SlideShare uma empresa Scribd logo
1 de 9
Baixar para ler offline
International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print),
INTERNATIONAL JOURNAL OF ELECTRICAL ENGINEERING &
ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME
TECHNOLOGY (IJEET)
ISSN 0976 – 6545(Print)
ISSN 0976 – 6553(Online)
Volume 4, Issue 6, November - December (2013), pp. 74-82
© IAEME: www.iaeme.com/ijeet.asp
Journal Impact Factor (2013): 5.5028 (Calculated by GISI)

IJEET
©IAEME

www.jifactor.com

MPPT TECHNIQUE TO IMPROVE EFFICIENCY IN WIND-SOLAR
HYBRID SYSTEM
Aishwarya P. Mulmule,

Rambabu A. Vatti,

Pratik M. Porwal

Dept. of Electronics, Vishwakarma Institute of Technology, Pune, India

ABSTRACT
As the environmental conditions (temperature, irradiance) vary the power output of a solar
system differs which in turn reduces the efficiency of the system. This paper shows Maximum Power
Point Tracking (MPPT) as one of the techniques to improve the efficiency and reliability of the
Wind-Solar Hybrid System. The I-V characteristic of a solar cell is non-linear and has an exponential
relationship around the region of maximum power point. By tracking the point where dP/dV=0, the
power delivered can be optimized. A simple and extensively used Perturb and Observe method off
the different methods available for MPPT like perturb & observe, incremental conductance, current
sweep method is used and its implementation using simulation software PSIM is done. The paper
further describes various simulation software like VEE Pro, LabVIEW, Visual Basic, etc. needed for
graphically viewing the estimated results.
KEYWORDS: Maximum Power Point Tracking Algorithm (MPPT), Observe & Perturb, VEE Pro,
Wind and Solar Hybrid System.
I. INTRODUCTION
Solar energy is free of cost, virtually inexhaustible and doesn’t pollute the atmosphere.
Technological development has led to easy conversion of solar to electrical energy using photovoltaic
models (PV arrays). Maximum Power Point Technique (MPPT) is used for PV arrays. A boost is
being provided in the field of applications of PV generate systems in order to mitigate environmental
issues such as the green house effect and air pollution. Many MPPT algorithms and control schemes
of PV generate systems have been proposed in the literature, viz., the perturb and observe method
(P&O), the incremental conductance (IC) method, the constant voltage, and the current sweep
method. Although various methods of MPPT control have been proposed in existing literature, the
power generate efficiency is relatively low, and the total electric power generated in the grid by the
solar panel is always changing with weather conditions. Different solar panels have different
parameters with different thresholds and maximum values. If the weather conditions are same, the
74
International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print),
ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME

theoretical and simulated (estimated) results show that a piece of solar cell has maximum power at
that instant. Thus it is very important to acquire the actual efficiency, output power and threshold
value for a set of panel with the help of simulated results.
II. MPPT
A. What is MPPT?
In the Maximum Power Point Tracking (MPPT) technique power grid, inverters, solar battery
chargers and devices like photovoltaic cells solar panels where maximum power can be generated or
stored are interconnected. Solar irradiation, temperature and total resistance hold a complex
relationship which results in the I-V curve and I-V curve of solar panel gives relation between nonlinear output efficiency as shown in figure. By sampling the output of the cells and applying the
suitable resistance (load), the MPPT system obtains maximum power for any given environmental
condition [1]. MPPT devices are used in the electric power systems so it will give sufficient voltage
and current, its regulation and filtering for driving various loads like motor, including power grids,
batteries, or home appliances.
The I-V curve of cells have a single operating point. The maximum power (P=I*V) output is the
product of current and voltage at that operating point. From fig.1, we see that a photovoltaic cell,
primarily, acts as a constant current source(CCS). However, at maximum power point region of the
photovoltaic cell's , the current and voltage illustrate an inverse exponential relationship between each
other. The derivative (dI/dV) slope of the I-V curve is equal to the I/V ratio (where dP/dV=0) but
opposite in sign as derived under. This is known as the maximum power point (MPP) where slope of
the P Vs V curve is zero [1].
݀ܲ ൌ ݀ሺܸ ‫ ܫ כ‬ሻ
ܸ݀
ܸ݀
ௗ௉
ௗ௏

ൌ

For MPP, as

ூௗ௏
ௗ௏
ௗ௉
ௗ௏

൅

௏ௗூ
ௗ௏

ൌ‫ܫ‬൅

௏ௗூ
ௗ௏

……………… (1)

ൌ 0 , from equation (1)
ௗூ

‫ ܫ‬ൌ െܸ ௗ௏ …………………………. (2)

(a) Experimental data of KC200GT solar array
at different temperatures, nearly 1000 W/m2

(b) Experimental data of KC200GT
solar array at different irradiations, 25oC[3]

Fig. 1 Characteristics of a solar cell [3]
75
International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print),
ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME

B.

IMPORTANCE OF MPPT

In winter the amount of solar radiation received decreases because of the low angle of sun.
The solar modules have to be tilted in order to minimize power loss. One example demonstrating such
loss is the Recreational Vehicles (RV). Hence, use of MPPT to transfer more power is the
solution.The small increase in the power (in Watt) delivered by the system adds up to provide
tremendous energy (in kWh) in a year due to increased efficiency. MPPT gives the luxury of
connecting PV arrays in series to generate high voltages of 600 V DC for off-grid systems [2].
C.

DIFFERENT METHODS OF MPPT

The time complexity of the algorithm, the implementation cost and the ease of implementation
are the major factors responsible in the choice of algorithm. The different methods of MPPT as in [1]
are1. Perturb and observe method(p & o method)
The voltage is adjusted in steps by small amounts using a controller and power is calculated; if
the power increases, voltage is increased in the same direction. If power decreases the direction of
voltage increment is reversed. This is known as the perturb and observe method. The tracker oscillates
about the MPP which may lead to oscillations in power output. It is also referred to as a hill
climbing method.
2. Incremental conductance method
The incremental conductance of the photovoltaic cells(array) is used to decide the sign of
(dP/dV) ratio. The dynamic conductance (I∆ / V∆) is compared to the static conductance (I / V).This
helps in computing the MPP. When these two are equal (I / V = I∆ / V∆), the output voltage is the
Maximum power point voltage. The controller maintains this voltage but as the irradiation changes
the process is repeated. This method calculates MMP more rapidly when compared to p & o method
and requires more mathematics to be done by the controller. However, this method too gives
oscillations in the output.
3. Current sweep method
The I-V characteristic of the PV array is obtained and updated at fixed time intervals using a
sweep waveform for the PV array current. This characteristic curve gives the MPP voltage at the
same intervals.
4. Constant voltage method
In the constant voltage MPPT method, the power delivered to the load is interrupted for a
short time or temporarily and the open-circuit voltage is measured. Witj the help of modelling or
empirial method, the maximum power point(MPP) is measured to be 0.76 percent of open-circuit
voltage Voc calculated above. This voltage is maintained by the controller by constantly matching it to
the fixed reference voltage Vref =x*Voc. The value of Vref may be selected with the aim of achieving
optimal performance relative to other factors as well as the MPP.However, the central idea in this
technique is that Vref is determined as a ratio to VOC. This method is also called as the open voltage
method.
III. MPPT AND P&O METHOD
A. Importance of P & O method
The P&O MPPT algorithm is mostly used due to its ease of implementation. It makes use of
only one type of sensor which is a voltage sensor. The time complexity of the algorithm is also very
low.
76
International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print),
ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME

B. P & O method
Perturb and observe method is widely used in this method. We check current and voltage at
every instant in PV model and track the maximum point in the graph by equating slope to 0
(dP/dV=0). The previous power sample dictates the increments or decrements of reference current or
voltage and thus next array output power. Fig. 2 shows MPP on the P-V curve of the solar cell for
three different values of irradiance.

Fig.2 I-V and P-V characteristic for a photovoltaic device for different irradiance.[4]
Author in paper [4] developed flow chart for the algorithm as follows :

77
International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print),
ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME

According to the algorithm, by calculating instantaneous current and voltage, the power is
found out and compared with the previous value of power. If found greater, the instantaneous voltage
is also compared in a similar fashion. If V(k)>V(k-1) then dP/dV >0 i.e. tracker is on the left hand
side of the MPP. The tracker is perturbed towards the MPP by incrementing voltage by an amount v.
If the increment value is small along with a low sampling rate, the dynamic response is low [3].
However, low increments are a must to minimize the steady state error because the operating point
oscillates about the MPP. Large increments would oscillate the point to larger “amplitudes”. The
response of the converter to large voltage or current variations will introduce oscillations and cause
overshoot. The settling time of the converter also confuses the algorithm. Very low increments
would make the algorithm too slow and take long to determine the MPP. The algorithm speed may
be increased by taking the samples at a higher rate. So one must find a middle ground between the
increment and the sampling rate in the P&O method[3].
IV. SIMULATION OF MPPT ALGORITHM USING PSIM
A. What is PSIM ?
Powersim (PSIM) is a fast simulation software used at circuit level or system level with a
friendly user interface [5]. It is especially used in simulation of power converters and control circuits.
The PSIM simulation package consists of three programs: circuit schematic editor SIMCAD, PSIM
simulator, and waveform processing program SIMVIEW. Simview display helps in evaluating the
different waveform results. Psim version 9 introduced new wind and solar modules for renewable
energy simulation needs. Parameter data from datasheets can be stored in Psim for comparing with the
results. Similarly wind module works along with the motor drive module[6].
B. Solar models in Psim
Functional solar module works with only a few inputs from the user but doesn’t consider
temperature and light intensity changes. The physical solar module, on the other hand, gives this
functionality.

Fig. 3 Physical model of solar cell [7]

Fig. 4 Characteristics of solar cell (Physical model)

78
International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print),
ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME

Fig. 5 Functional model of solar cell [7]

Fig. 6 Characteristics of solar cell (Functional model)

D. IMPLEMENTATION OF MPPT IN PSIM AND ITS OUTPUT

Fig.7 Simulation Model of Perturb & Observe Algorithm for MPPT

Fig. 8 (a) Pmax and Po, (b) Vcell, (c) Vload

Fig. 9 Icell

79
International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print),
ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME

V. SIMULATION SOFTWARE FOR GUI
A. VEE-PRO
VEE was formerly an abbreviation for Visual Engineering Environment and was developed by
HP. They designated it as HP VEE. It was later renamed as Agilent VEE. It provides a graphical
programming environment which offers fast measurement and analysis results. The operating system
for VEE Pro is Microsoft windows. Different versions of VEE released are compatible with the latest
OS. In VEE user only needs to create objects in the form of block diagrams from pull-down menus
and link them using wires in the way the program flows. The development time is reduced as the
software focuses on building powerful programs through graphical user interface (GUI) instead of
writing hundreds of lines of complex code. In VEE Pro programming objects (devices) are created
which consist of different pins, viz., data pins, sequence pins, execute pins (XEQ), control pins and
error pins. The input pins are on the left side of the object and the output pins are on the right. If the
flow is from the output pin of object A to input pin of object B then A and B are said to be connected.
A single output pin can be multiplexed but a maximum of one connection line can be made an input to
an input pin. The data input pins and execute pins connection is must. Control pins and output pins
can be left unconnected. The data flow through objects is from left to right at the same time as the
sequence flow is from top to bottom.Instrumentation from non-Agilent manufacturers can be
interfaced in Agilent VEE giving flexibility, expandability and compatibility with the latest industry
standards. Devices of National Instruments (NI) like niDAQ can be used in Agilent whereas
simulation software LABView provided by NI doesn’t give this functionality for Agilent devices.

Fig. 10 Example of a program flow [8]
The built-in ACTIVEX automation server provides an environment for interaction with
different software like EXCEL, WORD, OUTLOOK, ACCESS, etc. Agilent VEE comes with the
facility of exchanging data with excel to form spreadsheets and save data as shown in fig. 11 and 12.
We have used VEE Pro to generate excel sheets of data like wind speed, wind direction, temperature,
etc required in the project. The in-built functions in VEE like those in MATLAB enable quick
analysis of waveforms. About 1800 MATLAB functions are available through MATLAB scripts.
Agilent VEE we can supervise program remotely because of built in web server. Agilent VEE Pro is
incorporated with Microsoft .NET Framework (Common Language Runtime and Framework Class
Libraries) that provides you with a host of functions and controls that add to your program[8].

80
International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print),
ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME

Fig. 11 Pull-down menu for excel options[8]

Fig. 12 An excel sheet with data [8]

B. LAB-VIEW
LabVIEW (Laboratory Virtual Instrument Engineering Workbench) is a system-design
platform. It is a development environment for GUIs from National Instruments (NI).It is also a
dataflow programming language. The programs or subroutines are known as virtual instruments (VIs).
Each VI is made of following three components: 1) block diagram, 2) front panel and 3) connector
panel. The front panel is made up of controls (inputs) and indicators (outputs). The back panel i.e. the
block diagram contains the graphical source code, structures and functions [9]. LabVIEW also
provides extensive instrumentation hardware support and drivers and abstraction layers for them. It
offers an interface to .NET Framework assemblies. LabVIEW package provides large number of
functions and graphical interface elements. It is also compatible with MATLAB. However, the third
party standards committee such as ANSI, IEEE, ISO, etc. do not manage or specify LabVIEW. There
is no LabVIEW 2011 student license available for Linux. It has a few runtime environment problems.

Fig. 13 Workspace of LabVIEW [9]

C. VISUAL BASIC
Developed by Microsoft, it is derived from BASIC and gives rapid application development
(RAD) of graphical user interface (GUI) applications. In VB (visual basic), the components are
arranged visually and then given required controls, inputs, outputs and actions to be taken on them are
specified. A few lines of code is written additionally which increases with the complexity of the GUI.
81
International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print),
ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME

The COM components can be written in different languages and then integrated using VB[10].
Programs written in VB cannot be transferred to other operating systems easily. Execution is slow in
visual basic.
VI. CONCLUSION
The efficiency of the solar PV panel can be increased by using the perturb & observe method
of MPPT technique. In this method, the MPP is tracked by comparing power and voltage at a
particular instant and its previous instant. Using appropriate increment or decrement value of voltage,
the dP/dV =0 condition is met. For the simulation of MPPT algorithm PSim software can be used.
Agilent VEE Pro proves helpful in generating user friendly GUIs. It can be used in the hybrid system
to view the results, data and generate related excel sheets. Agilent VEE also has a built-in web server
which allows you to monitor your program remotely.
VII. REFERENCES
1)

2)
3)

4)
5)
6)
7)
8)
9)
10)
11)

12)

13)

M. C. Cavalcanti, K. C. Oliveira, G. M. S. Azevedo, and F. A. S. Neves. Comparative study of
maximum power point tracking techniques for photovoltaic systems. Brazilian Journal of
Power Electronics, SOBRAEP, 12(2):163–171, 2007.
N. Femia, G. Petrone, G. Spagnuolo, and M. Vitelli. Optimizing sampling rate of P&O mppt
technique. In IEEE PESC’04, vol. 3, 2004.
M. G. Villalva, J. R. Gazoli, and E. Ruppert F. Comprehensive approach to modeling and
simulation of photovoltaic arrays. IEEE Transactions on Power Electronics, vol. 25, no. 5, pp.
1198–1208, 2009.
Analysis and Simulation of the P&O MPPT Algorithm Using a Linearized PV Array Model
Marcelo G. Villalva, Ernesto Ruppert F.
http://www.psim-europe.com/psim_whyuse.php,accessed on 7-11-2013.
http://powersimtech.com/products/psim-modules/renewable-energy/ , accessed on 7-11-2013.
PSim renewable energy free demo video- http://www.youtube.com/watch?v=GSUdCVS6rcE,
accessed on 7-11-2013
User manual of VEE Pro 8.5, april 18, 2008, Part Number 5989-6002EN
LabVIEWTM User Manual, National Instruments, April 2003 Edition, Part Number
320999E-01
Microsoft Basic Logical Expression Evaluation. Vb.mvps.org. Retrieved 2009-06-16.
Anto Joseph, Nagarajan and Antony Mary, “A Multi Converter Based Pure Solar Energy
System with High Efficiency MPPT Controller”, International Journal of Electrical
Engineering & Technology (IJEET), Volume 4, Issue 4, 2013, pp. 205 - 212, ISSN Print:
0976-6545, ISSN Online: 0976-6553.
M D Goudar, B. P. Patil and V. Kumar, “A Review of Improved Maximum Peak Power
Tracking Algorithms for Photovoltaic Systems”, International Journal of Electrical
Engineering & Technology (IJEET), Volume 1, Issue 1, 2010, pp. 85 - 107, ISSN Print:
0976-6545, ISSN Online: 0976-6553.
Minakshi DebBarma, Sumita Deb and Champa Nandi, “Maximum Photovoltaic Power
Tracking using Perturb & Observe Algorithm in Matlab/Simulink Environment”, International
Journal of Electrical Engineering & Technology (IJEET), Volume 1, Issue 1, 2010,
pp. 71 - 84, ISSN Print: 0976-6545, ISSN Online: 0976-6553.

82

Mais conteúdo relacionado

Mais procurados

MAXIMUM POWER POINT TRACKING WITH ARTIFICIAL NEURAL NET WORK
MAXIMUM POWER POINT TRACKING WITH ARTIFICIAL NEURAL NET WORKMAXIMUM POWER POINT TRACKING WITH ARTIFICIAL NEURAL NET WORK
MAXIMUM POWER POINT TRACKING WITH ARTIFICIAL NEURAL NET WORKIAEME Publication
 
Modeling and Simulation of Wind Energy Conversion System Interconnected with ...
Modeling and Simulation of Wind Energy Conversion System Interconnected with ...Modeling and Simulation of Wind Energy Conversion System Interconnected with ...
Modeling and Simulation of Wind Energy Conversion System Interconnected with ...idescitation
 
Enhanced MPPT Technique For DC-DC Luo Converter Using Model Predictive Contro...
Enhanced MPPT Technique For DC-DC Luo Converter Using Model Predictive Contro...Enhanced MPPT Technique For DC-DC Luo Converter Using Model Predictive Contro...
Enhanced MPPT Technique For DC-DC Luo Converter Using Model Predictive Contro...IJERD Editor
 
MPPT-Based Control Algorithm for PV System Using iteration-PSO under Irregula...
MPPT-Based Control Algorithm for PV System Using iteration-PSO under Irregula...MPPT-Based Control Algorithm for PV System Using iteration-PSO under Irregula...
MPPT-Based Control Algorithm for PV System Using iteration-PSO under Irregula...AZOJETE UNIMAID
 
Tracking of Maximum Power from Wind Using Fuzzy Logic Controller Based On PMSG
Tracking of Maximum Power from Wind Using Fuzzy Logic  Controller Based On PMSGTracking of Maximum Power from Wind Using Fuzzy Logic  Controller Based On PMSG
Tracking of Maximum Power from Wind Using Fuzzy Logic Controller Based On PMSGIJMER
 
Modeling and Simulation of PV Array in Matlab/Simulink for Comparison of Pert...
Modeling and Simulation of PV Array in Matlab/Simulink for Comparison of Pert...Modeling and Simulation of PV Array in Matlab/Simulink for Comparison of Pert...
Modeling and Simulation of PV Array in Matlab/Simulink for Comparison of Pert...IRJET Journal
 
Comparison of Maximum Power Point Technique for Solar Photovoltaic Array
Comparison of Maximum Power Point Technique for Solar Photovoltaic ArrayComparison of Maximum Power Point Technique for Solar Photovoltaic Array
Comparison of Maximum Power Point Technique for Solar Photovoltaic ArrayIRJET Journal
 
Comparison between neural network and P&O method in optimizing MPPT control f...
Comparison between neural network and P&O method in optimizing MPPT control f...Comparison between neural network and P&O method in optimizing MPPT control f...
Comparison between neural network and P&O method in optimizing MPPT control f...IJECEIAES
 
IRJET- Maximum Power Point Tracking of PV System by Particle Swarm Optimi...
IRJET-  	  Maximum Power Point Tracking of PV System by Particle Swarm Optimi...IRJET-  	  Maximum Power Point Tracking of PV System by Particle Swarm Optimi...
IRJET- Maximum Power Point Tracking of PV System by Particle Swarm Optimi...IRJET Journal
 
Attou. photovoltaic grid Boost Converter
Attou. photovoltaic grid Boost ConverterAttou. photovoltaic grid Boost Converter
Attou. photovoltaic grid Boost ConverterAttou
 
Simulation of Optimal Control Strategy for a Solar Photovoltaic Power System
Simulation of Optimal Control Strategy for a Solar Photovoltaic Power SystemSimulation of Optimal Control Strategy for a Solar Photovoltaic Power System
Simulation of Optimal Control Strategy for a Solar Photovoltaic Power Systemijtsrd
 
Simulation of incremental conductance mppt with
Simulation of incremental conductance mppt withSimulation of incremental conductance mppt with
Simulation of incremental conductance mppt witheSAT Publishing House
 
PI Controller based MPPT for a PV System
PI Controller based MPPT for a PV SystemPI Controller based MPPT for a PV System
PI Controller based MPPT for a PV SystemIOSR Journals
 
2013 a comparative_study_on_mppt_techniques_for_pv_power_systems-libre
2013 a comparative_study_on_mppt_techniques_for_pv_power_systems-libre2013 a comparative_study_on_mppt_techniques_for_pv_power_systems-libre
2013 a comparative_study_on_mppt_techniques_for_pv_power_systems-libreSathiya kumar
 
Improvement of grid connected photovoltaic system using artificial neural net...
Improvement of grid connected photovoltaic system using artificial neural net...Improvement of grid connected photovoltaic system using artificial neural net...
Improvement of grid connected photovoltaic system using artificial neural net...ijscmcj
 
Hybrid approach to maximum peak power
Hybrid approach to maximum peak powerHybrid approach to maximum peak power
Hybrid approach to maximum peak powerprj_publication
 
MAXIMUM POWER POINT TRACKING METHODS OF PV SYSTEM
MAXIMUM POWER POINT TRACKING METHODS OF PV SYSTEM MAXIMUM POWER POINT TRACKING METHODS OF PV SYSTEM
MAXIMUM POWER POINT TRACKING METHODS OF PV SYSTEM ijiert bestjournal
 

Mais procurados (20)

MAXIMUM POWER POINT TRACKING WITH ARTIFICIAL NEURAL NET WORK
MAXIMUM POWER POINT TRACKING WITH ARTIFICIAL NEURAL NET WORKMAXIMUM POWER POINT TRACKING WITH ARTIFICIAL NEURAL NET WORK
MAXIMUM POWER POINT TRACKING WITH ARTIFICIAL NEURAL NET WORK
 
Modeling and Simulation of Wind Energy Conversion System Interconnected with ...
Modeling and Simulation of Wind Energy Conversion System Interconnected with ...Modeling and Simulation of Wind Energy Conversion System Interconnected with ...
Modeling and Simulation of Wind Energy Conversion System Interconnected with ...
 
Maximum power point tracking of partially shading PV system using cuckoo sear...
Maximum power point tracking of partially shading PV system using cuckoo sear...Maximum power point tracking of partially shading PV system using cuckoo sear...
Maximum power point tracking of partially shading PV system using cuckoo sear...
 
Enhanced MPPT Technique For DC-DC Luo Converter Using Model Predictive Contro...
Enhanced MPPT Technique For DC-DC Luo Converter Using Model Predictive Contro...Enhanced MPPT Technique For DC-DC Luo Converter Using Model Predictive Contro...
Enhanced MPPT Technique For DC-DC Luo Converter Using Model Predictive Contro...
 
MPPT-Based Control Algorithm for PV System Using iteration-PSO under Irregula...
MPPT-Based Control Algorithm for PV System Using iteration-PSO under Irregula...MPPT-Based Control Algorithm for PV System Using iteration-PSO under Irregula...
MPPT-Based Control Algorithm for PV System Using iteration-PSO under Irregula...
 
An Advanced MPPT Based on Artificial Bee Colony Algorithm for MPPT Photovolta...
An Advanced MPPT Based on Artificial Bee Colony Algorithm for MPPT Photovolta...An Advanced MPPT Based on Artificial Bee Colony Algorithm for MPPT Photovolta...
An Advanced MPPT Based on Artificial Bee Colony Algorithm for MPPT Photovolta...
 
Tracking of Maximum Power from Wind Using Fuzzy Logic Controller Based On PMSG
Tracking of Maximum Power from Wind Using Fuzzy Logic  Controller Based On PMSGTracking of Maximum Power from Wind Using Fuzzy Logic  Controller Based On PMSG
Tracking of Maximum Power from Wind Using Fuzzy Logic Controller Based On PMSG
 
Modeling and Simulation of PV Array in Matlab/Simulink for Comparison of Pert...
Modeling and Simulation of PV Array in Matlab/Simulink for Comparison of Pert...Modeling and Simulation of PV Array in Matlab/Simulink for Comparison of Pert...
Modeling and Simulation of PV Array in Matlab/Simulink for Comparison of Pert...
 
Comparison of Maximum Power Point Technique for Solar Photovoltaic Array
Comparison of Maximum Power Point Technique for Solar Photovoltaic ArrayComparison of Maximum Power Point Technique for Solar Photovoltaic Array
Comparison of Maximum Power Point Technique for Solar Photovoltaic Array
 
Comparison between neural network and P&O method in optimizing MPPT control f...
Comparison between neural network and P&O method in optimizing MPPT control f...Comparison between neural network and P&O method in optimizing MPPT control f...
Comparison between neural network and P&O method in optimizing MPPT control f...
 
IRJET- Maximum Power Point Tracking of PV System by Particle Swarm Optimi...
IRJET-  	  Maximum Power Point Tracking of PV System by Particle Swarm Optimi...IRJET-  	  Maximum Power Point Tracking of PV System by Particle Swarm Optimi...
IRJET- Maximum Power Point Tracking of PV System by Particle Swarm Optimi...
 
Attou. photovoltaic grid Boost Converter
Attou. photovoltaic grid Boost ConverterAttou. photovoltaic grid Boost Converter
Attou. photovoltaic grid Boost Converter
 
Simulation of Optimal Control Strategy for a Solar Photovoltaic Power System
Simulation of Optimal Control Strategy for a Solar Photovoltaic Power SystemSimulation of Optimal Control Strategy for a Solar Photovoltaic Power System
Simulation of Optimal Control Strategy for a Solar Photovoltaic Power System
 
Simulation of incremental conductance mppt with
Simulation of incremental conductance mppt withSimulation of incremental conductance mppt with
Simulation of incremental conductance mppt with
 
PI Controller based MPPT for a PV System
PI Controller based MPPT for a PV SystemPI Controller based MPPT for a PV System
PI Controller based MPPT for a PV System
 
2013 a comparative_study_on_mppt_techniques_for_pv_power_systems-libre
2013 a comparative_study_on_mppt_techniques_for_pv_power_systems-libre2013 a comparative_study_on_mppt_techniques_for_pv_power_systems-libre
2013 a comparative_study_on_mppt_techniques_for_pv_power_systems-libre
 
Improvement of grid connected photovoltaic system using artificial neural net...
Improvement of grid connected photovoltaic system using artificial neural net...Improvement of grid connected photovoltaic system using artificial neural net...
Improvement of grid connected photovoltaic system using artificial neural net...
 
Hybrid approach to maximum peak power
Hybrid approach to maximum peak powerHybrid approach to maximum peak power
Hybrid approach to maximum peak power
 
Australia 2
Australia 2Australia 2
Australia 2
 
MAXIMUM POWER POINT TRACKING METHODS OF PV SYSTEM
MAXIMUM POWER POINT TRACKING METHODS OF PV SYSTEM MAXIMUM POWER POINT TRACKING METHODS OF PV SYSTEM
MAXIMUM POWER POINT TRACKING METHODS OF PV SYSTEM
 

Semelhante a IJEET - MPPT Technique to Improve Efficiency in Wind-Solar Hybrid System

An Experimental Study of P&O MPPT Control for Photovoltaic Systems
An Experimental Study of P&O MPPT Control for Photovoltaic SystemsAn Experimental Study of P&O MPPT Control for Photovoltaic Systems
An Experimental Study of P&O MPPT Control for Photovoltaic SystemsIJPEDS-IAES
 
Attou pub pv_mppt
Attou pub pv_mpptAttou pub pv_mppt
Attou pub pv_mpptAttou
 
A REVIEW OF VARIOUS MPPT TECHNIQUES FOR PHOTOVOLTAIC SYSTEM
A REVIEW OF VARIOUS MPPT TECHNIQUES FOR PHOTOVOLTAIC SYSTEMA REVIEW OF VARIOUS MPPT TECHNIQUES FOR PHOTOVOLTAIC SYSTEM
A REVIEW OF VARIOUS MPPT TECHNIQUES FOR PHOTOVOLTAIC SYSTEMijiert bestjournal
 
SIMULATION AND ANALYSIS OF DIFFERENT MPPT ALGORITHMS FOR PV SYSTEM
SIMULATION AND ANALYSIS OF DIFFERENT MPPT ALGORITHMS FOR PV SYSTEMSIMULATION AND ANALYSIS OF DIFFERENT MPPT ALGORITHMS FOR PV SYSTEM
SIMULATION AND ANALYSIS OF DIFFERENT MPPT ALGORITHMS FOR PV SYSTEMIAEME Publication
 
An Improved Constant Voltage Based MPPT Technique for PMDC Motor
An Improved Constant Voltage Based MPPT Technique for PMDC MotorAn Improved Constant Voltage Based MPPT Technique for PMDC Motor
An Improved Constant Voltage Based MPPT Technique for PMDC MotorIAES-IJPEDS
 
Performance enhancement of maximum power point tracking for grid-connected ph...
Performance enhancement of maximum power point tracking for grid-connected ph...Performance enhancement of maximum power point tracking for grid-connected ph...
Performance enhancement of maximum power point tracking for grid-connected ph...TELKOMNIKA JOURNAL
 
Design of Hybrid Solar Wind Energy System in a Microgrid with MPPT Techniques
Design of Hybrid Solar Wind Energy System in a Microgrid with MPPT Techniques Design of Hybrid Solar Wind Energy System in a Microgrid with MPPT Techniques
Design of Hybrid Solar Wind Energy System in a Microgrid with MPPT Techniques IJECEIAES
 
Improving efficiency of Photovoltaic System with Neural Network Based MPPT Co...
Improving efficiency of Photovoltaic System with Neural Network Based MPPT Co...Improving efficiency of Photovoltaic System with Neural Network Based MPPT Co...
Improving efficiency of Photovoltaic System with Neural Network Based MPPT Co...IJMER
 
Analysis of Double Moving Average Power Smoothing Methods for Photovoltaic Sy...
Analysis of Double Moving Average Power Smoothing Methods for Photovoltaic Sy...Analysis of Double Moving Average Power Smoothing Methods for Photovoltaic Sy...
Analysis of Double Moving Average Power Smoothing Methods for Photovoltaic Sy...IRJET Journal
 
Performance evaluation of Maximum Power Point Tracking algorithm with buck dc...
Performance evaluation of Maximum Power Point Tracking algorithm with buck dc...Performance evaluation of Maximum Power Point Tracking algorithm with buck dc...
Performance evaluation of Maximum Power Point Tracking algorithm with buck dc...IJERA Editor
 
IRJET- Classification and Comparison of Maximum Power Point Tracking Algo...
IRJET-  	  Classification and Comparison of Maximum Power Point Tracking Algo...IRJET-  	  Classification and Comparison of Maximum Power Point Tracking Algo...
IRJET- Classification and Comparison of Maximum Power Point Tracking Algo...IRJET Journal
 
Modeling and Simulation of Fuzzy Logic based Maximum Power Point Tracking (MP...
Modeling and Simulation of Fuzzy Logic based Maximum Power Point Tracking (MP...Modeling and Simulation of Fuzzy Logic based Maximum Power Point Tracking (MP...
Modeling and Simulation of Fuzzy Logic based Maximum Power Point Tracking (MP...IJECEIAES
 
Modeling and Simulation of Solar Photovoltaic System
Modeling and Simulation of Solar Photovoltaic SystemModeling and Simulation of Solar Photovoltaic System
Modeling and Simulation of Solar Photovoltaic Systemijtsrd
 

Semelhante a IJEET - MPPT Technique to Improve Efficiency in Wind-Solar Hybrid System (20)

PV array connected to the grid with the implementation of MPPT algorithms (IN...
PV array connected to the grid with the implementation of MPPT algorithms (IN...PV array connected to the grid with the implementation of MPPT algorithms (IN...
PV array connected to the grid with the implementation of MPPT algorithms (IN...
 
An Experimental Study of P&O MPPT Control for Photovoltaic Systems
An Experimental Study of P&O MPPT Control for Photovoltaic SystemsAn Experimental Study of P&O MPPT Control for Photovoltaic Systems
An Experimental Study of P&O MPPT Control for Photovoltaic Systems
 
Attou pub pv_mppt
Attou pub pv_mpptAttou pub pv_mppt
Attou pub pv_mppt
 
40220140504010
4022014050401040220140504010
40220140504010
 
Adaptive Neuro-Fuzzy Inference System-based Improvement of Perturb and Observ...
Adaptive Neuro-Fuzzy Inference System-based Improvement of Perturb and Observ...Adaptive Neuro-Fuzzy Inference System-based Improvement of Perturb and Observ...
Adaptive Neuro-Fuzzy Inference System-based Improvement of Perturb and Observ...
 
A REVIEW OF VARIOUS MPPT TECHNIQUES FOR PHOTOVOLTAIC SYSTEM
A REVIEW OF VARIOUS MPPT TECHNIQUES FOR PHOTOVOLTAIC SYSTEMA REVIEW OF VARIOUS MPPT TECHNIQUES FOR PHOTOVOLTAIC SYSTEM
A REVIEW OF VARIOUS MPPT TECHNIQUES FOR PHOTOVOLTAIC SYSTEM
 
Maximum power control for photovoltaic system using intelligent strategies
Maximum power control for photovoltaic system using intelligent strategiesMaximum power control for photovoltaic system using intelligent strategies
Maximum power control for photovoltaic system using intelligent strategies
 
SIMULATION AND ANALYSIS OF DIFFERENT MPPT ALGORITHMS FOR PV SYSTEM
SIMULATION AND ANALYSIS OF DIFFERENT MPPT ALGORITHMS FOR PV SYSTEMSIMULATION AND ANALYSIS OF DIFFERENT MPPT ALGORITHMS FOR PV SYSTEM
SIMULATION AND ANALYSIS OF DIFFERENT MPPT ALGORITHMS FOR PV SYSTEM
 
A new High Speed and Accurate FPGA-based Maximum Power Point Tracking Method ...
A new High Speed and Accurate FPGA-based Maximum Power Point Tracking Method ...A new High Speed and Accurate FPGA-based Maximum Power Point Tracking Method ...
A new High Speed and Accurate FPGA-based Maximum Power Point Tracking Method ...
 
R050801280132
R050801280132R050801280132
R050801280132
 
Comparative study of new MPPT control approaches for a photovoltaic system
Comparative study of new MPPT control approaches for a photovoltaic systemComparative study of new MPPT control approaches for a photovoltaic system
Comparative study of new MPPT control approaches for a photovoltaic system
 
An Improved Constant Voltage Based MPPT Technique for PMDC Motor
An Improved Constant Voltage Based MPPT Technique for PMDC MotorAn Improved Constant Voltage Based MPPT Technique for PMDC Motor
An Improved Constant Voltage Based MPPT Technique for PMDC Motor
 
Performance enhancement of maximum power point tracking for grid-connected ph...
Performance enhancement of maximum power point tracking for grid-connected ph...Performance enhancement of maximum power point tracking for grid-connected ph...
Performance enhancement of maximum power point tracking for grid-connected ph...
 
Design of Hybrid Solar Wind Energy System in a Microgrid with MPPT Techniques
Design of Hybrid Solar Wind Energy System in a Microgrid with MPPT Techniques Design of Hybrid Solar Wind Energy System in a Microgrid with MPPT Techniques
Design of Hybrid Solar Wind Energy System in a Microgrid with MPPT Techniques
 
Improving efficiency of Photovoltaic System with Neural Network Based MPPT Co...
Improving efficiency of Photovoltaic System with Neural Network Based MPPT Co...Improving efficiency of Photovoltaic System with Neural Network Based MPPT Co...
Improving efficiency of Photovoltaic System with Neural Network Based MPPT Co...
 
Analysis of Double Moving Average Power Smoothing Methods for Photovoltaic Sy...
Analysis of Double Moving Average Power Smoothing Methods for Photovoltaic Sy...Analysis of Double Moving Average Power Smoothing Methods for Photovoltaic Sy...
Analysis of Double Moving Average Power Smoothing Methods for Photovoltaic Sy...
 
Performance evaluation of Maximum Power Point Tracking algorithm with buck dc...
Performance evaluation of Maximum Power Point Tracking algorithm with buck dc...Performance evaluation of Maximum Power Point Tracking algorithm with buck dc...
Performance evaluation of Maximum Power Point Tracking algorithm with buck dc...
 
IRJET- Classification and Comparison of Maximum Power Point Tracking Algo...
IRJET-  	  Classification and Comparison of Maximum Power Point Tracking Algo...IRJET-  	  Classification and Comparison of Maximum Power Point Tracking Algo...
IRJET- Classification and Comparison of Maximum Power Point Tracking Algo...
 
Modeling and Simulation of Fuzzy Logic based Maximum Power Point Tracking (MP...
Modeling and Simulation of Fuzzy Logic based Maximum Power Point Tracking (MP...Modeling and Simulation of Fuzzy Logic based Maximum Power Point Tracking (MP...
Modeling and Simulation of Fuzzy Logic based Maximum Power Point Tracking (MP...
 
Modeling and Simulation of Solar Photovoltaic System
Modeling and Simulation of Solar Photovoltaic SystemModeling and Simulation of Solar Photovoltaic System
Modeling and Simulation of Solar Photovoltaic System
 

Mais de IAEME Publication

IAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdfIAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdfIAEME Publication
 
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...IAEME Publication
 
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSA STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSIAEME Publication
 
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSBROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSIAEME Publication
 
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSDETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSIAEME Publication
 
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSIAEME Publication
 
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOVOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOIAEME Publication
 
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IAEME Publication
 
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYVISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYIAEME Publication
 
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...IAEME Publication
 
GANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEGANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEIAEME Publication
 
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...IAEME Publication
 
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...IAEME Publication
 
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...IAEME Publication
 
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...IAEME Publication
 
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...IAEME Publication
 
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...IAEME Publication
 
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...IAEME Publication
 
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...IAEME Publication
 
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTA MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTIAEME Publication
 

Mais de IAEME Publication (20)

IAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdfIAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdf
 
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
 
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSA STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
 
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSBROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
 
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSDETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
 
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
 
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOVOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
 
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
 
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYVISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
 
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
 
GANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEGANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICE
 
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
 
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
 
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
 
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
 
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
 
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
 
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
 
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
 
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTA MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
 

Último

KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...Any kyc Account
 
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptxB.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptxpriyanshujha201
 
It will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayIt will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayNZSG
 
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature SetCreating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature SetDenis Gagné
 
Progress Report - Oracle Database Analyst Summit
Progress  Report - Oracle Database Analyst SummitProgress  Report - Oracle Database Analyst Summit
Progress Report - Oracle Database Analyst SummitHolger Mueller
 
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876dlhescort
 
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdfRenandantas16
 
Best Basmati Rice Manufacturers in India
Best Basmati Rice Manufacturers in IndiaBest Basmati Rice Manufacturers in India
Best Basmati Rice Manufacturers in IndiaShree Krishna Exports
 
Monte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSMMonte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSMRavindra Nath Shukla
 
The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyThe Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyEthan lee
 
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesMysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesDipal Arora
 
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...amitlee9823
 
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Delhi Call girls
 
Understanding the Pakistan Budgeting Process: Basics and Key Insights
Understanding the Pakistan Budgeting Process: Basics and Key InsightsUnderstanding the Pakistan Budgeting Process: Basics and Key Insights
Understanding the Pakistan Budgeting Process: Basics and Key Insightsseri bangash
 
Event mailer assignment progress report .pdf
Event mailer assignment progress report .pdfEvent mailer assignment progress report .pdf
Event mailer assignment progress report .pdftbatkhuu1
 
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...Aggregage
 
Grateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfGrateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfPaul Menig
 
Cracking the Cultural Competence Code.pptx
Cracking the Cultural Competence Code.pptxCracking the Cultural Competence Code.pptx
Cracking the Cultural Competence Code.pptxWorkforce Group
 
Mondelez State of Snacking and Future Trends 2023
Mondelez State of Snacking and Future Trends 2023Mondelez State of Snacking and Future Trends 2023
Mondelez State of Snacking and Future Trends 2023Neil Kimberley
 

Último (20)

KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
 
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptxB.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
 
It will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayIt will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 May
 
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature SetCreating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
 
Progress Report - Oracle Database Analyst Summit
Progress  Report - Oracle Database Analyst SummitProgress  Report - Oracle Database Analyst Summit
Progress Report - Oracle Database Analyst Summit
 
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
 
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
 
Best Basmati Rice Manufacturers in India
Best Basmati Rice Manufacturers in IndiaBest Basmati Rice Manufacturers in India
Best Basmati Rice Manufacturers in India
 
Monte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSMMonte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSM
 
The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyThe Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
 
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesMysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
 
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabiunwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
 
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
 
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
 
Understanding the Pakistan Budgeting Process: Basics and Key Insights
Understanding the Pakistan Budgeting Process: Basics and Key InsightsUnderstanding the Pakistan Budgeting Process: Basics and Key Insights
Understanding the Pakistan Budgeting Process: Basics and Key Insights
 
Event mailer assignment progress report .pdf
Event mailer assignment progress report .pdfEvent mailer assignment progress report .pdf
Event mailer assignment progress report .pdf
 
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
 
Grateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfGrateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdf
 
Cracking the Cultural Competence Code.pptx
Cracking the Cultural Competence Code.pptxCracking the Cultural Competence Code.pptx
Cracking the Cultural Competence Code.pptx
 
Mondelez State of Snacking and Future Trends 2023
Mondelez State of Snacking and Future Trends 2023Mondelez State of Snacking and Future Trends 2023
Mondelez State of Snacking and Future Trends 2023
 

IJEET - MPPT Technique to Improve Efficiency in Wind-Solar Hybrid System

  • 1. International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print), INTERNATIONAL JOURNAL OF ELECTRICAL ENGINEERING & ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME TECHNOLOGY (IJEET) ISSN 0976 – 6545(Print) ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), pp. 74-82 © IAEME: www.iaeme.com/ijeet.asp Journal Impact Factor (2013): 5.5028 (Calculated by GISI) IJEET ©IAEME www.jifactor.com MPPT TECHNIQUE TO IMPROVE EFFICIENCY IN WIND-SOLAR HYBRID SYSTEM Aishwarya P. Mulmule, Rambabu A. Vatti, Pratik M. Porwal Dept. of Electronics, Vishwakarma Institute of Technology, Pune, India ABSTRACT As the environmental conditions (temperature, irradiance) vary the power output of a solar system differs which in turn reduces the efficiency of the system. This paper shows Maximum Power Point Tracking (MPPT) as one of the techniques to improve the efficiency and reliability of the Wind-Solar Hybrid System. The I-V characteristic of a solar cell is non-linear and has an exponential relationship around the region of maximum power point. By tracking the point where dP/dV=0, the power delivered can be optimized. A simple and extensively used Perturb and Observe method off the different methods available for MPPT like perturb & observe, incremental conductance, current sweep method is used and its implementation using simulation software PSIM is done. The paper further describes various simulation software like VEE Pro, LabVIEW, Visual Basic, etc. needed for graphically viewing the estimated results. KEYWORDS: Maximum Power Point Tracking Algorithm (MPPT), Observe & Perturb, VEE Pro, Wind and Solar Hybrid System. I. INTRODUCTION Solar energy is free of cost, virtually inexhaustible and doesn’t pollute the atmosphere. Technological development has led to easy conversion of solar to electrical energy using photovoltaic models (PV arrays). Maximum Power Point Technique (MPPT) is used for PV arrays. A boost is being provided in the field of applications of PV generate systems in order to mitigate environmental issues such as the green house effect and air pollution. Many MPPT algorithms and control schemes of PV generate systems have been proposed in the literature, viz., the perturb and observe method (P&O), the incremental conductance (IC) method, the constant voltage, and the current sweep method. Although various methods of MPPT control have been proposed in existing literature, the power generate efficiency is relatively low, and the total electric power generated in the grid by the solar panel is always changing with weather conditions. Different solar panels have different parameters with different thresholds and maximum values. If the weather conditions are same, the 74
  • 2. International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print), ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME theoretical and simulated (estimated) results show that a piece of solar cell has maximum power at that instant. Thus it is very important to acquire the actual efficiency, output power and threshold value for a set of panel with the help of simulated results. II. MPPT A. What is MPPT? In the Maximum Power Point Tracking (MPPT) technique power grid, inverters, solar battery chargers and devices like photovoltaic cells solar panels where maximum power can be generated or stored are interconnected. Solar irradiation, temperature and total resistance hold a complex relationship which results in the I-V curve and I-V curve of solar panel gives relation between nonlinear output efficiency as shown in figure. By sampling the output of the cells and applying the suitable resistance (load), the MPPT system obtains maximum power for any given environmental condition [1]. MPPT devices are used in the electric power systems so it will give sufficient voltage and current, its regulation and filtering for driving various loads like motor, including power grids, batteries, or home appliances. The I-V curve of cells have a single operating point. The maximum power (P=I*V) output is the product of current and voltage at that operating point. From fig.1, we see that a photovoltaic cell, primarily, acts as a constant current source(CCS). However, at maximum power point region of the photovoltaic cell's , the current and voltage illustrate an inverse exponential relationship between each other. The derivative (dI/dV) slope of the I-V curve is equal to the I/V ratio (where dP/dV=0) but opposite in sign as derived under. This is known as the maximum power point (MPP) where slope of the P Vs V curve is zero [1]. ݀ܲ ൌ ݀ሺܸ ‫ ܫ כ‬ሻ ܸ݀ ܸ݀ ௗ௉ ௗ௏ ൌ For MPP, as ூௗ௏ ௗ௏ ௗ௉ ௗ௏ ൅ ௏ௗூ ௗ௏ ൌ‫ܫ‬൅ ௏ௗூ ௗ௏ ……………… (1) ൌ 0 , from equation (1) ௗூ ‫ ܫ‬ൌ െܸ ௗ௏ …………………………. (2) (a) Experimental data of KC200GT solar array at different temperatures, nearly 1000 W/m2 (b) Experimental data of KC200GT solar array at different irradiations, 25oC[3] Fig. 1 Characteristics of a solar cell [3] 75
  • 3. International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print), ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME B. IMPORTANCE OF MPPT In winter the amount of solar radiation received decreases because of the low angle of sun. The solar modules have to be tilted in order to minimize power loss. One example demonstrating such loss is the Recreational Vehicles (RV). Hence, use of MPPT to transfer more power is the solution.The small increase in the power (in Watt) delivered by the system adds up to provide tremendous energy (in kWh) in a year due to increased efficiency. MPPT gives the luxury of connecting PV arrays in series to generate high voltages of 600 V DC for off-grid systems [2]. C. DIFFERENT METHODS OF MPPT The time complexity of the algorithm, the implementation cost and the ease of implementation are the major factors responsible in the choice of algorithm. The different methods of MPPT as in [1] are1. Perturb and observe method(p & o method) The voltage is adjusted in steps by small amounts using a controller and power is calculated; if the power increases, voltage is increased in the same direction. If power decreases the direction of voltage increment is reversed. This is known as the perturb and observe method. The tracker oscillates about the MPP which may lead to oscillations in power output. It is also referred to as a hill climbing method. 2. Incremental conductance method The incremental conductance of the photovoltaic cells(array) is used to decide the sign of (dP/dV) ratio. The dynamic conductance (I∆ / V∆) is compared to the static conductance (I / V).This helps in computing the MPP. When these two are equal (I / V = I∆ / V∆), the output voltage is the Maximum power point voltage. The controller maintains this voltage but as the irradiation changes the process is repeated. This method calculates MMP more rapidly when compared to p & o method and requires more mathematics to be done by the controller. However, this method too gives oscillations in the output. 3. Current sweep method The I-V characteristic of the PV array is obtained and updated at fixed time intervals using a sweep waveform for the PV array current. This characteristic curve gives the MPP voltage at the same intervals. 4. Constant voltage method In the constant voltage MPPT method, the power delivered to the load is interrupted for a short time or temporarily and the open-circuit voltage is measured. Witj the help of modelling or empirial method, the maximum power point(MPP) is measured to be 0.76 percent of open-circuit voltage Voc calculated above. This voltage is maintained by the controller by constantly matching it to the fixed reference voltage Vref =x*Voc. The value of Vref may be selected with the aim of achieving optimal performance relative to other factors as well as the MPP.However, the central idea in this technique is that Vref is determined as a ratio to VOC. This method is also called as the open voltage method. III. MPPT AND P&O METHOD A. Importance of P & O method The P&O MPPT algorithm is mostly used due to its ease of implementation. It makes use of only one type of sensor which is a voltage sensor. The time complexity of the algorithm is also very low. 76
  • 4. International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print), ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME B. P & O method Perturb and observe method is widely used in this method. We check current and voltage at every instant in PV model and track the maximum point in the graph by equating slope to 0 (dP/dV=0). The previous power sample dictates the increments or decrements of reference current or voltage and thus next array output power. Fig. 2 shows MPP on the P-V curve of the solar cell for three different values of irradiance. Fig.2 I-V and P-V characteristic for a photovoltaic device for different irradiance.[4] Author in paper [4] developed flow chart for the algorithm as follows : 77
  • 5. International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print), ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME According to the algorithm, by calculating instantaneous current and voltage, the power is found out and compared with the previous value of power. If found greater, the instantaneous voltage is also compared in a similar fashion. If V(k)>V(k-1) then dP/dV >0 i.e. tracker is on the left hand side of the MPP. The tracker is perturbed towards the MPP by incrementing voltage by an amount v. If the increment value is small along with a low sampling rate, the dynamic response is low [3]. However, low increments are a must to minimize the steady state error because the operating point oscillates about the MPP. Large increments would oscillate the point to larger “amplitudes”. The response of the converter to large voltage or current variations will introduce oscillations and cause overshoot. The settling time of the converter also confuses the algorithm. Very low increments would make the algorithm too slow and take long to determine the MPP. The algorithm speed may be increased by taking the samples at a higher rate. So one must find a middle ground between the increment and the sampling rate in the P&O method[3]. IV. SIMULATION OF MPPT ALGORITHM USING PSIM A. What is PSIM ? Powersim (PSIM) is a fast simulation software used at circuit level or system level with a friendly user interface [5]. It is especially used in simulation of power converters and control circuits. The PSIM simulation package consists of three programs: circuit schematic editor SIMCAD, PSIM simulator, and waveform processing program SIMVIEW. Simview display helps in evaluating the different waveform results. Psim version 9 introduced new wind and solar modules for renewable energy simulation needs. Parameter data from datasheets can be stored in Psim for comparing with the results. Similarly wind module works along with the motor drive module[6]. B. Solar models in Psim Functional solar module works with only a few inputs from the user but doesn’t consider temperature and light intensity changes. The physical solar module, on the other hand, gives this functionality. Fig. 3 Physical model of solar cell [7] Fig. 4 Characteristics of solar cell (Physical model) 78
  • 6. International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print), ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME Fig. 5 Functional model of solar cell [7] Fig. 6 Characteristics of solar cell (Functional model) D. IMPLEMENTATION OF MPPT IN PSIM AND ITS OUTPUT Fig.7 Simulation Model of Perturb & Observe Algorithm for MPPT Fig. 8 (a) Pmax and Po, (b) Vcell, (c) Vload Fig. 9 Icell 79
  • 7. International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print), ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME V. SIMULATION SOFTWARE FOR GUI A. VEE-PRO VEE was formerly an abbreviation for Visual Engineering Environment and was developed by HP. They designated it as HP VEE. It was later renamed as Agilent VEE. It provides a graphical programming environment which offers fast measurement and analysis results. The operating system for VEE Pro is Microsoft windows. Different versions of VEE released are compatible with the latest OS. In VEE user only needs to create objects in the form of block diagrams from pull-down menus and link them using wires in the way the program flows. The development time is reduced as the software focuses on building powerful programs through graphical user interface (GUI) instead of writing hundreds of lines of complex code. In VEE Pro programming objects (devices) are created which consist of different pins, viz., data pins, sequence pins, execute pins (XEQ), control pins and error pins. The input pins are on the left side of the object and the output pins are on the right. If the flow is from the output pin of object A to input pin of object B then A and B are said to be connected. A single output pin can be multiplexed but a maximum of one connection line can be made an input to an input pin. The data input pins and execute pins connection is must. Control pins and output pins can be left unconnected. The data flow through objects is from left to right at the same time as the sequence flow is from top to bottom.Instrumentation from non-Agilent manufacturers can be interfaced in Agilent VEE giving flexibility, expandability and compatibility with the latest industry standards. Devices of National Instruments (NI) like niDAQ can be used in Agilent whereas simulation software LABView provided by NI doesn’t give this functionality for Agilent devices. Fig. 10 Example of a program flow [8] The built-in ACTIVEX automation server provides an environment for interaction with different software like EXCEL, WORD, OUTLOOK, ACCESS, etc. Agilent VEE comes with the facility of exchanging data with excel to form spreadsheets and save data as shown in fig. 11 and 12. We have used VEE Pro to generate excel sheets of data like wind speed, wind direction, temperature, etc required in the project. The in-built functions in VEE like those in MATLAB enable quick analysis of waveforms. About 1800 MATLAB functions are available through MATLAB scripts. Agilent VEE we can supervise program remotely because of built in web server. Agilent VEE Pro is incorporated with Microsoft .NET Framework (Common Language Runtime and Framework Class Libraries) that provides you with a host of functions and controls that add to your program[8]. 80
  • 8. International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print), ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME Fig. 11 Pull-down menu for excel options[8] Fig. 12 An excel sheet with data [8] B. LAB-VIEW LabVIEW (Laboratory Virtual Instrument Engineering Workbench) is a system-design platform. It is a development environment for GUIs from National Instruments (NI).It is also a dataflow programming language. The programs or subroutines are known as virtual instruments (VIs). Each VI is made of following three components: 1) block diagram, 2) front panel and 3) connector panel. The front panel is made up of controls (inputs) and indicators (outputs). The back panel i.e. the block diagram contains the graphical source code, structures and functions [9]. LabVIEW also provides extensive instrumentation hardware support and drivers and abstraction layers for them. It offers an interface to .NET Framework assemblies. LabVIEW package provides large number of functions and graphical interface elements. It is also compatible with MATLAB. However, the third party standards committee such as ANSI, IEEE, ISO, etc. do not manage or specify LabVIEW. There is no LabVIEW 2011 student license available for Linux. It has a few runtime environment problems. Fig. 13 Workspace of LabVIEW [9] C. VISUAL BASIC Developed by Microsoft, it is derived from BASIC and gives rapid application development (RAD) of graphical user interface (GUI) applications. In VB (visual basic), the components are arranged visually and then given required controls, inputs, outputs and actions to be taken on them are specified. A few lines of code is written additionally which increases with the complexity of the GUI. 81
  • 9. International Journal of Electrical Engineering and Technology (IJEET), ISSN 0976 – 6545(Print), ISSN 0976 – 6553(Online) Volume 4, Issue 6, November - December (2013), © IAEME The COM components can be written in different languages and then integrated using VB[10]. Programs written in VB cannot be transferred to other operating systems easily. Execution is slow in visual basic. VI. CONCLUSION The efficiency of the solar PV panel can be increased by using the perturb & observe method of MPPT technique. In this method, the MPP is tracked by comparing power and voltage at a particular instant and its previous instant. Using appropriate increment or decrement value of voltage, the dP/dV =0 condition is met. For the simulation of MPPT algorithm PSim software can be used. Agilent VEE Pro proves helpful in generating user friendly GUIs. It can be used in the hybrid system to view the results, data and generate related excel sheets. Agilent VEE also has a built-in web server which allows you to monitor your program remotely. VII. REFERENCES 1) 2) 3) 4) 5) 6) 7) 8) 9) 10) 11) 12) 13) M. C. Cavalcanti, K. C. Oliveira, G. M. S. Azevedo, and F. A. S. Neves. Comparative study of maximum power point tracking techniques for photovoltaic systems. Brazilian Journal of Power Electronics, SOBRAEP, 12(2):163–171, 2007. N. Femia, G. Petrone, G. Spagnuolo, and M. Vitelli. Optimizing sampling rate of P&O mppt technique. In IEEE PESC’04, vol. 3, 2004. M. G. Villalva, J. R. Gazoli, and E. Ruppert F. Comprehensive approach to modeling and simulation of photovoltaic arrays. IEEE Transactions on Power Electronics, vol. 25, no. 5, pp. 1198–1208, 2009. Analysis and Simulation of the P&O MPPT Algorithm Using a Linearized PV Array Model Marcelo G. Villalva, Ernesto Ruppert F. http://www.psim-europe.com/psim_whyuse.php,accessed on 7-11-2013. http://powersimtech.com/products/psim-modules/renewable-energy/ , accessed on 7-11-2013. PSim renewable energy free demo video- http://www.youtube.com/watch?v=GSUdCVS6rcE, accessed on 7-11-2013 User manual of VEE Pro 8.5, april 18, 2008, Part Number 5989-6002EN LabVIEWTM User Manual, National Instruments, April 2003 Edition, Part Number 320999E-01 Microsoft Basic Logical Expression Evaluation. Vb.mvps.org. Retrieved 2009-06-16. Anto Joseph, Nagarajan and Antony Mary, “A Multi Converter Based Pure Solar Energy System with High Efficiency MPPT Controller”, International Journal of Electrical Engineering & Technology (IJEET), Volume 4, Issue 4, 2013, pp. 205 - 212, ISSN Print: 0976-6545, ISSN Online: 0976-6553. M D Goudar, B. P. Patil and V. Kumar, “A Review of Improved Maximum Peak Power Tracking Algorithms for Photovoltaic Systems”, International Journal of Electrical Engineering & Technology (IJEET), Volume 1, Issue 1, 2010, pp. 85 - 107, ISSN Print: 0976-6545, ISSN Online: 0976-6553. Minakshi DebBarma, Sumita Deb and Champa Nandi, “Maximum Photovoltaic Power Tracking using Perturb & Observe Algorithm in Matlab/Simulink Environment”, International Journal of Electrical Engineering & Technology (IJEET), Volume 1, Issue 1, 2010, pp. 71 - 84, ISSN Print: 0976-6545, ISSN Online: 0976-6553. 82