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IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 573
LOAD FREQUENCY CONTROL OF A TWO AREA HYBRID SYSTEM
CONSISTING OF A GRID CONNECTED PV SYSTEM AND THERMAL
GENERATOR
Feba Thamar Tomy1
, R.Prakash2
Abstract
Load frequency control of the hybrid system consisting photovoltaic system and thermal generator is performed in this paper. In this
paper Maximum Power Point Tracking is performed in photovoltaic using modified hill climbing algorithm. Modified hill climbing is
performed by combining fuzzy logic with hill climbing algorithm. The converter used is Boost converter. DC output obtained is
converted to AC output by using single phase inverter. Grid connection is performed by using sinusoidal pulse width modulation.
Transfer function model of the whole system is created. Transfer function model of the thermal generator is interfaced with the
photovoltaic system to create two area systems. Load frequency controls of this two area system are performed. The simulation of the
entire system is performed in the MATLAB SIMULINK.
Keywords: -PhotoVoltaic (PV), Maximum Power Point Tracking (MPPT), Hill Climbing, Load Frequency Control (LFC),
Area Controlled Error (ACE), Sinusoidal Pulse Width Modulation (SPWM)
----------------------------------------------------------------------***--------------------------------------------------------------------
1. INTRODUCTION
The energy which is harvested from the natural resources like
sunlight, wind, tides, geothermal heat etc. is called Renewable
Energy.[1] As these resources can be naturally replenished, for
all practical purposes, these can be considered to be limitless
unlike the tapering conventional fossil fuels. The global energy
crunch has provided a renewed impulsion to the growth and
development of Clean and Renewable Energy sources. Clean
Development Mechanisms (CDMs) are being adopted by
organizations all across the globe.[1] Another advantage of
utilizing renewable resources over conventional methods is the
significant reduction in the level of pollution associated. The
cost of conventional energy is rising and solar energy has
emerged to be a promising alternative.[2] They are abundant,
pollution free, distributed throughout the earth and recyclable.
PV arrays consist of parallel and series combination of PV cells
that are used to generate electrical power depending upon the
atmospheric specifies (e.g. solar insolation and temperature).
Solar technologies are broadly qualified as either passive or
active depending on the way they catch, change over and
distribute sunlight. Active solar proficiencies use photovoltaic
arrays, pumps, and fans to convert sunlight into executable
outputs.[2] Passive solar techniques include selecting materials
with favorable thermal attributes, and citing the position of a
building to the Sun. The standalone PV Systems have been
used for solar street lighting, home lighting system, SPV water
pumping system. A hybrid system installed with a backup
system of thermal generator can be used in remote military
installations, health centers and tourist bungalows. In grid
connected system the major part of the load during the day is
supplied by the PV array and then from the grid when the
sunlight is not sufficient. Solar energy can be used in two
different ways. [2],[3] The captured heat can be used as solar
thermal energy with important applications in space heating.
On the other hand it can also be converted into the most useful
form of energy, the electrical energy. The latter can be
achieved with the use of solar photovoltaic cell. The efficiency
of solar photovoltaic cells with single crystal silicon is about 13
% - 17%.[1],[3] High efficiency cells with concentrators are
being manufactured which can operate with low sunlight
intensities. India has an expanding solar energy sector namely
9 solar cell manufactures, 22 PV module manufactures, and 50
PV systems manufacturers. Therefore, technology resources
exist in country and a growing market would lead to job
growth in country.
2. GRID CONNECTED SOLAR SYSTEM
The PV panel has low conversion efficiency. In order to
improve the tracking efficiency of the PV system we had to use
the MPPT algorithm. The MPPT will regulate the input side.
By using the MPPT algorithm the output voltage will remains
constant irrespective of the external conditions. The output of
the MPPT is DC voltage. To perform the grid connection we
have to convert it to AC. Here it uses the single phase inverter
to convert the DC to AC. SPWM technique is used to perform
the grid connection
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 574
Fig 1 Block Diagram of PV System
Fig 2 Equivalent circuit of solar cell
2.1 Solar Cell Panel
Solar cell panel works on the basis of Photo voltaic effect.A
solar cell consists of a semi-conductor where the front and
reverse side have been processed (doped) so that the front side
normally has a surplus of free electrons while the reverse side
has a deficit.[3] Bound electrons in the solar cell can absorb a
photon and thereby become mobile. Most of them will be
caught by the field in the interface and transported to the front
side of the cells.[3] If the front- and reverse side are connected
with an electrical circuit, the electron can do useful work in a
light bulb, electrical motor, and computer. Solar cells give an
output voltage of approximately 0.3-0.6 V, depending on the
technology[3][4].
The equivalent circuit of a solar cell is as shown in the figure 2.
Solar panel can be modeled with the help of equation 1 and 2.
I = Il − I0 e
q V−IRS
AkT − 1
−
V − IRS
RSH
(1)
I1 =
λ
1000
ISC
+ k1 T
− 25 (2)
Where
I = Solar cell output current
I1 = Photo current
I0 = Dark saturation current
ISC = Short circuit current
k = Boltzmann constant
v = Solar cell output voltage
q = Charge of electron
T = Temperature in Kelvin
A = Diode quality factor
Λ = Irradiance
The power generated by the PV cell is depend up on the
temperature and the irradiance.[3][4] It is directly proportional
to the irradiance and inversely proportional to temperature.
This can be shown in the figure 3 ,4
2.2 Maximum Power Point Tracking
Maximum Power Point Tracking (MPPT) is a method used to
harness the maximum power from a solar panel. PV panel
arrays are nonlinear in nature. [4][5][10]It depends up on
factors like temperature and irradiance. MPPT will provide
input voltage regulation. The MPPT algorithm is implemented
on PV panel to improve efficiency of PV panel otherwise only
less than50%
Fig 3 Temperature and irradiance effect on P-V characteristics
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 575
Fig 4 Temperature and irradiance effect on I-V characteristics
of solar energy incident is converted to electrical energy.
According to maximum power transfer theorem,the power
output of a circuit is maximum when the Thevenin impedance
of the circuit (source impedance) matches with the load
impedance.[4][5] Hence our problem of tracking the maximum
power point reduces to an impedance matching problem. By
varying the duty cycle of the DC-DC converter we can able to
match the source impedance with load impedance. The method
is based on the Power versus Voltage characteristic of a solar
panel shown in Fig. 3. The point on the curve where the power
is maximized is called the Maximum Power Point (MPP) of the
solar panel. By inserting a DC/DC converter between the solar
panel and the load, the voltage of the solar panel can be
controlled to be VMPPand thus deliver maximum power to the
load. Another advantage of this technique is that, if an up/down
converter is used for the maximum power point tracker; power
can then be delivered to loads with higher or lower voltage than
the solar panel, enabling new applications for the same solar
panel.
There are different techniques used to track the maximum
power point. Few of the most popular techniques are,
a) Open Voltage method:-
b) Fractional Short Circuit Current methods
c) Fractional Open Circuit Voltage method
d) Perturb and Observe methods
e) Incremental Conductance method
f) Neural networks method
g) Fuzzy logic method
Here in this method fuzzy logic control is combined with the
hill climbing method to eliminate the disadvantage of both the
method. Fuzzy logic controller will take care of the dynamic
characteristic[4],[5],[10] of the PV panel while hill climbing
algorithm will take care of the static characteristic of the PV
panel, that is fuzzy logic controller will used in the changing
weather condition while hill climbing algorithm used in
constant weather condition. This method will improve the
tracking speed compare to the conventional methods of fuzzy
logic and hill climbing method.
In this proposed method change in power and change incurrent
are taken as the input to the fuzzy logic controller while
change in duty cycle is taken as the output of the fuzzy logic
controller. The output thus obtained is given as the firing pulse
of the boost converter and the boost converter will regulate the
voltage.
∆P = P K − P K − 1 (3)
∆I = I K − I K − 1 (4)
∆D = D K − D K − 1 (5)
Where
∆P = Change in power
∆I = Change in current
∆D = Change in duty cycle
Inputs change in power and current and the output change in
duty cycle are divided into four fuzzy subsets Negative Big
(NB), Negative small (NS), Positive Big (PB), and Positive
Small (PS) as shown in the figure,5,6. The fuzzy rule base are
shown in the table1 as shown below. Mamdani’s method with
Max-Min is used for the Fuzzy combination.[4][5]
Defuzzification is the last stage of fuzzy controller. Center of
Area Algorithm is used here for Defuzzification.
Fig. 5. Membership function for inputs ∆P and ∆I
Fig. 6. Membership function ∆D
Table 1 Fuzzy rule base
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 576
∆I
PB PS NB NS
∆P
PB PB PB NB NB
PS PS PS NS NS
NB NB NB PB PB
NS NS NS PS PS
Fig 7 Boost Converter with MPPT
Here in this paper uses the Boost converter as the DC-DC
converter as shown in the figure 7. Boost Converter is a DC-
DC converter for which output voltage is greater than input
voltage. Thus the average voltage across the load is greater
than the input voltage and is determined with help of the duty
cycle of the gate pulse to the MOSFET switch.[4] Boost
converter has two modes of operation. ON state mode of
operation and OFF state mode of operation circuit diagram of
this is shown in the figure 8,9.
𝑂𝑁 𝑆𝑇𝐴𝑇𝐸
𝐿
𝑑𝑖1
𝑑𝑡
= 𝑉𝑃𝑉
𝐶
𝑑𝑉0
𝑑𝑡
+
𝑉0
𝑅
= 0
(6)
𝑂𝐹𝐹 𝑆𝑇𝐴𝑇𝐸
𝐿
𝑑𝑖 𝑙
𝑑𝑡
+ 𝑣0 = 𝑉𝑃𝑉
𝑖𝑙 − 𝐶
𝑑𝑣0
𝑑𝑡
+
𝑉0
𝑅
= 0
(7)
Fig. 8. ON state operation
Fig. 9. OFF state operation
Fig. 10. Output power
Fig.11. Output voltage
2.3 Grid Connection
To perform the grid connection we have to convert the DC
output obtained from the MPPT to AC and have to made the
voltage same as that of the grid voltage. To convert the DC
voltage to AC we use an inverter as shown in the figure 12. To
maintain the voltage constant we have to use the SPWM which
is shown in the figure 13. [9]The switches S1 and S2 will
conduct at one instant to produce the positive half cycle. At
the next instant S3 and S4 will conduct to perform the negative
half cycle as shown in the figure 12. By using this inverter we
will get a single phase AC so it is called as single phase
inverter.
With the help of the SPWM technique we can able to produce
the gate signals for the switches. Here the sinusoidal wave
generated is multiplied with the Vpeak and Ipeak..The voltage
reference is then compared with the Vac. Current reference and
voltage reference is added up. The signal thus obtained is
compared with the Iac.[9] This is then compared with the
triangular signal to form the gate signal for the Inverter. Output
of grid connected system is shown in figure 14
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 577
Fig 12 Inverter
Fig 13 SPWM controller
Fig. 14.Output of Grid connected system
Fig 15 Overall system
3. LFC OF TWO AREA SYSTEM CONSIST OF PV
SYSTEM AND THERMAL GENERATOR
Changes in the power system load affect mainly the system
frequency and real power.[8] The load frequency control
mainly deals with the control of the system frequency and real
power.
Load frequency control is the basis of many advanced concepts
of the large scale control of the power system. The reasons for
keeping a strict limit on the system frequency variation were
 The speed of the alternating current motors depends on
the frequency of the power supply.
 If the normal frequency id 50 Hertz and the system
frequency falls below 47.5 Hertz or goes up above 52.5
Hertz then the blades of the turbine are likely to get
damaged so as to prevent the stalling of the generator
 The under frequency operation of the power
transformer is not desirable.
If we implement the PV panel alone will result in the load
fluctuation.[6][7] At night we cannot able to access PV panel.
It will also results in the voltage fluctuation. So we will
incorporate PV panel with battery or other sources or
generator. Here we are going to take the system of PV System
with thermal generator as shown in figure 15
3.1 PV Panel Model
In two area system model we have to create the transfer
function model of the each system.[6][7] PV system consists of
the PV panel, MPPT, Inverter, Filter. Transfer function model
of the each unit has to find out and to create a single transfer
function model. The transfer function model of the PV panel
can be find out from the equation 1 and 2
Now we have to consider the MPPT. MPPT is done by the
BOOST converter. We have to consider the ON state and OFF
state mode of operation of[6] the boost converter. It is given by
the equations 6,7.
By combining all these equations we will get the transfer
function model of the PV Panel. It is given in the equation 8
GBC=
-18s+900
S2+ 100S+50
(8)
The step input in the PV panel represents the change in
irradiation and temperature.
Fig 16 Transfer function model of PV panel
3.2 Thermal Generator
The main parts in the power thermal generator are as shown
below.
 Generator
 Turbine
 Governor
 Reheater
We have to consider the transfer function model of the each
unit to form the model.[6][7]
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 578
Generator
kG
TGS+1
(9)
Reheater
𝑘 𝑅 𝑇𝑅 𝑆 +1
𝑇𝐺 𝑆+1
(10)
Governor
𝑘 𝐺𝑜
𝑇𝐺𝑜 𝑆+1
(11)
Turbine
𝑘 𝑇
𝑇𝑇 𝑆+1
(12)
The values of different parameters are shown in table below
Table 2 Parameter values
kG 120
kR .33
kT 1
kGo 1
TR 10
TT .3
TGo .08
TG 20
a12 -1
a22 -1
R .4
Β .8
Fig 17 Thermal generator model
3.3 PI Controller
Fig 18 PI Controller model
Fig. 19 Output of PV system
Fig. 20 Output of Thermal generator
3.4 Fuzzy Logic Controller
By introducing the fuzzy logic controller we can improve the
settling time of the system. Here inputs taken are Area
Controlled Error (ACE) and differential ACE. Output taken is
the Gain (G).
Inputs and outputs are taken as the membership functions. Each
membership function is divided into five fuzzy subsets. The
fuzzy subsets are given below.
Positive Big (PB)
Positive Small (PS)
Zero (Z)
Negative Big (NB)
Negative Small (NS)
PI Controller can be converted to fuzzy controller by
introducing another block before the transfer function block.
Mamdani fuzzy inference is used for the fuzzification. By
varying the value of a we will get the required system.
Fig. 21 Membership Function for ACE and Deferential ACE
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 579
Fig. 22 Membership Function for Gain G
Fig. 23 Block for conversion of PI to fuzzy
Fig. 24 Output of Fuzzy based PV System
Fig. 24 Output of Fuzzy based Thermal System
Table 2 Fuzzy rule base for LFC
ACEi
dACEi/dt
NB NS Z PS PB
NB PB PB PB PS PS
NS PB PB PS PS PS
Z PS PS Z NS NS
PS NS NS NS NB NB
PB NS NS NB NB NB
REFERENCES
[1] P.Fairley, "Fukushima's positive impact
[SpectralLines]," Spectrum, IEEE, vol. 48, no. 5, p. 8,
May 2011
[2] G.Spagnuolo, "Renewable energy operation and
conversion schemes," IEEE Ind. Electron. Mag. , vol.
4, no. 1, pp. 38-51, Mar. 2010.
[3] D. Sonnenenergie, "Photovoltaic Basics, in Planning
and installing photovoltaic systems: A guide
forinstallers,architects,and engineers”, 2nd ed.,
Deutsche Gesellschaft für Sonnenenergie, Ed. London:
Earthscan Publications Ltd., 2008, ch. 1, pp. 1-62
[4] Bader N. Alajmi, Khaled H. Ahmed, Stephen J. Finney,
and Barry W. Williams “Fuzzy-Logic-Control
Approach of a Modified Hill-Climbing Method for
Maximum Power Point in Microgrid Standalone
Photovoltaic System” IEEE TRANSACTIONS ON
POWER ELECTRONICS, VOL. 26, NO. 4, APRIL
2011
[5] A. Al Nabulsi, R. Dhaouadi,”Fuzzy Logic Controller
Based Perturb and Observe Maximum Power Point
Tracking”, International Conference on Renewable
Energies and Power Quality (ICREPQ’12) Santiago de
Compostela (Spain), 28th to 30th March, 2012
[6] Seyed Ali Jeddi,Seyed Hamidreza Abbasi,Fereydoon
Shabaninia, “ Load Frequency Control of Two Area
Interconnected Power System (Thermal Generator and
Solar PV) with PI and FGSPI Controller” The 16th
CSI International Symposium on Artificial Intelligence
and Signal Processing (AISP 2012)
[7] Manoj Dattaa, Tomonobu Senjyu, Atsushi Yona and
Toshihisa Funabashi, “A fuzzy based method for
leveling output power fluctuations of photovoltaic-
thermal hybrid power system” Renewable Energy
Volume 36, Issue 6, June 2011, Pages 1693- 1703
[8] Sujit Bhat, Jishan Khatib, Sudheer Chincholi and
Ramkrishna Pai, “Design and Analysis of Fuzzy Logic
Controller for Load Frequency Control of Power
System”, International Conference on Computing and
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 580
Control Engineering (ICCCE 2012), 12 & 13 April,
2012
[9] Emanuel Serban, Helmine Serban, ” A Control Strategy
for a Distributed Power Generation Microgrid
Application with Voltage and Current Controlled
Source Converter” Power Electronics, IEEE
Transactions on, 25(12), 2981-2992.
doi:10.1109/TPEL.2010.2050006
[10] G.S. Nhivekar, S.S. Nirmale, R.R. Mudholker,
“Implementation of fuzzy logic control algorithm in
embedded microcomputers for dedicated application”
International Journal of Engineering, Science and
Technology Vol. 3, No. 4, 2011, pp. 276-283
BIOGRAPHIES
P G Student, Department of Electrical and
Electronics Engineering, Vivekanandha
college of Engineering for Women,
Tiruchengode, Namakkal-637 205,
Tamilnadu, India.
H O D, Department of Electrical and
Electronics Engineering, Vivekanandha
college of Engineering for Women,
Tiruchengode, Namakkal-637 205,
Tamilnadu, India.

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Load frequency control of a two area hybrid system consisting of a grid connected pv system and thermal generator

  • 1. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 573 LOAD FREQUENCY CONTROL OF A TWO AREA HYBRID SYSTEM CONSISTING OF A GRID CONNECTED PV SYSTEM AND THERMAL GENERATOR Feba Thamar Tomy1 , R.Prakash2 Abstract Load frequency control of the hybrid system consisting photovoltaic system and thermal generator is performed in this paper. In this paper Maximum Power Point Tracking is performed in photovoltaic using modified hill climbing algorithm. Modified hill climbing is performed by combining fuzzy logic with hill climbing algorithm. The converter used is Boost converter. DC output obtained is converted to AC output by using single phase inverter. Grid connection is performed by using sinusoidal pulse width modulation. Transfer function model of the whole system is created. Transfer function model of the thermal generator is interfaced with the photovoltaic system to create two area systems. Load frequency controls of this two area system are performed. The simulation of the entire system is performed in the MATLAB SIMULINK. Keywords: -PhotoVoltaic (PV), Maximum Power Point Tracking (MPPT), Hill Climbing, Load Frequency Control (LFC), Area Controlled Error (ACE), Sinusoidal Pulse Width Modulation (SPWM) ----------------------------------------------------------------------***-------------------------------------------------------------------- 1. INTRODUCTION The energy which is harvested from the natural resources like sunlight, wind, tides, geothermal heat etc. is called Renewable Energy.[1] As these resources can be naturally replenished, for all practical purposes, these can be considered to be limitless unlike the tapering conventional fossil fuels. The global energy crunch has provided a renewed impulsion to the growth and development of Clean and Renewable Energy sources. Clean Development Mechanisms (CDMs) are being adopted by organizations all across the globe.[1] Another advantage of utilizing renewable resources over conventional methods is the significant reduction in the level of pollution associated. The cost of conventional energy is rising and solar energy has emerged to be a promising alternative.[2] They are abundant, pollution free, distributed throughout the earth and recyclable. PV arrays consist of parallel and series combination of PV cells that are used to generate electrical power depending upon the atmospheric specifies (e.g. solar insolation and temperature). Solar technologies are broadly qualified as either passive or active depending on the way they catch, change over and distribute sunlight. Active solar proficiencies use photovoltaic arrays, pumps, and fans to convert sunlight into executable outputs.[2] Passive solar techniques include selecting materials with favorable thermal attributes, and citing the position of a building to the Sun. The standalone PV Systems have been used for solar street lighting, home lighting system, SPV water pumping system. A hybrid system installed with a backup system of thermal generator can be used in remote military installations, health centers and tourist bungalows. In grid connected system the major part of the load during the day is supplied by the PV array and then from the grid when the sunlight is not sufficient. Solar energy can be used in two different ways. [2],[3] The captured heat can be used as solar thermal energy with important applications in space heating. On the other hand it can also be converted into the most useful form of energy, the electrical energy. The latter can be achieved with the use of solar photovoltaic cell. The efficiency of solar photovoltaic cells with single crystal silicon is about 13 % - 17%.[1],[3] High efficiency cells with concentrators are being manufactured which can operate with low sunlight intensities. India has an expanding solar energy sector namely 9 solar cell manufactures, 22 PV module manufactures, and 50 PV systems manufacturers. Therefore, technology resources exist in country and a growing market would lead to job growth in country. 2. GRID CONNECTED SOLAR SYSTEM The PV panel has low conversion efficiency. In order to improve the tracking efficiency of the PV system we had to use the MPPT algorithm. The MPPT will regulate the input side. By using the MPPT algorithm the output voltage will remains constant irrespective of the external conditions. The output of the MPPT is DC voltage. To perform the grid connection we have to convert it to AC. Here it uses the single phase inverter to convert the DC to AC. SPWM technique is used to perform the grid connection
  • 2. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 574 Fig 1 Block Diagram of PV System Fig 2 Equivalent circuit of solar cell 2.1 Solar Cell Panel Solar cell panel works on the basis of Photo voltaic effect.A solar cell consists of a semi-conductor where the front and reverse side have been processed (doped) so that the front side normally has a surplus of free electrons while the reverse side has a deficit.[3] Bound electrons in the solar cell can absorb a photon and thereby become mobile. Most of them will be caught by the field in the interface and transported to the front side of the cells.[3] If the front- and reverse side are connected with an electrical circuit, the electron can do useful work in a light bulb, electrical motor, and computer. Solar cells give an output voltage of approximately 0.3-0.6 V, depending on the technology[3][4]. The equivalent circuit of a solar cell is as shown in the figure 2. Solar panel can be modeled with the help of equation 1 and 2. I = Il − I0 e q V−IRS AkT − 1 − V − IRS RSH (1) I1 = λ 1000 ISC + k1 T − 25 (2) Where I = Solar cell output current I1 = Photo current I0 = Dark saturation current ISC = Short circuit current k = Boltzmann constant v = Solar cell output voltage q = Charge of electron T = Temperature in Kelvin A = Diode quality factor Λ = Irradiance The power generated by the PV cell is depend up on the temperature and the irradiance.[3][4] It is directly proportional to the irradiance and inversely proportional to temperature. This can be shown in the figure 3 ,4 2.2 Maximum Power Point Tracking Maximum Power Point Tracking (MPPT) is a method used to harness the maximum power from a solar panel. PV panel arrays are nonlinear in nature. [4][5][10]It depends up on factors like temperature and irradiance. MPPT will provide input voltage regulation. The MPPT algorithm is implemented on PV panel to improve efficiency of PV panel otherwise only less than50% Fig 3 Temperature and irradiance effect on P-V characteristics
  • 3. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 575 Fig 4 Temperature and irradiance effect on I-V characteristics of solar energy incident is converted to electrical energy. According to maximum power transfer theorem,the power output of a circuit is maximum when the Thevenin impedance of the circuit (source impedance) matches with the load impedance.[4][5] Hence our problem of tracking the maximum power point reduces to an impedance matching problem. By varying the duty cycle of the DC-DC converter we can able to match the source impedance with load impedance. The method is based on the Power versus Voltage characteristic of a solar panel shown in Fig. 3. The point on the curve where the power is maximized is called the Maximum Power Point (MPP) of the solar panel. By inserting a DC/DC converter between the solar panel and the load, the voltage of the solar panel can be controlled to be VMPPand thus deliver maximum power to the load. Another advantage of this technique is that, if an up/down converter is used for the maximum power point tracker; power can then be delivered to loads with higher or lower voltage than the solar panel, enabling new applications for the same solar panel. There are different techniques used to track the maximum power point. Few of the most popular techniques are, a) Open Voltage method:- b) Fractional Short Circuit Current methods c) Fractional Open Circuit Voltage method d) Perturb and Observe methods e) Incremental Conductance method f) Neural networks method g) Fuzzy logic method Here in this method fuzzy logic control is combined with the hill climbing method to eliminate the disadvantage of both the method. Fuzzy logic controller will take care of the dynamic characteristic[4],[5],[10] of the PV panel while hill climbing algorithm will take care of the static characteristic of the PV panel, that is fuzzy logic controller will used in the changing weather condition while hill climbing algorithm used in constant weather condition. This method will improve the tracking speed compare to the conventional methods of fuzzy logic and hill climbing method. In this proposed method change in power and change incurrent are taken as the input to the fuzzy logic controller while change in duty cycle is taken as the output of the fuzzy logic controller. The output thus obtained is given as the firing pulse of the boost converter and the boost converter will regulate the voltage. ∆P = P K − P K − 1 (3) ∆I = I K − I K − 1 (4) ∆D = D K − D K − 1 (5) Where ∆P = Change in power ∆I = Change in current ∆D = Change in duty cycle Inputs change in power and current and the output change in duty cycle are divided into four fuzzy subsets Negative Big (NB), Negative small (NS), Positive Big (PB), and Positive Small (PS) as shown in the figure,5,6. The fuzzy rule base are shown in the table1 as shown below. Mamdani’s method with Max-Min is used for the Fuzzy combination.[4][5] Defuzzification is the last stage of fuzzy controller. Center of Area Algorithm is used here for Defuzzification. Fig. 5. Membership function for inputs ∆P and ∆I Fig. 6. Membership function ∆D Table 1 Fuzzy rule base
  • 4. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 576 ∆I PB PS NB NS ∆P PB PB PB NB NB PS PS PS NS NS NB NB NB PB PB NS NS NS PS PS Fig 7 Boost Converter with MPPT Here in this paper uses the Boost converter as the DC-DC converter as shown in the figure 7. Boost Converter is a DC- DC converter for which output voltage is greater than input voltage. Thus the average voltage across the load is greater than the input voltage and is determined with help of the duty cycle of the gate pulse to the MOSFET switch.[4] Boost converter has two modes of operation. ON state mode of operation and OFF state mode of operation circuit diagram of this is shown in the figure 8,9. 𝑂𝑁 𝑆𝑇𝐴𝑇𝐸 𝐿 𝑑𝑖1 𝑑𝑡 = 𝑉𝑃𝑉 𝐶 𝑑𝑉0 𝑑𝑡 + 𝑉0 𝑅 = 0 (6) 𝑂𝐹𝐹 𝑆𝑇𝐴𝑇𝐸 𝐿 𝑑𝑖 𝑙 𝑑𝑡 + 𝑣0 = 𝑉𝑃𝑉 𝑖𝑙 − 𝐶 𝑑𝑣0 𝑑𝑡 + 𝑉0 𝑅 = 0 (7) Fig. 8. ON state operation Fig. 9. OFF state operation Fig. 10. Output power Fig.11. Output voltage 2.3 Grid Connection To perform the grid connection we have to convert the DC output obtained from the MPPT to AC and have to made the voltage same as that of the grid voltage. To convert the DC voltage to AC we use an inverter as shown in the figure 12. To maintain the voltage constant we have to use the SPWM which is shown in the figure 13. [9]The switches S1 and S2 will conduct at one instant to produce the positive half cycle. At the next instant S3 and S4 will conduct to perform the negative half cycle as shown in the figure 12. By using this inverter we will get a single phase AC so it is called as single phase inverter. With the help of the SPWM technique we can able to produce the gate signals for the switches. Here the sinusoidal wave generated is multiplied with the Vpeak and Ipeak..The voltage reference is then compared with the Vac. Current reference and voltage reference is added up. The signal thus obtained is compared with the Iac.[9] This is then compared with the triangular signal to form the gate signal for the Inverter. Output of grid connected system is shown in figure 14
  • 5. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 577 Fig 12 Inverter Fig 13 SPWM controller Fig. 14.Output of Grid connected system Fig 15 Overall system 3. LFC OF TWO AREA SYSTEM CONSIST OF PV SYSTEM AND THERMAL GENERATOR Changes in the power system load affect mainly the system frequency and real power.[8] The load frequency control mainly deals with the control of the system frequency and real power. Load frequency control is the basis of many advanced concepts of the large scale control of the power system. The reasons for keeping a strict limit on the system frequency variation were  The speed of the alternating current motors depends on the frequency of the power supply.  If the normal frequency id 50 Hertz and the system frequency falls below 47.5 Hertz or goes up above 52.5 Hertz then the blades of the turbine are likely to get damaged so as to prevent the stalling of the generator  The under frequency operation of the power transformer is not desirable. If we implement the PV panel alone will result in the load fluctuation.[6][7] At night we cannot able to access PV panel. It will also results in the voltage fluctuation. So we will incorporate PV panel with battery or other sources or generator. Here we are going to take the system of PV System with thermal generator as shown in figure 15 3.1 PV Panel Model In two area system model we have to create the transfer function model of the each system.[6][7] PV system consists of the PV panel, MPPT, Inverter, Filter. Transfer function model of the each unit has to find out and to create a single transfer function model. The transfer function model of the PV panel can be find out from the equation 1 and 2 Now we have to consider the MPPT. MPPT is done by the BOOST converter. We have to consider the ON state and OFF state mode of operation of[6] the boost converter. It is given by the equations 6,7. By combining all these equations we will get the transfer function model of the PV Panel. It is given in the equation 8 GBC= -18s+900 S2+ 100S+50 (8) The step input in the PV panel represents the change in irradiation and temperature. Fig 16 Transfer function model of PV panel 3.2 Thermal Generator The main parts in the power thermal generator are as shown below.  Generator  Turbine  Governor  Reheater We have to consider the transfer function model of the each unit to form the model.[6][7]
  • 6. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 578 Generator kG TGS+1 (9) Reheater 𝑘 𝑅 𝑇𝑅 𝑆 +1 𝑇𝐺 𝑆+1 (10) Governor 𝑘 𝐺𝑜 𝑇𝐺𝑜 𝑆+1 (11) Turbine 𝑘 𝑇 𝑇𝑇 𝑆+1 (12) The values of different parameters are shown in table below Table 2 Parameter values kG 120 kR .33 kT 1 kGo 1 TR 10 TT .3 TGo .08 TG 20 a12 -1 a22 -1 R .4 Β .8 Fig 17 Thermal generator model 3.3 PI Controller Fig 18 PI Controller model Fig. 19 Output of PV system Fig. 20 Output of Thermal generator 3.4 Fuzzy Logic Controller By introducing the fuzzy logic controller we can improve the settling time of the system. Here inputs taken are Area Controlled Error (ACE) and differential ACE. Output taken is the Gain (G). Inputs and outputs are taken as the membership functions. Each membership function is divided into five fuzzy subsets. The fuzzy subsets are given below. Positive Big (PB) Positive Small (PS) Zero (Z) Negative Big (NB) Negative Small (NS) PI Controller can be converted to fuzzy controller by introducing another block before the transfer function block. Mamdani fuzzy inference is used for the fuzzification. By varying the value of a we will get the required system. Fig. 21 Membership Function for ACE and Deferential ACE
  • 7. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 579 Fig. 22 Membership Function for Gain G Fig. 23 Block for conversion of PI to fuzzy Fig. 24 Output of Fuzzy based PV System Fig. 24 Output of Fuzzy based Thermal System Table 2 Fuzzy rule base for LFC ACEi dACEi/dt NB NS Z PS PB NB PB PB PB PS PS NS PB PB PS PS PS Z PS PS Z NS NS PS NS NS NS NB NB PB NS NS NB NB NB REFERENCES [1] P.Fairley, "Fukushima's positive impact [SpectralLines]," Spectrum, IEEE, vol. 48, no. 5, p. 8, May 2011 [2] G.Spagnuolo, "Renewable energy operation and conversion schemes," IEEE Ind. Electron. Mag. , vol. 4, no. 1, pp. 38-51, Mar. 2010. [3] D. Sonnenenergie, "Photovoltaic Basics, in Planning and installing photovoltaic systems: A guide forinstallers,architects,and engineers”, 2nd ed., Deutsche Gesellschaft für Sonnenenergie, Ed. London: Earthscan Publications Ltd., 2008, ch. 1, pp. 1-62 [4] Bader N. Alajmi, Khaled H. Ahmed, Stephen J. Finney, and Barry W. Williams “Fuzzy-Logic-Control Approach of a Modified Hill-Climbing Method for Maximum Power Point in Microgrid Standalone Photovoltaic System” IEEE TRANSACTIONS ON POWER ELECTRONICS, VOL. 26, NO. 4, APRIL 2011 [5] A. Al Nabulsi, R. Dhaouadi,”Fuzzy Logic Controller Based Perturb and Observe Maximum Power Point Tracking”, International Conference on Renewable Energies and Power Quality (ICREPQ’12) Santiago de Compostela (Spain), 28th to 30th March, 2012 [6] Seyed Ali Jeddi,Seyed Hamidreza Abbasi,Fereydoon Shabaninia, “ Load Frequency Control of Two Area Interconnected Power System (Thermal Generator and Solar PV) with PI and FGSPI Controller” The 16th CSI International Symposium on Artificial Intelligence and Signal Processing (AISP 2012) [7] Manoj Dattaa, Tomonobu Senjyu, Atsushi Yona and Toshihisa Funabashi, “A fuzzy based method for leveling output power fluctuations of photovoltaic- thermal hybrid power system” Renewable Energy Volume 36, Issue 6, June 2011, Pages 1693- 1703 [8] Sujit Bhat, Jishan Khatib, Sudheer Chincholi and Ramkrishna Pai, “Design and Analysis of Fuzzy Logic Controller for Load Frequency Control of Power System”, International Conference on Computing and
  • 8. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 580 Control Engineering (ICCCE 2012), 12 & 13 April, 2012 [9] Emanuel Serban, Helmine Serban, ” A Control Strategy for a Distributed Power Generation Microgrid Application with Voltage and Current Controlled Source Converter” Power Electronics, IEEE Transactions on, 25(12), 2981-2992. doi:10.1109/TPEL.2010.2050006 [10] G.S. Nhivekar, S.S. Nirmale, R.R. Mudholker, “Implementation of fuzzy logic control algorithm in embedded microcomputers for dedicated application” International Journal of Engineering, Science and Technology Vol. 3, No. 4, 2011, pp. 276-283 BIOGRAPHIES P G Student, Department of Electrical and Electronics Engineering, Vivekanandha college of Engineering for Women, Tiruchengode, Namakkal-637 205, Tamilnadu, India. H O D, Department of Electrical and Electronics Engineering, Vivekanandha college of Engineering for Women, Tiruchengode, Namakkal-637 205, Tamilnadu, India.