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IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________________
Volume: 03 Issue: 10 | Oct-2014, Available @ http://www.ijret.org 170
MATHEMATICAL MODELING, SIMULATION AND VALIDATION OF
PHOTOVOLTAIC CELLS
Ravinder Kumar1
, R Muralidharan2
1
Department of Electrical and Computer Engineering, Caledonian College of Engineering, Oman
2
Department of Electrical and Computer Engineering, Caledonian College of Engineering, Oman
Abstract
In this paper, an analysis has been done on the effect of varying physical and environmental factors on the I-V (current voltage
characteristics) of a photovoltaic cell using Matlab-Simulink. A standalone model has been created based on the mathematical
relations between various parameters in photovoltaic cells made up of a single diode, a series resistance, and a shunt resistance.
To validate the developed model, the values from I-V characteristics of this model have been compared with the experimental
results. In addition, simulations have been done for I-V characteristics for different temperature and resistance values. The results
obtained are analyzed and presented in this paper.
Keywords: Solar cell, Modeling, Matlab-simulink
--------------------------------------------------------------------***----------------------------------------------------------------------
1. INTRODUCTION
The influence of solar energy on the power sectors has
increased its demand in the recent decades due to its
abundant availability. A further help in terms of low cost
production activities of photovoltaic/solar cells [1,2] is
increasing its presence as a widespread one in the present
scenario. These solar cells convert photon energy into
electrical energy using photovoltaic effect and are made up
of p-n semiconductor junctions. Their current versus voltage
(I-V) as well as P-V (Power versus Voltage) characteristics
are highly non-linear. During absence of light energy, these
cells produce what is known as dark current that has
exponential characteristic I-V curves. The amount of energy
harvested by them depends on the sun’s irradiation and the
ambient temperature. One of the major advantages of
photovoltaic cells is that they are highly modular and by
proper scaling, they can be expected to provide adequate
power for various loads. Literature studies [2-10] have
proven the interest taken by researchers on photovoltaic
cells, especially in developing models using various
softwares. The accuracy in simulation depends principally
on the modeling, which includes the estimation of values
used for I-V as well as P-V characteristics.
Researches have shown successfully the construction of
mathematical model for a photovoltaic cell using the
MATLAB/Simulink software. Tsai, et.al. [4] proposed a
model built with a user-friendly icon and a dialog box
similar to Simulink block libraries and this enabled the
dynamics of PV power system to be easily simulated,
analyzed, and optimized. Samer Said, et.al. [5] presented a
PV array model using Matlab/Simulink with the assistance
of SimPowerSystem toolbox and this model also facilitated
simulating the dynamic performance of PV-based power
systems. Asakpovi, et.al. [6] designed a model which can
take excitation inputs from temperature, irradiance and
voltage and their results confirmed the novel approach that
they have chosen. Basim [7] proposed and constructed a
simulation model making use of the two-diode model basic
circuit equations of PV solar cell. This model considered the
effect of sunlight irradiance and cell temperature on the
output current I-V characteristic and output power P-V
characteristic. He compared the points obtained using model
along with the manufacturer’s model and concluded that
they both produced an excellent correspondence in terms of
values. Sakurang [8] proposed a simplified PV model to
avoid any possible complications and also recommended for
a fine tuning of parameters in his model for obtaining the
successful result in modeling. To undergo construction of
this model, the basic equation from the theory of
semiconductors that mathematically describes the I-V
characteristics of the ideal photovoltaic cell becomes
necessary. These equations help in proving that the ideal
solar cell theoretically can be modeled as a circuit with a
current source in parallel with a diode. Pandiarajan, et.al.
[9] provided a detailed modeling procedure for the circuit
model with numerical dimensions using power system block
set of MATLAB/Simulink and integrated with a DC-DC
boost converter application. Rustemli, et.al. [10] simulated
a photovoltaic model and tested it for various temperatures
successfully. Researches are still in progress with high pace
in this area.
In this paper, a Simulink model using single diode with
shunt and series resistor is constructed based on the
mathematical equations available. Its I-V characteristics
are compared with the experimentally obtained
characteristics for accuracy of the model. In addition to it,
various other characteristics of the cell, namely, I-V
characteristics for varying temperatures, for varying solar
irradiation levels, and for various values of resistors, etc. are
also tested.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________________
Volume: 03 Issue: 10 | Oct-2014, Available @ http://www.ijret.org 171
2. PV SINGLE DIODE MODEL
Fig -1: PV single diode model
Fig -1 [3] shows the single diode model of the PV cell that is
duly constructed with a parallel current source to the diode,
a shunt resistor Rp, a series resistor Rs and a load resistor RL.
The basic equations [2,3] from the theory of
semiconductors that mathematically describes the I-V
characteristics of the ideal photovoltaic are given as follows:
DIphII  (1)
where,
1)T)exp((qV/akII oD  (2)
)1)akT/qVexp((IphII o  (3)
In the above equations, Iph represents the current generated
by the incident light, ID is the diode current and Io is the
reverse saturation current of the diode, q is the electrical
charge, k is the Boltzmann constant, T is the temperature of
the p-n junction, and 'a' is the diode ideality factor
(constant). For an ideal photovoltaic cell, assuming there are
no losses/leakages, this ideal cell can be modeled as a
current source in parallel with a diode. Improving the PV
cell model includes the effects of series and shunt resistance,
and these are presented here in this paper.
To make an entry into simulation of a single diode PV cell
model, it becomes customary to have a look at the
accessories used along with the diode, namely, a current
source in parallel, a shunt resistor for current flow and a
series resistor implying the internal resistance for the current
flow. The various parameters that are included in this model
are: short circuit current, open circuit voltage, values of
shunt and series resistor and finally, the ideality factor. The
ideality factor has been taken to be unity here, even though
it is a function of the voltage across the device.
The characteristic I-V curve will have the following points:
 Isc: short circuit current referring to the maximum
current produced by device under given conditions of
light and temperature corresponding to zero output
voltage. The power at this point is zero.
 Voc: Open circuit voltage referring to the maximum
voltage from the device under given conditions of
light and temperature corresponding to maximum
voltage potential but zero current flow. The power at
this point is also zero.
 Imp: current at maximum power referring to the
current that results in maximum power under given
conditions of light and temperature and is used as the
rated current of a device.
 Vmp: Voltage at maximum power referring to the
current that results in maximum power under given
conditions of light and temperature and is used as the
rated voltage of a device.
Other than the above, the two other important parameters
that influence the characteristics of solar cells are the Solar
irradiance, an instantaneous quantity describing the rate of
solar radiation (power) incident on a surface and Solar
insolation referring to the amount of solar energy received
on a surface.
Substituting for thermal voltage VT = kT/q,
The expression for the photovoltaic current is given by:







 














 

p
s
T
s
oph
R
R.IV
1
V
R.IV
expIII (4)
and expression for voltage is given by
s
T
s
oppph R.I1
V
R.IV
expIR.IR.IV 













 
 (5)
In this paper, a single diode Simulink model of the PV cell
with shunt and series resistor is constructed and its I-V
characteristics (values) have been compared with the
experimentally obtained characteristics for accuracy of the
model. The cell that has been used here is the CEL (Central
Electronics Limited) brand.
3. RESULTS
The single diode model has been created in Simulink as
shown in Fig -2 using the current equations (3) and (4).
Based on the model created, the I-V characteristics with
variations in I0, temperature etc., have been simulated.
Fig -3 shows the simulated I-V Characteristics with
Rs=0.001 ohms and Rp=500 ohms with variations in Io.
From this figure, it can be seen that when the value of Io is
high, the current drops to zero rapidly. Fig -4 shows the
simulated I-V characteristics with variations in series
resistance keeping shunt resistance and Io constant. Here the
values for shunt resistance are chosen to be 500 ohms and Io
to be 2nA. Fig -5 shows the simulated I-V characteristics
with variations in shunt resistance keeping Rs and Io to be
constant. All the values are chosen in a random manner. Fig
-6 shows the simulated I-V characteristics with variations in
temperature.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________________
Volume: 03 Issue: 10 | Oct-2014, Available @ http://www.ijret.org 172
Fig –2: Simulink model of Single diode Photovoltaic cell
Fig -3: Simulated I-V characteristics for Io variations Fig -4: Simulated I-V characteristics for different values of
series resistance Rs and Io=2nA
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________________
Volume: 03 Issue: 10 | Oct-2014, Available @ http://www.ijret.org 173
Fig -5: Simulated I-V characteristics for different Rp values
Fig -6: Simulated I-V characteristics for different
temperatures
Fig -7: I-V characteristics with Rs and Rp
Fig-7 shows the I-V characteristics of the single diode
model with resistor values of Rs=0.01 ohms and Rp=500
ohms. Again, the values are chosen in a random manner.
3.1 Hardware Results
The following parts and equipment have been used for
obtaining hardware results, namely, a photovoltaic cell
(CEL single cell), a variable resistance varying from 0.01 Ω
to 5 Ω, two voltmeters, and a Sun-simulator (which can give
characteristics close to the actual one). The simulator is of
50 watt incandiscent bulb, which when placed in the close
proximity of the cell gives the standard irradiance of 1000
watts/m2
. An ammeter is not desirable since any normal
ammeter would have an internal resistance of 2 Ω or greater
instead of zero resistance. This, when connected in series to
the cell, would alter the results drastically. A graph is
plotted as shown in Fig -8 with Cell voltage in x axis and
Cell current in y-axis.
Fig -8: Hardware experimented results
Following cell values were obtained using
calculations/extrapolations from the graph. Imp = 1.72
Amperes, Isc = 2.15 Amperes, Vmp = 0.346 Volts, Voc =
0.538 Volts and maximum power across the load Pmax = 0.6
Watts. These were the values obtained for the first level of
irradiance with one lamp ON out of five lamps in Sun-
Simulator, which is assumed to be very close to the standard
irradiance level of 1000 watts/m2
. These values appear to
have a good agreement with the manufacturer’s
specifications of the photovoltaic cell.
4. CONCLUSION
In this paper, the behavior of the single diode model created
using Simulink has been tested by comparing the I-V
characteristics obtained using the model with the
experimentally obtained values and a good agreement is
obtained between the two characteristics. In addition to it,
various other characteristics of the cell obtained using
Simulink have also been studied. These studies included the
temperature dependency as well as the solar irradiation
levels on the I-V characteristics along with variations in the
values of the resistors used.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________________
Volume: 03 Issue: 10 | Oct-2014, Available @ http://www.ijret.org 174
REFERENCES
[1] Solanki, C.S., “Solar Photovoltaics – Fundamentals,
Technologies and Applications”, Second Edition,
Prentice Hall, 2013.
[2] Nehaoua, N., Chergui, Y and Mekki, D.E., “A New
Model for extracting the Physical Parameters from I-
V Curves of Organic and Inorganic Solar Cells,
Solar Cells – Silicon wafer based technologies,Prof.
Leonid A. Kosaychenko (Ed.), 2011.
[3] Adel El Shahat, “PV Module Optimum Operation
Modeling”,Journal of Power technologies 94(1),
2014.
[4] Tsai,H.L., Tu,C.S., and Su,Y.J., “Development of
Generalized Photovoltaic Model Using
MATLAB/SIMULINK”, Proceedings of the World
Congress on Engineering and Computer Science
2008.
[5] Samer Said, Ahmed Massoud,Mohieddine
Benammar and Shehab Ahmed, “A
Matlab/Simulink-Based Photovoltaic Array Model
Employing SimPowerSystems Toolbox”, Journal of
Energy and Power Engineering 6, 2012.
[6] Amevi Acakpovi , Essel Ben Hagan, “ Novel Photo
voltaic Module Modeling using Matlab/ Simulink”,
International Journal of Computer Application,
Volume 83 – No.16, December 2013.
[7] Basim Alsayid, “Modeling and Simulation of
Photovoltaic Cell/Module/Array with Two-Diode
Model”, International Journal of Computer
Technology and Electronics Engineering (IJCTEE)
Volume 1, Issue 3, June 2012.
[8] Sakurang, “Comparison Study of Solar PV Cell
Modeling with Applications”, Science and
Engineering Symposium 4th International Science,
Social Science, Engineering and Energy Conference,
2012.
[9] Pandiarajan, N., Ramaprabha, R., and Muthu. R.,
“Application of Circuit Model for Photovoltaic
Energy Conversion System”, Hindawi Publishing
Corporation: International Journal of Photo Energy,
2012.
[10] Rustemli, S. and Dincer, F., “Modeling of
Photovoltaic Panel and Examining Effects of
Temperature in Matlab/Simulink”, ISSN 1392-1215,
No. 3(109), pp. 35-40, 2011.

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Mathematical modeling, simulation and validation of photovoltaic cells

  • 1. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________________ Volume: 03 Issue: 10 | Oct-2014, Available @ http://www.ijret.org 170 MATHEMATICAL MODELING, SIMULATION AND VALIDATION OF PHOTOVOLTAIC CELLS Ravinder Kumar1 , R Muralidharan2 1 Department of Electrical and Computer Engineering, Caledonian College of Engineering, Oman 2 Department of Electrical and Computer Engineering, Caledonian College of Engineering, Oman Abstract In this paper, an analysis has been done on the effect of varying physical and environmental factors on the I-V (current voltage characteristics) of a photovoltaic cell using Matlab-Simulink. A standalone model has been created based on the mathematical relations between various parameters in photovoltaic cells made up of a single diode, a series resistance, and a shunt resistance. To validate the developed model, the values from I-V characteristics of this model have been compared with the experimental results. In addition, simulations have been done for I-V characteristics for different temperature and resistance values. The results obtained are analyzed and presented in this paper. Keywords: Solar cell, Modeling, Matlab-simulink --------------------------------------------------------------------***---------------------------------------------------------------------- 1. INTRODUCTION The influence of solar energy on the power sectors has increased its demand in the recent decades due to its abundant availability. A further help in terms of low cost production activities of photovoltaic/solar cells [1,2] is increasing its presence as a widespread one in the present scenario. These solar cells convert photon energy into electrical energy using photovoltaic effect and are made up of p-n semiconductor junctions. Their current versus voltage (I-V) as well as P-V (Power versus Voltage) characteristics are highly non-linear. During absence of light energy, these cells produce what is known as dark current that has exponential characteristic I-V curves. The amount of energy harvested by them depends on the sun’s irradiation and the ambient temperature. One of the major advantages of photovoltaic cells is that they are highly modular and by proper scaling, they can be expected to provide adequate power for various loads. Literature studies [2-10] have proven the interest taken by researchers on photovoltaic cells, especially in developing models using various softwares. The accuracy in simulation depends principally on the modeling, which includes the estimation of values used for I-V as well as P-V characteristics. Researches have shown successfully the construction of mathematical model for a photovoltaic cell using the MATLAB/Simulink software. Tsai, et.al. [4] proposed a model built with a user-friendly icon and a dialog box similar to Simulink block libraries and this enabled the dynamics of PV power system to be easily simulated, analyzed, and optimized. Samer Said, et.al. [5] presented a PV array model using Matlab/Simulink with the assistance of SimPowerSystem toolbox and this model also facilitated simulating the dynamic performance of PV-based power systems. Asakpovi, et.al. [6] designed a model which can take excitation inputs from temperature, irradiance and voltage and their results confirmed the novel approach that they have chosen. Basim [7] proposed and constructed a simulation model making use of the two-diode model basic circuit equations of PV solar cell. This model considered the effect of sunlight irradiance and cell temperature on the output current I-V characteristic and output power P-V characteristic. He compared the points obtained using model along with the manufacturer’s model and concluded that they both produced an excellent correspondence in terms of values. Sakurang [8] proposed a simplified PV model to avoid any possible complications and also recommended for a fine tuning of parameters in his model for obtaining the successful result in modeling. To undergo construction of this model, the basic equation from the theory of semiconductors that mathematically describes the I-V characteristics of the ideal photovoltaic cell becomes necessary. These equations help in proving that the ideal solar cell theoretically can be modeled as a circuit with a current source in parallel with a diode. Pandiarajan, et.al. [9] provided a detailed modeling procedure for the circuit model with numerical dimensions using power system block set of MATLAB/Simulink and integrated with a DC-DC boost converter application. Rustemli, et.al. [10] simulated a photovoltaic model and tested it for various temperatures successfully. Researches are still in progress with high pace in this area. In this paper, a Simulink model using single diode with shunt and series resistor is constructed based on the mathematical equations available. Its I-V characteristics are compared with the experimentally obtained characteristics for accuracy of the model. In addition to it, various other characteristics of the cell, namely, I-V characteristics for varying temperatures, for varying solar irradiation levels, and for various values of resistors, etc. are also tested.
  • 2. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________________ Volume: 03 Issue: 10 | Oct-2014, Available @ http://www.ijret.org 171 2. PV SINGLE DIODE MODEL Fig -1: PV single diode model Fig -1 [3] shows the single diode model of the PV cell that is duly constructed with a parallel current source to the diode, a shunt resistor Rp, a series resistor Rs and a load resistor RL. The basic equations [2,3] from the theory of semiconductors that mathematically describes the I-V characteristics of the ideal photovoltaic are given as follows: DIphII  (1) where, 1)T)exp((qV/akII oD  (2) )1)akT/qVexp((IphII o  (3) In the above equations, Iph represents the current generated by the incident light, ID is the diode current and Io is the reverse saturation current of the diode, q is the electrical charge, k is the Boltzmann constant, T is the temperature of the p-n junction, and 'a' is the diode ideality factor (constant). For an ideal photovoltaic cell, assuming there are no losses/leakages, this ideal cell can be modeled as a current source in parallel with a diode. Improving the PV cell model includes the effects of series and shunt resistance, and these are presented here in this paper. To make an entry into simulation of a single diode PV cell model, it becomes customary to have a look at the accessories used along with the diode, namely, a current source in parallel, a shunt resistor for current flow and a series resistor implying the internal resistance for the current flow. The various parameters that are included in this model are: short circuit current, open circuit voltage, values of shunt and series resistor and finally, the ideality factor. The ideality factor has been taken to be unity here, even though it is a function of the voltage across the device. The characteristic I-V curve will have the following points:  Isc: short circuit current referring to the maximum current produced by device under given conditions of light and temperature corresponding to zero output voltage. The power at this point is zero.  Voc: Open circuit voltage referring to the maximum voltage from the device under given conditions of light and temperature corresponding to maximum voltage potential but zero current flow. The power at this point is also zero.  Imp: current at maximum power referring to the current that results in maximum power under given conditions of light and temperature and is used as the rated current of a device.  Vmp: Voltage at maximum power referring to the current that results in maximum power under given conditions of light and temperature and is used as the rated voltage of a device. Other than the above, the two other important parameters that influence the characteristics of solar cells are the Solar irradiance, an instantaneous quantity describing the rate of solar radiation (power) incident on a surface and Solar insolation referring to the amount of solar energy received on a surface. Substituting for thermal voltage VT = kT/q, The expression for the photovoltaic current is given by:                           p s T s oph R R.IV 1 V R.IV expIII (4) and expression for voltage is given by s T s oppph R.I1 V R.IV expIR.IR.IV                  (5) In this paper, a single diode Simulink model of the PV cell with shunt and series resistor is constructed and its I-V characteristics (values) have been compared with the experimentally obtained characteristics for accuracy of the model. The cell that has been used here is the CEL (Central Electronics Limited) brand. 3. RESULTS The single diode model has been created in Simulink as shown in Fig -2 using the current equations (3) and (4). Based on the model created, the I-V characteristics with variations in I0, temperature etc., have been simulated. Fig -3 shows the simulated I-V Characteristics with Rs=0.001 ohms and Rp=500 ohms with variations in Io. From this figure, it can be seen that when the value of Io is high, the current drops to zero rapidly. Fig -4 shows the simulated I-V characteristics with variations in series resistance keeping shunt resistance and Io constant. Here the values for shunt resistance are chosen to be 500 ohms and Io to be 2nA. Fig -5 shows the simulated I-V characteristics with variations in shunt resistance keeping Rs and Io to be constant. All the values are chosen in a random manner. Fig -6 shows the simulated I-V characteristics with variations in temperature.
  • 3. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________________ Volume: 03 Issue: 10 | Oct-2014, Available @ http://www.ijret.org 172 Fig –2: Simulink model of Single diode Photovoltaic cell Fig -3: Simulated I-V characteristics for Io variations Fig -4: Simulated I-V characteristics for different values of series resistance Rs and Io=2nA
  • 4. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________________ Volume: 03 Issue: 10 | Oct-2014, Available @ http://www.ijret.org 173 Fig -5: Simulated I-V characteristics for different Rp values Fig -6: Simulated I-V characteristics for different temperatures Fig -7: I-V characteristics with Rs and Rp Fig-7 shows the I-V characteristics of the single diode model with resistor values of Rs=0.01 ohms and Rp=500 ohms. Again, the values are chosen in a random manner. 3.1 Hardware Results The following parts and equipment have been used for obtaining hardware results, namely, a photovoltaic cell (CEL single cell), a variable resistance varying from 0.01 Ω to 5 Ω, two voltmeters, and a Sun-simulator (which can give characteristics close to the actual one). The simulator is of 50 watt incandiscent bulb, which when placed in the close proximity of the cell gives the standard irradiance of 1000 watts/m2 . An ammeter is not desirable since any normal ammeter would have an internal resistance of 2 Ω or greater instead of zero resistance. This, when connected in series to the cell, would alter the results drastically. A graph is plotted as shown in Fig -8 with Cell voltage in x axis and Cell current in y-axis. Fig -8: Hardware experimented results Following cell values were obtained using calculations/extrapolations from the graph. Imp = 1.72 Amperes, Isc = 2.15 Amperes, Vmp = 0.346 Volts, Voc = 0.538 Volts and maximum power across the load Pmax = 0.6 Watts. These were the values obtained for the first level of irradiance with one lamp ON out of five lamps in Sun- Simulator, which is assumed to be very close to the standard irradiance level of 1000 watts/m2 . These values appear to have a good agreement with the manufacturer’s specifications of the photovoltaic cell. 4. CONCLUSION In this paper, the behavior of the single diode model created using Simulink has been tested by comparing the I-V characteristics obtained using the model with the experimentally obtained values and a good agreement is obtained between the two characteristics. In addition to it, various other characteristics of the cell obtained using Simulink have also been studied. These studies included the temperature dependency as well as the solar irradiation levels on the I-V characteristics along with variations in the values of the resistors used.
  • 5. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________________ Volume: 03 Issue: 10 | Oct-2014, Available @ http://www.ijret.org 174 REFERENCES [1] Solanki, C.S., “Solar Photovoltaics – Fundamentals, Technologies and Applications”, Second Edition, Prentice Hall, 2013. [2] Nehaoua, N., Chergui, Y and Mekki, D.E., “A New Model for extracting the Physical Parameters from I- V Curves of Organic and Inorganic Solar Cells, Solar Cells – Silicon wafer based technologies,Prof. Leonid A. Kosaychenko (Ed.), 2011. [3] Adel El Shahat, “PV Module Optimum Operation Modeling”,Journal of Power technologies 94(1), 2014. [4] Tsai,H.L., Tu,C.S., and Su,Y.J., “Development of Generalized Photovoltaic Model Using MATLAB/SIMULINK”, Proceedings of the World Congress on Engineering and Computer Science 2008. [5] Samer Said, Ahmed Massoud,Mohieddine Benammar and Shehab Ahmed, “A Matlab/Simulink-Based Photovoltaic Array Model Employing SimPowerSystems Toolbox”, Journal of Energy and Power Engineering 6, 2012. [6] Amevi Acakpovi , Essel Ben Hagan, “ Novel Photo voltaic Module Modeling using Matlab/ Simulink”, International Journal of Computer Application, Volume 83 – No.16, December 2013. [7] Basim Alsayid, “Modeling and Simulation of Photovoltaic Cell/Module/Array with Two-Diode Model”, International Journal of Computer Technology and Electronics Engineering (IJCTEE) Volume 1, Issue 3, June 2012. [8] Sakurang, “Comparison Study of Solar PV Cell Modeling with Applications”, Science and Engineering Symposium 4th International Science, Social Science, Engineering and Energy Conference, 2012. [9] Pandiarajan, N., Ramaprabha, R., and Muthu. R., “Application of Circuit Model for Photovoltaic Energy Conversion System”, Hindawi Publishing Corporation: International Journal of Photo Energy, 2012. [10] Rustemli, S. and Dincer, F., “Modeling of Photovoltaic Panel and Examining Effects of Temperature in Matlab/Simulink”, ISSN 1392-1215, No. 3(109), pp. 35-40, 2011.