align="center" valign="middle" >Simulated</td><td align="center" valign="middle" >Measured</td><td align="center" valign="middle" >Simulated</td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >22-04-2023</td><td align="center" valign="middle" >3.03</td><td align="center" valign="middle" >3.32</td><td align="center" valign="middle" >13</td><td align="center" valign="middle" >14</td><td align="center" valign="middle" >1</td></tr><tr><td align="center" valign="middle" >23-05-2023</td><td align="center" valign="middle" >2.90</td><td align="center" valign="middle" >2.37</td><td align="center" valign="middle" >14</td><td align="center" valign="middle" >11</td><td align="center" valign="middle" >3</td></tr><tr><td align="center" valign="middle" >24-05-2023</td><td align="center" valign="middle" >1.99</td><td align="center" valign="middle" >2.28</td><td align="center" valign="middle" >10</td><td align="center" valign="middle" >12</td><td align="center" valign="middle" >2</td></tr><tr><td align="center" valign="middle" >25-05-2023</td><td align="center" valign="middle" >2.75</td><td align="center" valign="middle" >2.36</td><td align="center" valign="middle" >11</td><td align="center" valign="middle" >9</td><td align="center" valign="middle" >2</td></tr><tr><td align="center" valign="middle" >26-05-2023</td><td align="center" valign="middle" >2.70</td><td align="center" valign="middle" >2.37</td><td align="center" valign="middle" >11</td><td align="center" valign="middle" >10</td><td align="center" valign="middle" >1</td></tr><tr><td align="center" valign="middle" >27-05-2023</td><td align="center" valign="middle" >2.47</td><td align="center" valign="middle" >2.41</td><td align="center" valign="middle" >12</td><td align="center" valign="middle" >12</td><td align="center" valign="middle" >0</td></tr><tr><td align="center" valign="middle" >28-05-2023</td><td align="center" valign="middle" >1.81</td><td align="center" valign="middle" >2.50</td><td align="center" valign="middle" >9</td><td align="center" valign="middle" >12</td><td align="center" valign="middle" >3</td></tr></tbody></table></table-wrap><p>Given the good agreement between the experimental and simulation results, we can validate our model.</p></sec><sec id="s6"><title>6. Conclusions</title><p>At the end of this study, we studied the influence of ambient temperature and sunshine on the temperature of the collector, the condenser, the evaporator, the mass of cycled methanol and the pressure of the reaction medium. For example, for good days of sunshine, the temperature of the reaction medium reaches 110˚C, and the pressure reaches 500 mbar. This leads to a production of cold that allows it to reach the temperature of −5˚C at the evaporator.</p><p>We obtained an experimental and theoretical coefficient of performance varying between 9% and 14% with a difference of between 0% and 3%.</p><p>We conclude that our model is suitable to estimate the COP of any device based on its thermal properties, the ambient temperature and the irradiation of a given site.</p><p>Even if simplifying hypotheses have produced results in line with experimental ones, it is necessary to take them into account in order to see their influence.</p><p>Also, our model needs to be applied to several devices to confirm its validation.</p></sec><sec id="s7"><title>Acknowledgements</title><p>The ISP, Uppsala University, Sweden is gratefully acknowledged for their support of project BUF01.</p></sec><sec id="s8"><title>Conflicts of Interest</title><p>The authors declare no conflicts of interest regarding the publication of this paper.</p></sec><sec id="s9"><title>Cite this paper</title><p>Konfe, A., Nana, G.G., Ouedraogo, S. and Kam, S. 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