SlideShare a Scribd company logo
International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2163
Volume 1 Issue 5 (June 2014) http://ijirae.com
_________________________________________________________________________________________________
© 2014, IJIRAE- All Rights Reserved Page - 8
Performance of Doubly-Fed Induction Generator by
changing various system parameters
Harmeet Singh Aulakh Neeraj Sharma
Department of Electrical Engineering, Department of Electrical Engineering,
Thapar Polytechnic College, Baba Banda Singh Bahadur Engg. College
Patiala. FatehGarh Sahib.
_________________________________________________________________________________________
Abstract—This paper describes the behaviour of a doubly-fed induction generator (DFIG) driven by wind turbine.
The work has been carried out with the main objective to study dynamic performance of wind driven, grid connected
doubly fed induction generator by formulating appropriate mathematical models. Further, performance of doubly fed
induction generator is observed by changing various system parameters like base wind speed, line length and grid
voltage. A MATLAB computer simulation study was undertaken and results on wind turbine are presented.
Index Terms- Doubly-Fed Induction Generator (DFIG), Variable speed wind turbine, Dynamic Modelling.
I. INTRODUCTION
For stand-alone or autonomous operation, mostly single induction generator or parallel operated induction
generators are focused according to available analysed references. This induction generator driven by the individual
prime movers Employed excitation capacitor bank to build up desired voltage via self-excited phenomena. Hence the
value of the excitation capacitor bank and the rotor speed determine the magnitude of the generated voltage and its
frequency. Both voltage and frequency need to be controlled to feed the power to the load. But for grid connected
operation, there are two types of generators are used. (i.e., single output and double outputs).In order to feed the active
power to the grid, the machine should run at a speed greater than the synchronous speed of the revolving magnetic field.
(i.e. slip should be negative).The single output generator feeds active power to the grid via only stator side and double
output generator feeds electrical power to the grid via both stator as well as rotor side.
The latter is also called static Kramer, double-fed or double outputs induction generators. This is only the
generator which generates the power more than rated power without overheating. Besides, this kind of power generation
usually causes problems in the utility grid system. Because the control on active and reactive power of the machine is
complex one. Wind turbines often do not take part in voltage and frequency control and if a disturbance occurs, the wind
turbines are disconnected and reconnected when normal operation has been resumed. As the wind power penetration
continually increases, power utilities concerns are shifting focus from the power quality issue to the stability problem
caused by the wind power connection. In such cases, it becomes important to consider the wind power impact properly in
the power system planning and operation. This paper will focus on the grid-connected induction generator feeding power
with DFIG during steady state and transient conditions. This paper describes the transient behaviour of a doubly-fed
induction generator (DFIG) driven by wind turbine. The work has been carried out with the main objective to study
dynamic performance of wind driven, grid connected doubly fed induction generator by formulating appropriate
mathematical models. Further, performance of doubly fed induction generator is observed by changing various system
parameters like base wind speed, line length and grid voltage. A MATLAB computer simulation study was undertaken
and results on wind turbine are presented.
II. DFIG DYNAMIC MODELLING
A commonly used model for induction generator converting power from the wind to serve the electric grid is shown in
Fig.1.The stator of the wound rotor induction machine is connected to the low voltage balanced three-phase grid and the
rotor side is fed via the back-to-back IGBT voltage-source inverters with a common DC bus. The network side converter
controls the power flow between the DC bus and the AC side and allows the system to be operated in sub synchronous
and super synchronous speed. The proper rotor excitation is provided by the machine side power converter.
Fig. 1. Model of DFIG Wind Turbine
International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2163
Volume 1 Issue 5 (June 2014) http://ijirae.com
_________________________________________________________________________________________________
© 2014, IJIRAE- All Rights Reserved Page - 9
The general model for wound rotor induction machine is similar to any fixed-speed induction generator as follows.
IV. DYNAMIC PERFORMANCE OF DFIG
The 9-MW wind farm comprises of six 1.5-MW wind turbines connected in parallel to a 25kV AC bus through a transmission
line (30 km long) as shown in figure 2.
Fig 2
International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2163
Volume 1 Issue 5 (June 2014) http://ijirae.com
_________________________________________________________________________________________________
© 2014, IJIRAE- All Rights Reserved Page - 10
The doubly fed induction generator consists of a wound rotor induction generator and an AC/DC/AC IGBT-based PWM
converter. Each of the 3-phase induction generators is rated with line to line voltage of 575V, frequency 60Hz. The
equivalent generation has nominal base at 10 MVA, having inertia constant of 0.685 and friction factor 0.01pu. The
stator winding is connected directly to 60 HZ grid and rotor is fed at variable frequency through the AC/DC/AC
converter. The DFIG allows extracting maximum energy from wind for low wind speeds by regulating the turbine speed,
while minimizing the mechanical stress on turbine during gusts of wind. For simulation, the base wind speed is taken as
14m/s, the active power, reactive power required by the DFIG, speed of wind turbine, voltage and current at 25kV bus
B25 is shown in figure 3. The active power generated by DFIG increases to 11 MW and afterwards decreases to 9MW.
This active power corresponds to maximum mechanical turbine output for 14m/s base wind speed minus electrical and
mechanical losses.
There is an excessive demand of reactive power momentarily to 4Mvar which reduces to less than 1Mvar after few
seconds. The reactive power is managed by filters and AC source. During this DC link voltage is maintained constant by
converter. The turbine speed is maintained slightly higher at 1.1pu but lower than 1.2pu. The grid voltage observed at the
AC b0us B25 is 1pu in time period of 360ms. The current at the grid has a value of 0.8pu at AC bus B25. This value is
obtained after initial transients of decreasing magnitude.
Fig 3 Wind driven DFIG output
Fig 4 Effect of wind speed 8m/s
International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2163
Volume 1 Issue 5 (June 2014) http://ijirae.com
_________________________________________________________________________________________________
© 2014, IJIRAE- All Rights Reserved Page - 11
Fig 5 Effect of 10km line length
Fig 6 Effect of 108kV grid voltage
V CONCLUSION
The dynamic performance of wind driven doubly fed induction generator has been studied. The dynamic models have
been derived and performance has been simulated using MATLAB/SIMULINK. Various parameters have been studied
for observing the performance of doubly fed induction generator. The following conclusion is drawn from the study:
The real output power of turbine changes with the change in base wind speed.
With decrease in the length of transmission line, high amplitude transients in current are resulted.
Change in grid voltage is related to change in reactive power demand as at higher grid voltages, reactive power
consumed by DFIG is less.
REFERENCES
[1] A.Tapia, G.Ostolaza and J.X. Saenz, “Modeling and control of a wind turbine driven doubly fed induction generator,”
IEEE Energy Conversion, vol. 18, pp. 194–204, June. 2003.
[2] Yazhou Lei, Alan Mullane, Gordon Lightbody, and Robert Yacamini, “Modeling of the Wind Turbine With a Doubly
Fed Inducion Generator for Grid Integration Studies,” IEEE Energy Conversion, vol. 21, pp. 257–264, Mar. 2006.
[3] C. S. Demoulias and P. S. Dokopoulos, “Transient behaviour and self excitation of wind-driven induction generator
after its disconnection from the power grid,” IEEE Energy Conversion, vol. 5, pp. 272–278, 1990.
[4] P. S. Nagendra Rao and S. S. Murthy, “Performance analysis of grid connected induction generators driven by
hydra/wind turbines including grid abnormalities,” in Proc. 24th Intersociety on Energy Conversion Engineering
Conference, 1989, pp. 2045-2050.

More Related Content

What's hot

improved reactive power capability of grid connected doubly fed induction gen...
improved reactive power capability of grid connected doubly fed induction gen...improved reactive power capability of grid connected doubly fed induction gen...
improved reactive power capability of grid connected doubly fed induction gen...
vinay kumar mali
 
Mtech IEEE Conference Presentation
Mtech IEEE Conference PresentationMtech IEEE Conference Presentation
Mtech IEEE Conference Presentation
Janardhan Reddy
 
Presentation1
Presentation1Presentation1
Presentation1
ebbin daniel
 
DFIG control of WECS using indirect matrix converter
DFIG control of WECS using indirect matrix converter DFIG control of WECS using indirect matrix converter
DFIG control of WECS using indirect matrix converter
Kuldeep Behera
 
10 wind turbine_generators
10 wind turbine_generators10 wind turbine_generators
10 wind turbine_generators
lakshmi durga
 
254 ishwri
254 ishwri254 ishwri
Independent Control Of Active And Reactive Powers From DFIG By Logic Fuzzy
Independent Control Of Active And Reactive Powers From DFIG By Logic FuzzyIndependent Control Of Active And Reactive Powers From DFIG By Logic Fuzzy
Independent Control Of Active And Reactive Powers From DFIG By Logic Fuzzy
IJRES Journal
 
Reneable energy
Reneable energyReneable energy
Reneable energy
Rakshita Upadhyay
 
15 mazen abdel salam_18
15 mazen abdel salam_1815 mazen abdel salam_18
15 mazen abdel salam_18
Alexander Decker
 
Mfc based doubled fed induction generator in wind energy conversion system
Mfc based doubled fed induction generator in wind energy conversion systemMfc based doubled fed induction generator in wind energy conversion system
Mfc based doubled fed induction generator in wind energy conversion system
nagarajaan
 
Open-End-Winding Permanent Magnet Synchonous Generator for Wind Energy Conver...
Open-End-Winding Permanent Magnet Synchonous Generator for Wind Energy Conver...Open-End-Winding Permanent Magnet Synchonous Generator for Wind Energy Conver...
Open-End-Winding Permanent Magnet Synchonous Generator for Wind Energy Conver...
Naila Syed
 
International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)
inventionjournals
 
Full-scale converter for synchronous wind turbine generators
Full-scale converter for synchronous wind turbine generatorsFull-scale converter for synchronous wind turbine generators
Full-scale converter for synchronous wind turbine generators
Long Thang Pham
 
Power electronics in Wind Turbine Systems
Power electronics in Wind Turbine SystemsPower electronics in Wind Turbine Systems
Power electronics in Wind Turbine Systems
Manasa K
 
Design of wind turbine controllers in simulation x jagath_ireshika_bernad_dim...
Design of wind turbine controllers in simulation x jagath_ireshika_bernad_dim...Design of wind turbine controllers in simulation x jagath_ireshika_bernad_dim...
Design of wind turbine controllers in simulation x jagath_ireshika_bernad_dim...
Dimuthu Darshana
 
Analysis of PMSG in Wind Integration using T Source Inverter with Simple Boos...
Analysis of PMSG in Wind Integration using T Source Inverter with Simple Boos...Analysis of PMSG in Wind Integration using T Source Inverter with Simple Boos...
Analysis of PMSG in Wind Integration using T Source Inverter with Simple Boos...
IJTET Journal
 
Elk 24-5-32-1410-127
Elk 24-5-32-1410-127Elk 24-5-32-1410-127
Elk 24-5-32-1410-127
Insanul Aziz
 
A STAND A
A STAND AA STAND A
A STAND A
Mahesh Maramraju
 
Wind generators
Wind generatorsWind generators
Wind generators
Subhash Reddy
 

What's hot (19)

improved reactive power capability of grid connected doubly fed induction gen...
improved reactive power capability of grid connected doubly fed induction gen...improved reactive power capability of grid connected doubly fed induction gen...
improved reactive power capability of grid connected doubly fed induction gen...
 
Mtech IEEE Conference Presentation
Mtech IEEE Conference PresentationMtech IEEE Conference Presentation
Mtech IEEE Conference Presentation
 
Presentation1
Presentation1Presentation1
Presentation1
 
DFIG control of WECS using indirect matrix converter
DFIG control of WECS using indirect matrix converter DFIG control of WECS using indirect matrix converter
DFIG control of WECS using indirect matrix converter
 
10 wind turbine_generators
10 wind turbine_generators10 wind turbine_generators
10 wind turbine_generators
 
254 ishwri
254 ishwri254 ishwri
254 ishwri
 
Independent Control Of Active And Reactive Powers From DFIG By Logic Fuzzy
Independent Control Of Active And Reactive Powers From DFIG By Logic FuzzyIndependent Control Of Active And Reactive Powers From DFIG By Logic Fuzzy
Independent Control Of Active And Reactive Powers From DFIG By Logic Fuzzy
 
Reneable energy
Reneable energyReneable energy
Reneable energy
 
15 mazen abdel salam_18
15 mazen abdel salam_1815 mazen abdel salam_18
15 mazen abdel salam_18
 
Mfc based doubled fed induction generator in wind energy conversion system
Mfc based doubled fed induction generator in wind energy conversion systemMfc based doubled fed induction generator in wind energy conversion system
Mfc based doubled fed induction generator in wind energy conversion system
 
Open-End-Winding Permanent Magnet Synchonous Generator for Wind Energy Conver...
Open-End-Winding Permanent Magnet Synchonous Generator for Wind Energy Conver...Open-End-Winding Permanent Magnet Synchonous Generator for Wind Energy Conver...
Open-End-Winding Permanent Magnet Synchonous Generator for Wind Energy Conver...
 
International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)
 
Full-scale converter for synchronous wind turbine generators
Full-scale converter for synchronous wind turbine generatorsFull-scale converter for synchronous wind turbine generators
Full-scale converter for synchronous wind turbine generators
 
Power electronics in Wind Turbine Systems
Power electronics in Wind Turbine SystemsPower electronics in Wind Turbine Systems
Power electronics in Wind Turbine Systems
 
Design of wind turbine controllers in simulation x jagath_ireshika_bernad_dim...
Design of wind turbine controllers in simulation x jagath_ireshika_bernad_dim...Design of wind turbine controllers in simulation x jagath_ireshika_bernad_dim...
Design of wind turbine controllers in simulation x jagath_ireshika_bernad_dim...
 
Analysis of PMSG in Wind Integration using T Source Inverter with Simple Boos...
Analysis of PMSG in Wind Integration using T Source Inverter with Simple Boos...Analysis of PMSG in Wind Integration using T Source Inverter with Simple Boos...
Analysis of PMSG in Wind Integration using T Source Inverter with Simple Boos...
 
Elk 24-5-32-1410-127
Elk 24-5-32-1410-127Elk 24-5-32-1410-127
Elk 24-5-32-1410-127
 
A STAND A
A STAND AA STAND A
A STAND A
 
Wind generators
Wind generatorsWind generators
Wind generators
 

Similar to Performance of Doubly-Fed Induction Generator by changing various system parameters

D03701028034
D03701028034D03701028034
D03701028034
ijceronline
 
IRJET - Wind Energy Conversion System with DGIF
IRJET - Wind Energy Conversion System with DGIFIRJET - Wind Energy Conversion System with DGIF
IRJET - Wind Energy Conversion System with DGIF
IRJET Journal
 
A PFC Fed Asynchronous Generator For Advanced Wind Power Generation Excited B...
A PFC Fed Asynchronous Generator For Advanced Wind Power Generation Excited B...A PFC Fed Asynchronous Generator For Advanced Wind Power Generation Excited B...
A PFC Fed Asynchronous Generator For Advanced Wind Power Generation Excited B...
IOSR Journals
 
Dh34667671
Dh34667671Dh34667671
Dh34667671
IJERA Editor
 
windppt.pptx
windppt.pptxwindppt.pptx
windppt.pptx
DavidStuart61
 
Battery energy storage and power electronics based voltage and frequency cont...
Battery energy storage and power electronics based voltage and frequency cont...Battery energy storage and power electronics based voltage and frequency cont...
Battery energy storage and power electronics based voltage and frequency cont...
IAEME Publication
 
Study of DFIG Connected to Grid using Wind Energy System
Study of DFIG Connected to Grid using Wind Energy SystemStudy of DFIG Connected to Grid using Wind Energy System
Study of DFIG Connected to Grid using Wind Energy System
IRJET Journal
 
Grid Connected Doubly Fed Induction Generator By Wind Power Application
Grid Connected Doubly Fed Induction Generator By Wind Power ApplicationGrid Connected Doubly Fed Induction Generator By Wind Power Application
Grid Connected Doubly Fed Induction Generator By Wind Power Application
IRJET Journal
 
Cy36602610
Cy36602610Cy36602610
Cy36602610
IJERA Editor
 
Stabilization and Frequency Regulation in Microgrid by Controlling Pitch Angle
Stabilization and Frequency Regulation in Microgrid by Controlling Pitch AngleStabilization and Frequency Regulation in Microgrid by Controlling Pitch Angle
Stabilization and Frequency Regulation in Microgrid by Controlling Pitch Angle
ijtsrd
 
IRJET- Improvement of Wind Turbine DFIG using Fault Ride Through Capability T...
IRJET- Improvement of Wind Turbine DFIG using Fault Ride Through Capability T...IRJET- Improvement of Wind Turbine DFIG using Fault Ride Through Capability T...
IRJET- Improvement of Wind Turbine DFIG using Fault Ride Through Capability T...
IRJET Journal
 
Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)
IJERD Editor
 
Ka3617341739
Ka3617341739Ka3617341739
Ka3617341739
IJERA Editor
 
Review of different Fault Ride through (FRT) Control Strategies for a DFIG Wi...
Review of different Fault Ride through (FRT) Control Strategies for a DFIG Wi...Review of different Fault Ride through (FRT) Control Strategies for a DFIG Wi...
Review of different Fault Ride through (FRT) Control Strategies for a DFIG Wi...
IRJET Journal
 
dfigppt-221029141308-fdd782dd.pptx
dfigppt-221029141308-fdd782dd.pptxdfigppt-221029141308-fdd782dd.pptx
dfigppt-221029141308-fdd782dd.pptx
Sudeepgowda16
 
Application of statcom to increase transient stability of wind farm
Application of statcom to increase transient stability of wind farmApplication of statcom to increase transient stability of wind farm
Application of statcom to increase transient stability of wind farm
Mellah Hacene
 
Active and Reactive Power Control of a Doubly Fed Induction Generator
Active and Reactive Power Control of a Doubly Fed Induction GeneratorActive and Reactive Power Control of a Doubly Fed Induction Generator
Active and Reactive Power Control of a Doubly Fed Induction Generator
IJPEDS-IAES
 
Improving Light-Load Efficiency by Eliminating Interaction Effect in the Grid...
Improving Light-Load Efficiency by Eliminating Interaction Effect in the Grid...Improving Light-Load Efficiency by Eliminating Interaction Effect in the Grid...
Improving Light-Load Efficiency by Eliminating Interaction Effect in the Grid...
IJAPEJOURNAL
 
IRJET- Bridge Type Solid State Fault Current Limiter using AC/DC Reactor (BSS...
IRJET- Bridge Type Solid State Fault Current Limiter using AC/DC Reactor (BSS...IRJET- Bridge Type Solid State Fault Current Limiter using AC/DC Reactor (BSS...
IRJET- Bridge Type Solid State Fault Current Limiter using AC/DC Reactor (BSS...
IRJET Journal
 
Performance analysis of various parameters by comparison of conventional pitc...
Performance analysis of various parameters by comparison of conventional pitc...Performance analysis of various parameters by comparison of conventional pitc...
Performance analysis of various parameters by comparison of conventional pitc...
eSAT Publishing House
 

Similar to Performance of Doubly-Fed Induction Generator by changing various system parameters (20)

D03701028034
D03701028034D03701028034
D03701028034
 
IRJET - Wind Energy Conversion System with DGIF
IRJET - Wind Energy Conversion System with DGIFIRJET - Wind Energy Conversion System with DGIF
IRJET - Wind Energy Conversion System with DGIF
 
A PFC Fed Asynchronous Generator For Advanced Wind Power Generation Excited B...
A PFC Fed Asynchronous Generator For Advanced Wind Power Generation Excited B...A PFC Fed Asynchronous Generator For Advanced Wind Power Generation Excited B...
A PFC Fed Asynchronous Generator For Advanced Wind Power Generation Excited B...
 
Dh34667671
Dh34667671Dh34667671
Dh34667671
 
windppt.pptx
windppt.pptxwindppt.pptx
windppt.pptx
 
Battery energy storage and power electronics based voltage and frequency cont...
Battery energy storage and power electronics based voltage and frequency cont...Battery energy storage and power electronics based voltage and frequency cont...
Battery energy storage and power electronics based voltage and frequency cont...
 
Study of DFIG Connected to Grid using Wind Energy System
Study of DFIG Connected to Grid using Wind Energy SystemStudy of DFIG Connected to Grid using Wind Energy System
Study of DFIG Connected to Grid using Wind Energy System
 
Grid Connected Doubly Fed Induction Generator By Wind Power Application
Grid Connected Doubly Fed Induction Generator By Wind Power ApplicationGrid Connected Doubly Fed Induction Generator By Wind Power Application
Grid Connected Doubly Fed Induction Generator By Wind Power Application
 
Cy36602610
Cy36602610Cy36602610
Cy36602610
 
Stabilization and Frequency Regulation in Microgrid by Controlling Pitch Angle
Stabilization and Frequency Regulation in Microgrid by Controlling Pitch AngleStabilization and Frequency Regulation in Microgrid by Controlling Pitch Angle
Stabilization and Frequency Regulation in Microgrid by Controlling Pitch Angle
 
IRJET- Improvement of Wind Turbine DFIG using Fault Ride Through Capability T...
IRJET- Improvement of Wind Turbine DFIG using Fault Ride Through Capability T...IRJET- Improvement of Wind Turbine DFIG using Fault Ride Through Capability T...
IRJET- Improvement of Wind Turbine DFIG using Fault Ride Through Capability T...
 
Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)
 
Ka3617341739
Ka3617341739Ka3617341739
Ka3617341739
 
Review of different Fault Ride through (FRT) Control Strategies for a DFIG Wi...
Review of different Fault Ride through (FRT) Control Strategies for a DFIG Wi...Review of different Fault Ride through (FRT) Control Strategies for a DFIG Wi...
Review of different Fault Ride through (FRT) Control Strategies for a DFIG Wi...
 
dfigppt-221029141308-fdd782dd.pptx
dfigppt-221029141308-fdd782dd.pptxdfigppt-221029141308-fdd782dd.pptx
dfigppt-221029141308-fdd782dd.pptx
 
Application of statcom to increase transient stability of wind farm
Application of statcom to increase transient stability of wind farmApplication of statcom to increase transient stability of wind farm
Application of statcom to increase transient stability of wind farm
 
Active and Reactive Power Control of a Doubly Fed Induction Generator
Active and Reactive Power Control of a Doubly Fed Induction GeneratorActive and Reactive Power Control of a Doubly Fed Induction Generator
Active and Reactive Power Control of a Doubly Fed Induction Generator
 
Improving Light-Load Efficiency by Eliminating Interaction Effect in the Grid...
Improving Light-Load Efficiency by Eliminating Interaction Effect in the Grid...Improving Light-Load Efficiency by Eliminating Interaction Effect in the Grid...
Improving Light-Load Efficiency by Eliminating Interaction Effect in the Grid...
 
IRJET- Bridge Type Solid State Fault Current Limiter using AC/DC Reactor (BSS...
IRJET- Bridge Type Solid State Fault Current Limiter using AC/DC Reactor (BSS...IRJET- Bridge Type Solid State Fault Current Limiter using AC/DC Reactor (BSS...
IRJET- Bridge Type Solid State Fault Current Limiter using AC/DC Reactor (BSS...
 
Performance analysis of various parameters by comparison of conventional pitc...
Performance analysis of various parameters by comparison of conventional pitc...Performance analysis of various parameters by comparison of conventional pitc...
Performance analysis of various parameters by comparison of conventional pitc...
 

More from AM Publications

DEVELOPMENT OF TODDLER FAMILY CADRE TRAINING BASED ON ANDROID APPLICATIONS IN...
DEVELOPMENT OF TODDLER FAMILY CADRE TRAINING BASED ON ANDROID APPLICATIONS IN...DEVELOPMENT OF TODDLER FAMILY CADRE TRAINING BASED ON ANDROID APPLICATIONS IN...
DEVELOPMENT OF TODDLER FAMILY CADRE TRAINING BASED ON ANDROID APPLICATIONS IN...
AM Publications
 
TESTING OF COMPOSITE ON DROP-WEIGHT IMPACT TESTING AND DAMAGE IDENTIFICATION ...
TESTING OF COMPOSITE ON DROP-WEIGHT IMPACT TESTING AND DAMAGE IDENTIFICATION ...TESTING OF COMPOSITE ON DROP-WEIGHT IMPACT TESTING AND DAMAGE IDENTIFICATION ...
TESTING OF COMPOSITE ON DROP-WEIGHT IMPACT TESTING AND DAMAGE IDENTIFICATION ...
AM Publications
 
THE USE OF FRACTAL GEOMETRY IN TILING MOTIF DESIGN
THE USE OF FRACTAL GEOMETRY IN TILING MOTIF DESIGNTHE USE OF FRACTAL GEOMETRY IN TILING MOTIF DESIGN
THE USE OF FRACTAL GEOMETRY IN TILING MOTIF DESIGN
AM Publications
 
TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...
TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...
TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...
AM Publications
 
USING THE GENETIC ALGORITHM TO OPTIMIZE LASER WELDING PARAMETERS FOR MARTENSI...
USING THE GENETIC ALGORITHM TO OPTIMIZE LASER WELDING PARAMETERS FOR MARTENSI...USING THE GENETIC ALGORITHM TO OPTIMIZE LASER WELDING PARAMETERS FOR MARTENSI...
USING THE GENETIC ALGORITHM TO OPTIMIZE LASER WELDING PARAMETERS FOR MARTENSI...
AM Publications
 
ANALYSIS AND DESIGN E-MARKETPLACE FOR MICRO, SMALL AND MEDIUM ENTERPRISES
ANALYSIS AND DESIGN E-MARKETPLACE FOR MICRO, SMALL AND MEDIUM ENTERPRISESANALYSIS AND DESIGN E-MARKETPLACE FOR MICRO, SMALL AND MEDIUM ENTERPRISES
ANALYSIS AND DESIGN E-MARKETPLACE FOR MICRO, SMALL AND MEDIUM ENTERPRISES
AM Publications
 
REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEMS
REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEMS REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEMS
REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEMS
AM Publications
 
EVALUATE THE STRAIN ENERGY ERROR FOR THE LASER WELD BY THE H-REFINEMENT OF TH...
EVALUATE THE STRAIN ENERGY ERROR FOR THE LASER WELD BY THE H-REFINEMENT OF TH...EVALUATE THE STRAIN ENERGY ERROR FOR THE LASER WELD BY THE H-REFINEMENT OF TH...
EVALUATE THE STRAIN ENERGY ERROR FOR THE LASER WELD BY THE H-REFINEMENT OF TH...
AM Publications
 
HMM APPLICATION IN ISOLATED WORD SPEECH RECOGNITION
HMM APPLICATION IN ISOLATED WORD SPEECH RECOGNITIONHMM APPLICATION IN ISOLATED WORD SPEECH RECOGNITION
HMM APPLICATION IN ISOLATED WORD SPEECH RECOGNITION
AM Publications
 
PEDESTRIAN DETECTION IN LOW RESOLUTION VIDEOS USING A MULTI-FRAME HOG-BASED D...
PEDESTRIAN DETECTION IN LOW RESOLUTION VIDEOS USING A MULTI-FRAME HOG-BASED D...PEDESTRIAN DETECTION IN LOW RESOLUTION VIDEOS USING A MULTI-FRAME HOG-BASED D...
PEDESTRIAN DETECTION IN LOW RESOLUTION VIDEOS USING A MULTI-FRAME HOG-BASED D...
AM Publications
 
INTELLIGENT BLIND STICK
INTELLIGENT BLIND STICKINTELLIGENT BLIND STICK
INTELLIGENT BLIND STICK
AM Publications
 
EFFECT OF SILICON - RUBBER (SR) SHEETS AS AN ALTERNATIVE FILTER ON HIGH AND L...
EFFECT OF SILICON - RUBBER (SR) SHEETS AS AN ALTERNATIVE FILTER ON HIGH AND L...EFFECT OF SILICON - RUBBER (SR) SHEETS AS AN ALTERNATIVE FILTER ON HIGH AND L...
EFFECT OF SILICON - RUBBER (SR) SHEETS AS AN ALTERNATIVE FILTER ON HIGH AND L...
AM Publications
 
UTILIZATION OF IMMUNIZATION SERVICES AMONG CHILDREN UNDER FIVE YEARS OF AGE I...
UTILIZATION OF IMMUNIZATION SERVICES AMONG CHILDREN UNDER FIVE YEARS OF AGE I...UTILIZATION OF IMMUNIZATION SERVICES AMONG CHILDREN UNDER FIVE YEARS OF AGE I...
UTILIZATION OF IMMUNIZATION SERVICES AMONG CHILDREN UNDER FIVE YEARS OF AGE I...
AM Publications
 
REPRESENTATION OF THE BLOCK DATA ENCRYPTION ALGORITHM IN AN ANALYTICAL FORM F...
REPRESENTATION OF THE BLOCK DATA ENCRYPTION ALGORITHM IN AN ANALYTICAL FORM F...REPRESENTATION OF THE BLOCK DATA ENCRYPTION ALGORITHM IN AN ANALYTICAL FORM F...
REPRESENTATION OF THE BLOCK DATA ENCRYPTION ALGORITHM IN AN ANALYTICAL FORM F...
AM Publications
 
OPTICAL CHARACTER RECOGNITION USING RBFNN
OPTICAL CHARACTER RECOGNITION USING RBFNNOPTICAL CHARACTER RECOGNITION USING RBFNN
OPTICAL CHARACTER RECOGNITION USING RBFNN
AM Publications
 
DETECTION OF MOVING OBJECT
DETECTION OF MOVING OBJECTDETECTION OF MOVING OBJECT
DETECTION OF MOVING OBJECT
AM Publications
 
SIMULATION OF ATMOSPHERIC POLLUTANTS DISPERSION IN AN URBAN ENVIRONMENT
SIMULATION OF ATMOSPHERIC POLLUTANTS DISPERSION IN AN URBAN ENVIRONMENTSIMULATION OF ATMOSPHERIC POLLUTANTS DISPERSION IN AN URBAN ENVIRONMENT
SIMULATION OF ATMOSPHERIC POLLUTANTS DISPERSION IN AN URBAN ENVIRONMENT
AM Publications
 
PREPARATION AND EVALUATION OF WOOL KERATIN BASED CHITOSAN NANOFIBERS FOR AIR ...
PREPARATION AND EVALUATION OF WOOL KERATIN BASED CHITOSAN NANOFIBERS FOR AIR ...PREPARATION AND EVALUATION OF WOOL KERATIN BASED CHITOSAN NANOFIBERS FOR AIR ...
PREPARATION AND EVALUATION OF WOOL KERATIN BASED CHITOSAN NANOFIBERS FOR AIR ...
AM Publications
 
ANALYSIS ON LOAD BALANCING ALGORITHMS IMPLEMENTATION ON CLOUD COMPUTING ENVIR...
ANALYSIS ON LOAD BALANCING ALGORITHMS IMPLEMENTATION ON CLOUD COMPUTING ENVIR...ANALYSIS ON LOAD BALANCING ALGORITHMS IMPLEMENTATION ON CLOUD COMPUTING ENVIR...
ANALYSIS ON LOAD BALANCING ALGORITHMS IMPLEMENTATION ON CLOUD COMPUTING ENVIR...
AM Publications
 
A MODEL BASED APPROACH FOR IMPLEMENTING WLAN SECURITY
A MODEL BASED APPROACH FOR IMPLEMENTING WLAN SECURITY A MODEL BASED APPROACH FOR IMPLEMENTING WLAN SECURITY
A MODEL BASED APPROACH FOR IMPLEMENTING WLAN SECURITY
AM Publications
 

More from AM Publications (20)

DEVELOPMENT OF TODDLER FAMILY CADRE TRAINING BASED ON ANDROID APPLICATIONS IN...
DEVELOPMENT OF TODDLER FAMILY CADRE TRAINING BASED ON ANDROID APPLICATIONS IN...DEVELOPMENT OF TODDLER FAMILY CADRE TRAINING BASED ON ANDROID APPLICATIONS IN...
DEVELOPMENT OF TODDLER FAMILY CADRE TRAINING BASED ON ANDROID APPLICATIONS IN...
 
TESTING OF COMPOSITE ON DROP-WEIGHT IMPACT TESTING AND DAMAGE IDENTIFICATION ...
TESTING OF COMPOSITE ON DROP-WEIGHT IMPACT TESTING AND DAMAGE IDENTIFICATION ...TESTING OF COMPOSITE ON DROP-WEIGHT IMPACT TESTING AND DAMAGE IDENTIFICATION ...
TESTING OF COMPOSITE ON DROP-WEIGHT IMPACT TESTING AND DAMAGE IDENTIFICATION ...
 
THE USE OF FRACTAL GEOMETRY IN TILING MOTIF DESIGN
THE USE OF FRACTAL GEOMETRY IN TILING MOTIF DESIGNTHE USE OF FRACTAL GEOMETRY IN TILING MOTIF DESIGN
THE USE OF FRACTAL GEOMETRY IN TILING MOTIF DESIGN
 
TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...
TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...
TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...
 
USING THE GENETIC ALGORITHM TO OPTIMIZE LASER WELDING PARAMETERS FOR MARTENSI...
USING THE GENETIC ALGORITHM TO OPTIMIZE LASER WELDING PARAMETERS FOR MARTENSI...USING THE GENETIC ALGORITHM TO OPTIMIZE LASER WELDING PARAMETERS FOR MARTENSI...
USING THE GENETIC ALGORITHM TO OPTIMIZE LASER WELDING PARAMETERS FOR MARTENSI...
 
ANALYSIS AND DESIGN E-MARKETPLACE FOR MICRO, SMALL AND MEDIUM ENTERPRISES
ANALYSIS AND DESIGN E-MARKETPLACE FOR MICRO, SMALL AND MEDIUM ENTERPRISESANALYSIS AND DESIGN E-MARKETPLACE FOR MICRO, SMALL AND MEDIUM ENTERPRISES
ANALYSIS AND DESIGN E-MARKETPLACE FOR MICRO, SMALL AND MEDIUM ENTERPRISES
 
REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEMS
REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEMS REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEMS
REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEMS
 
EVALUATE THE STRAIN ENERGY ERROR FOR THE LASER WELD BY THE H-REFINEMENT OF TH...
EVALUATE THE STRAIN ENERGY ERROR FOR THE LASER WELD BY THE H-REFINEMENT OF TH...EVALUATE THE STRAIN ENERGY ERROR FOR THE LASER WELD BY THE H-REFINEMENT OF TH...
EVALUATE THE STRAIN ENERGY ERROR FOR THE LASER WELD BY THE H-REFINEMENT OF TH...
 
HMM APPLICATION IN ISOLATED WORD SPEECH RECOGNITION
HMM APPLICATION IN ISOLATED WORD SPEECH RECOGNITIONHMM APPLICATION IN ISOLATED WORD SPEECH RECOGNITION
HMM APPLICATION IN ISOLATED WORD SPEECH RECOGNITION
 
PEDESTRIAN DETECTION IN LOW RESOLUTION VIDEOS USING A MULTI-FRAME HOG-BASED D...
PEDESTRIAN DETECTION IN LOW RESOLUTION VIDEOS USING A MULTI-FRAME HOG-BASED D...PEDESTRIAN DETECTION IN LOW RESOLUTION VIDEOS USING A MULTI-FRAME HOG-BASED D...
PEDESTRIAN DETECTION IN LOW RESOLUTION VIDEOS USING A MULTI-FRAME HOG-BASED D...
 
INTELLIGENT BLIND STICK
INTELLIGENT BLIND STICKINTELLIGENT BLIND STICK
INTELLIGENT BLIND STICK
 
EFFECT OF SILICON - RUBBER (SR) SHEETS AS AN ALTERNATIVE FILTER ON HIGH AND L...
EFFECT OF SILICON - RUBBER (SR) SHEETS AS AN ALTERNATIVE FILTER ON HIGH AND L...EFFECT OF SILICON - RUBBER (SR) SHEETS AS AN ALTERNATIVE FILTER ON HIGH AND L...
EFFECT OF SILICON - RUBBER (SR) SHEETS AS AN ALTERNATIVE FILTER ON HIGH AND L...
 
UTILIZATION OF IMMUNIZATION SERVICES AMONG CHILDREN UNDER FIVE YEARS OF AGE I...
UTILIZATION OF IMMUNIZATION SERVICES AMONG CHILDREN UNDER FIVE YEARS OF AGE I...UTILIZATION OF IMMUNIZATION SERVICES AMONG CHILDREN UNDER FIVE YEARS OF AGE I...
UTILIZATION OF IMMUNIZATION SERVICES AMONG CHILDREN UNDER FIVE YEARS OF AGE I...
 
REPRESENTATION OF THE BLOCK DATA ENCRYPTION ALGORITHM IN AN ANALYTICAL FORM F...
REPRESENTATION OF THE BLOCK DATA ENCRYPTION ALGORITHM IN AN ANALYTICAL FORM F...REPRESENTATION OF THE BLOCK DATA ENCRYPTION ALGORITHM IN AN ANALYTICAL FORM F...
REPRESENTATION OF THE BLOCK DATA ENCRYPTION ALGORITHM IN AN ANALYTICAL FORM F...
 
OPTICAL CHARACTER RECOGNITION USING RBFNN
OPTICAL CHARACTER RECOGNITION USING RBFNNOPTICAL CHARACTER RECOGNITION USING RBFNN
OPTICAL CHARACTER RECOGNITION USING RBFNN
 
DETECTION OF MOVING OBJECT
DETECTION OF MOVING OBJECTDETECTION OF MOVING OBJECT
DETECTION OF MOVING OBJECT
 
SIMULATION OF ATMOSPHERIC POLLUTANTS DISPERSION IN AN URBAN ENVIRONMENT
SIMULATION OF ATMOSPHERIC POLLUTANTS DISPERSION IN AN URBAN ENVIRONMENTSIMULATION OF ATMOSPHERIC POLLUTANTS DISPERSION IN AN URBAN ENVIRONMENT
SIMULATION OF ATMOSPHERIC POLLUTANTS DISPERSION IN AN URBAN ENVIRONMENT
 
PREPARATION AND EVALUATION OF WOOL KERATIN BASED CHITOSAN NANOFIBERS FOR AIR ...
PREPARATION AND EVALUATION OF WOOL KERATIN BASED CHITOSAN NANOFIBERS FOR AIR ...PREPARATION AND EVALUATION OF WOOL KERATIN BASED CHITOSAN NANOFIBERS FOR AIR ...
PREPARATION AND EVALUATION OF WOOL KERATIN BASED CHITOSAN NANOFIBERS FOR AIR ...
 
ANALYSIS ON LOAD BALANCING ALGORITHMS IMPLEMENTATION ON CLOUD COMPUTING ENVIR...
ANALYSIS ON LOAD BALANCING ALGORITHMS IMPLEMENTATION ON CLOUD COMPUTING ENVIR...ANALYSIS ON LOAD BALANCING ALGORITHMS IMPLEMENTATION ON CLOUD COMPUTING ENVIR...
ANALYSIS ON LOAD BALANCING ALGORITHMS IMPLEMENTATION ON CLOUD COMPUTING ENVIR...
 
A MODEL BASED APPROACH FOR IMPLEMENTING WLAN SECURITY
A MODEL BASED APPROACH FOR IMPLEMENTING WLAN SECURITY A MODEL BASED APPROACH FOR IMPLEMENTING WLAN SECURITY
A MODEL BASED APPROACH FOR IMPLEMENTING WLAN SECURITY
 

Recently uploaded

Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...
University of Maribor
 
Generative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of contentGenerative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of content
Hitesh Mohapatra
 
Eric Nizeyimana's document 2006 from gicumbi to ttc nyamata handball play
Eric Nizeyimana's document 2006 from gicumbi to ttc nyamata handball playEric Nizeyimana's document 2006 from gicumbi to ttc nyamata handball play
Eric Nizeyimana's document 2006 from gicumbi to ttc nyamata handball play
enizeyimana36
 
The Python for beginners. This is an advance computer language.
The Python for beginners. This is an advance computer language.The Python for beginners. This is an advance computer language.
The Python for beginners. This is an advance computer language.
sachin chaurasia
 
Question paper of renewable energy sources
Question paper of renewable energy sourcesQuestion paper of renewable energy sources
Question paper of renewable energy sources
mahammadsalmanmech
 
Textile Chemical Processing and Dyeing.pdf
Textile Chemical Processing and Dyeing.pdfTextile Chemical Processing and Dyeing.pdf
Textile Chemical Processing and Dyeing.pdf
NazakatAliKhoso2
 
Recycled Concrete Aggregate in Construction Part III
Recycled Concrete Aggregate in Construction Part IIIRecycled Concrete Aggregate in Construction Part III
Recycled Concrete Aggregate in Construction Part III
Aditya Rajan Patra
 
Heat Resistant Concrete Presentation ppt
Heat Resistant Concrete Presentation pptHeat Resistant Concrete Presentation ppt
Heat Resistant Concrete Presentation ppt
mamunhossenbd75
 
New techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdfNew techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdf
wisnuprabawa3
 
Literature Review Basics and Understanding Reference Management.pptx
Literature Review Basics and Understanding Reference Management.pptxLiterature Review Basics and Understanding Reference Management.pptx
Literature Review Basics and Understanding Reference Management.pptx
Dr Ramhari Poudyal
 
Engine Lubrication performance System.pdf
Engine Lubrication performance System.pdfEngine Lubrication performance System.pdf
Engine Lubrication performance System.pdf
mamamaam477
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
IJECEIAES
 
TIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEM
TIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEMTIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEM
TIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEM
HODECEDSIET
 
Casting-Defect-inSlab continuous casting.pdf
Casting-Defect-inSlab continuous casting.pdfCasting-Defect-inSlab continuous casting.pdf
Casting-Defect-inSlab continuous casting.pdf
zubairahmad848137
 
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
insn4465
 
Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...
bijceesjournal
 
22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt
KrishnaveniKrishnara1
 
Iron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdf
Iron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdfIron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdf
Iron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdf
RadiNasr
 
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.pptUnit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
KrishnaveniKrishnara1
 
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECTCHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
jpsjournal1
 

Recently uploaded (20)

Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...
 
Generative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of contentGenerative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of content
 
Eric Nizeyimana's document 2006 from gicumbi to ttc nyamata handball play
Eric Nizeyimana's document 2006 from gicumbi to ttc nyamata handball playEric Nizeyimana's document 2006 from gicumbi to ttc nyamata handball play
Eric Nizeyimana's document 2006 from gicumbi to ttc nyamata handball play
 
The Python for beginners. This is an advance computer language.
The Python for beginners. This is an advance computer language.The Python for beginners. This is an advance computer language.
The Python for beginners. This is an advance computer language.
 
Question paper of renewable energy sources
Question paper of renewable energy sourcesQuestion paper of renewable energy sources
Question paper of renewable energy sources
 
Textile Chemical Processing and Dyeing.pdf
Textile Chemical Processing and Dyeing.pdfTextile Chemical Processing and Dyeing.pdf
Textile Chemical Processing and Dyeing.pdf
 
Recycled Concrete Aggregate in Construction Part III
Recycled Concrete Aggregate in Construction Part IIIRecycled Concrete Aggregate in Construction Part III
Recycled Concrete Aggregate in Construction Part III
 
Heat Resistant Concrete Presentation ppt
Heat Resistant Concrete Presentation pptHeat Resistant Concrete Presentation ppt
Heat Resistant Concrete Presentation ppt
 
New techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdfNew techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdf
 
Literature Review Basics and Understanding Reference Management.pptx
Literature Review Basics and Understanding Reference Management.pptxLiterature Review Basics and Understanding Reference Management.pptx
Literature Review Basics and Understanding Reference Management.pptx
 
Engine Lubrication performance System.pdf
Engine Lubrication performance System.pdfEngine Lubrication performance System.pdf
Engine Lubrication performance System.pdf
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
 
TIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEM
TIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEMTIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEM
TIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEM
 
Casting-Defect-inSlab continuous casting.pdf
Casting-Defect-inSlab continuous casting.pdfCasting-Defect-inSlab continuous casting.pdf
Casting-Defect-inSlab continuous casting.pdf
 
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
 
Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...
 
22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt
 
Iron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdf
Iron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdfIron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdf
Iron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdf
 
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.pptUnit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
 
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECTCHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
 

Performance of Doubly-Fed Induction Generator by changing various system parameters

  • 1. International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2163 Volume 1 Issue 5 (June 2014) http://ijirae.com _________________________________________________________________________________________________ © 2014, IJIRAE- All Rights Reserved Page - 8 Performance of Doubly-Fed Induction Generator by changing various system parameters Harmeet Singh Aulakh Neeraj Sharma Department of Electrical Engineering, Department of Electrical Engineering, Thapar Polytechnic College, Baba Banda Singh Bahadur Engg. College Patiala. FatehGarh Sahib. _________________________________________________________________________________________ Abstract—This paper describes the behaviour of a doubly-fed induction generator (DFIG) driven by wind turbine. The work has been carried out with the main objective to study dynamic performance of wind driven, grid connected doubly fed induction generator by formulating appropriate mathematical models. Further, performance of doubly fed induction generator is observed by changing various system parameters like base wind speed, line length and grid voltage. A MATLAB computer simulation study was undertaken and results on wind turbine are presented. Index Terms- Doubly-Fed Induction Generator (DFIG), Variable speed wind turbine, Dynamic Modelling. I. INTRODUCTION For stand-alone or autonomous operation, mostly single induction generator or parallel operated induction generators are focused according to available analysed references. This induction generator driven by the individual prime movers Employed excitation capacitor bank to build up desired voltage via self-excited phenomena. Hence the value of the excitation capacitor bank and the rotor speed determine the magnitude of the generated voltage and its frequency. Both voltage and frequency need to be controlled to feed the power to the load. But for grid connected operation, there are two types of generators are used. (i.e., single output and double outputs).In order to feed the active power to the grid, the machine should run at a speed greater than the synchronous speed of the revolving magnetic field. (i.e. slip should be negative).The single output generator feeds active power to the grid via only stator side and double output generator feeds electrical power to the grid via both stator as well as rotor side. The latter is also called static Kramer, double-fed or double outputs induction generators. This is only the generator which generates the power more than rated power without overheating. Besides, this kind of power generation usually causes problems in the utility grid system. Because the control on active and reactive power of the machine is complex one. Wind turbines often do not take part in voltage and frequency control and if a disturbance occurs, the wind turbines are disconnected and reconnected when normal operation has been resumed. As the wind power penetration continually increases, power utilities concerns are shifting focus from the power quality issue to the stability problem caused by the wind power connection. In such cases, it becomes important to consider the wind power impact properly in the power system planning and operation. This paper will focus on the grid-connected induction generator feeding power with DFIG during steady state and transient conditions. This paper describes the transient behaviour of a doubly-fed induction generator (DFIG) driven by wind turbine. The work has been carried out with the main objective to study dynamic performance of wind driven, grid connected doubly fed induction generator by formulating appropriate mathematical models. Further, performance of doubly fed induction generator is observed by changing various system parameters like base wind speed, line length and grid voltage. A MATLAB computer simulation study was undertaken and results on wind turbine are presented. II. DFIG DYNAMIC MODELLING A commonly used model for induction generator converting power from the wind to serve the electric grid is shown in Fig.1.The stator of the wound rotor induction machine is connected to the low voltage balanced three-phase grid and the rotor side is fed via the back-to-back IGBT voltage-source inverters with a common DC bus. The network side converter controls the power flow between the DC bus and the AC side and allows the system to be operated in sub synchronous and super synchronous speed. The proper rotor excitation is provided by the machine side power converter. Fig. 1. Model of DFIG Wind Turbine
  • 2. International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2163 Volume 1 Issue 5 (June 2014) http://ijirae.com _________________________________________________________________________________________________ © 2014, IJIRAE- All Rights Reserved Page - 9 The general model for wound rotor induction machine is similar to any fixed-speed induction generator as follows. IV. DYNAMIC PERFORMANCE OF DFIG The 9-MW wind farm comprises of six 1.5-MW wind turbines connected in parallel to a 25kV AC bus through a transmission line (30 km long) as shown in figure 2. Fig 2
  • 3. International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2163 Volume 1 Issue 5 (June 2014) http://ijirae.com _________________________________________________________________________________________________ © 2014, IJIRAE- All Rights Reserved Page - 10 The doubly fed induction generator consists of a wound rotor induction generator and an AC/DC/AC IGBT-based PWM converter. Each of the 3-phase induction generators is rated with line to line voltage of 575V, frequency 60Hz. The equivalent generation has nominal base at 10 MVA, having inertia constant of 0.685 and friction factor 0.01pu. The stator winding is connected directly to 60 HZ grid and rotor is fed at variable frequency through the AC/DC/AC converter. The DFIG allows extracting maximum energy from wind for low wind speeds by regulating the turbine speed, while minimizing the mechanical stress on turbine during gusts of wind. For simulation, the base wind speed is taken as 14m/s, the active power, reactive power required by the DFIG, speed of wind turbine, voltage and current at 25kV bus B25 is shown in figure 3. The active power generated by DFIG increases to 11 MW and afterwards decreases to 9MW. This active power corresponds to maximum mechanical turbine output for 14m/s base wind speed minus electrical and mechanical losses. There is an excessive demand of reactive power momentarily to 4Mvar which reduces to less than 1Mvar after few seconds. The reactive power is managed by filters and AC source. During this DC link voltage is maintained constant by converter. The turbine speed is maintained slightly higher at 1.1pu but lower than 1.2pu. The grid voltage observed at the AC b0us B25 is 1pu in time period of 360ms. The current at the grid has a value of 0.8pu at AC bus B25. This value is obtained after initial transients of decreasing magnitude. Fig 3 Wind driven DFIG output Fig 4 Effect of wind speed 8m/s
  • 4. International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2163 Volume 1 Issue 5 (June 2014) http://ijirae.com _________________________________________________________________________________________________ © 2014, IJIRAE- All Rights Reserved Page - 11 Fig 5 Effect of 10km line length Fig 6 Effect of 108kV grid voltage V CONCLUSION The dynamic performance of wind driven doubly fed induction generator has been studied. The dynamic models have been derived and performance has been simulated using MATLAB/SIMULINK. Various parameters have been studied for observing the performance of doubly fed induction generator. The following conclusion is drawn from the study: The real output power of turbine changes with the change in base wind speed. With decrease in the length of transmission line, high amplitude transients in current are resulted. Change in grid voltage is related to change in reactive power demand as at higher grid voltages, reactive power consumed by DFIG is less. REFERENCES [1] A.Tapia, G.Ostolaza and J.X. Saenz, “Modeling and control of a wind turbine driven doubly fed induction generator,” IEEE Energy Conversion, vol. 18, pp. 194–204, June. 2003. [2] Yazhou Lei, Alan Mullane, Gordon Lightbody, and Robert Yacamini, “Modeling of the Wind Turbine With a Doubly Fed Inducion Generator for Grid Integration Studies,” IEEE Energy Conversion, vol. 21, pp. 257–264, Mar. 2006. [3] C. S. Demoulias and P. S. Dokopoulos, “Transient behaviour and self excitation of wind-driven induction generator after its disconnection from the power grid,” IEEE Energy Conversion, vol. 5, pp. 272–278, 1990. [4] P. S. Nagendra Rao and S. S. Murthy, “Performance analysis of grid connected induction generators driven by hydra/wind turbines including grid abnormalities,” in Proc. 24th Intersociety on Energy Conversion Engineering Conference, 1989, pp. 2045-2050.