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International Journal of Applied Power Engineering (IJAPE)
Vol. 3, No. 2, August 2014, pp. 140~148
ISSN: 2252-8792  140
Journal homepage: http://iaesjournal.com/online/index.php/IJAPE
Modeling and Simulation of SVPWM Based Application
Ashish Porwal, Ketan Baria, Anuradha Deshpande
Department of Electrical Engineering, Faculty of Technology and Engineering, the Maharaja Sayajirao University of
Baroda, Vadodara (Gujarat-India)
Article Info ABSTRACT
Article history:
Received Mar 2, 2014
Revised Jul 10, 2014
Accepted Jul 23, 2014
Recent developments in power electronics and semiconductor technology
have lead to widespread use of power electronic converters in the power
electronic systems. A number of Pulse width modulation (PWM) schemes
are used to obtain variable voltage and frequency supply from a three-phase
voltage source inverter. Among the different PWM techniques proposed for
voltage fed inverters, the sinusoidal PWM technique has been popularly
accepted. But there is an increasing trend of using space vector PWM
(SVPWM) because of their easier digital realization, reduced harmonics,
reduced switching losses and better dc bus utilization. This project focuses
on step by step development of SVPWM technique. Simulation results are
obtained using MATLAB/Simulink software for effectiveness of the study.
Keyword:
MATLAB
Pulse Width Modulation
Sinusoidal PWM
Space vector PWM
Voltage Source Inverter Copyright © 2014 Institute of Advanced Engineering and Science.
All rights reserved.
Corresponding Author:
Ashish Porwal,
Departement of Electrical Engineering, Faculty of Technology and Engineering,
The Maharaja Sayajirao University of Baroda,
Vadodara (Gujarat-India)
Email: ashishkporwal@ovi.com
1. INTRODUCTION
The inverters are used to convert dc power into ac power at desired output voltage and frequency.
The waveform of the output voltage depends on the switching states of the switches used in the inverter.
Major limitations and requirements of inverters are harmonic contents, the switching frequency, and the best
utilization of dc link voltage. Pulse width modulation (PWM) inverters are studied extensively during the
past decades. In this method, a fixed dc input voltage is given to the inverter and a controlled ac output
voltage is obtained by adjusting the on and off periods of the inverter components. The most popular PWM
techniques are the sinusoidal PWM and space Vector PWM. The Space Vector PWM is an advanced,
computation intensive and possibly the best among all PWM technique. Because of its superior performance
characteristic, it has been finding widespread application in recent years.
It can be shown that the reference voltage vector rotates in circular orbit with some angular velocity,
where the direction of rotation depends on the phase sequence of voltages. With sinusoidal three phase input
voltages, using some PWM technique, PWM signals are generated which then fed to the inverter such that
the output voltages of inverter follows these input voltages with minimum amount of harmonic distortion.
Space-vector concept is used to compute the duty cycle of the switches. It is simply the digital
implementation of PWM modulators. Most advanced features of SVM are easy digital implementation and
wide linear modulation range for output line-to-line voltages.
IJAPE ISSN: 2252-8792 
Modeling and Simulation of SVPWM Based Application (Ashish Porwal)
141
2. PRINCIPLE OF SPACE VECTOR PWM
PWM inverters are quite popular in industrial applications. PWM techniques are characterized by
constant amplitude pulses. The width of these pulses is however modulated to obtain inverter output voltage
control and to reduce its harmonic content.
To understand SVM theory, the concept of a rotating space vector is very important. Considering
three phase sinusoidal voltages, given by following equations,
(1)
(2)
(3)
These three vectors can be represented by a one vector which is known as space vector.
Space vector (Vs) is defined as,
( ) ( )
(4)
(5)
i.e, Vs is a vector having magnitude of (3/2)*Vm and rotates in space at ω rad/sec as shown in Figure 1.
Figure 1. Rotating Space Vector
figure 2. below shows three phase voltage source inverter feeding an AC motor.
Figure 2. Three faze voltage source inverter
Here S1 to S6 are six power switches that shape the output, which are controlled by the switching
variables a, a’, b, b’, c, c’. When an upper transistor is switched ON, i.e., when a, b or c is 1, the
corresponding lower transistor is switched OFF, i.e., the corresponding a’, b’ or c’ is 0. Therefore, the ON
 ISSN: 2252-8792
IJAPE Vol. 3, No. 2, August 2014 : 140 – 148
142
and OFF states of the upper transistors S1, S3 and S5 can be used to determine the output voltage. Hence
there are 8 possible switching states, i.e.,(0,0,0), (0,0,1), (0,1,0), (0,1,1), (1,0,0),(1,0,1), (1,1,0), (1,1,1).
The inverter has six states when a voltage is applied to the motor and two states when the motor is
shorted through the upper or lower transistors resulting in zero volts being applied to the motor.
3. RESEARCH METHOD
To implement space vector PWM, the voltage equations in the ABC reference frame can be
transformed into stationary dq reference frame that consists of the horizontal direct (d) axis and vertical
quadratic (q) axis as shown in figure 3 below.
Figure 3. ABC to dq transformation
From this figure, the relation between these two reference frames is given below.
( ) (6)
( ) (7)
(8)
Where = rotation speed (rad/s) of rotating frame
For ideal cases, considering the angle =90˚, this transformation can be easily shown in matrix form as
below (not considering zero sequence quantity)
With respect to this dq transformation, space vector can be represented as,
Vs = Vd + jVq (9)
and (10)
To obtain values of voltages in eight different switching states, consider an inverter feeding a star
connected load and center point of the dc link is taken as reference point as shown in figure 4,
Figure 4. Inverter feeding a star connected load
IJAPE ISSN: 2252-8792 
Modeling and Simulation of SVPWM Based Application (Ashish Porwal)
143
The potential of point a, point b & point c with respect to the center point of the dc link is known if
the conducting states of the switches are known. When upper switch is “ON‟, the potential of a, b & c is
and when lower switch is “ON‟, the potential of a, b & c is .
If the three phase load neutral is connected to the center tap of dc voltage, then the load voltages are
Va0, Vb0 and Vc0. With an isolated neutral (usual for a machine), the equivalent circuit is shown in figure. 4
So, we can write the following equations:
(11)
(12)
(13)
Since the load phase voltages are balanced, in other words , adding these equations,
(14)
Therefore, substituting Equation (4.9) in (4.6), (4.7) and (4.8), respectively, we get
(15)
(16)
(17)
Consider the switching states, (0,0,0) & (1,1,1), for that
Hence,
Therefore, ∠0˚
Now consider the switching state (1,0,0),
Hence,
∠0°
Since (0, 1, 1) is the complementary of (1,0,0),
∠180°
Similarly deriving the magnitude and angle of space vector for all possible switching states.
They are, for (0, 0, 0): Vs= 0∠0° →V0
For (1, 0, 0): Vs= Vdc ∠0° →V1
For (1, 1, 0): Vs= Vdc ∠60° →V2
For (0, 1, 0): Vs= Vdc ∠120° →V3
For (0, 1, 1): Vs= Vdc ∠180° →V4
For (0, 0, 1): Vs= Vdc ∠240° →V5
For (1, 0, 1): Vs= Vdc ∠300° →V6
 ISSN: 2252-8792
IJAPE Vol. 3, No. 2, August 2014 : 140 – 148
144
For (1, 1, 1): Vs= 0∠0° →V7
There are 6 non-zero vectors (V1 to V6) and 2 zero vectors (V0 & V7).The on and off states of
lower power devices are opposite to the upper one and so are easily determined once the states of the upper
power transistor are determined.
Figure 5. Basic Switching vectors and Sectors
3.1 Realization of Space Vector PWM
The objective of Space Vector PWM technique is to approximate the reference voltage vector Vref,
using the eight switching patterns. One simple method of approximation is to generate the average output of
the inverter in a small period T, to be same as that of Vref in the same period.
The space vector PWM is realized based on the following steps:
Stage 1: Determine Vd, Vq, Vref and angle ( )
Stage 2: Determine time duration T1, T2, T0
Stage 3: Determine the switching time of each transistor (S1 to S6)
Stage 1: Determine Vd, Vq, Vref and angle (
√
and ( )
Where f = Fundamental frequency
Stage 2: Determine time duration T1, T2, T0
In space vector PWM technique, the required space vector is synthesized by two adjacent vectors and null
vector. Switching time duration at Sector 1:
From figure. 6, the switching time duration can be calculated as follows:
Figure 6. Reference vector as a combination of adjacent vectors at sector 1
IJAPE ISSN: 2252-8792 
Modeling and Simulation of SVPWM Based Application (Ashish Porwal)
145
Now, ∫ ̅ ∫ ̅ ∫ ̅ ∫ ̅ ̅
̅ ̅ ̅
|̅ | * + * + [
⁄
⁄
]
⁄
⁄
(18)
⁄
(19)
And (20)
Where, T1 = time for which V1 is applied
T2 = time for which V2 is applied
T0 = time for which null vector is applied
|̅ |
Ts = sampling time = & fs = fundamental frequency
˚
Stage 3: Determine The Switching Time Of Each Transistor (S1 To S6)
Based on Figure 7, the switching time at each sector is summarized in Table 1, and it will be built in simulink
model to implement SVPWM.
 ISSN: 2252-8792
IJAPE Vol. 3, No. 2, August 2014 : 140 – 148
146
Table 1. Switching time calculation at each sector
4. SIMULATION OF SVPWM TECHNIQUE
4.1 Stages to Build Matlab/Simulink Model:
Stage 1: Modulation of Sinusoidal and Carrier Waves and obtain Pulses
Stage 2: Obtain Gate Pulses
Stage 3: Generate output voltages in the inverter
Stage 1: Modulation of Sinusoidal and Carrier Waves and obtain Pulses
Stage 2: Obtain Gate Pulses
IJAPE ISSN: 2252-8792 
Modeling and Simulation of SVPWM Based Application (Ashish Porwal)
147
Stage 3: Generate output voltages in the inverter
4.2. Waveforms of Simulation Results:
4.2.1. Waveforms of getting pulses for six switches:
4.2.2. Waveforms of line voltages:
4.2.3. Waveforms of Phase voltages:
4.2.4. Waveforms of line currents:
 ISSN: 2252-8792
IJAPE Vol. 3, No. 2, August 2014 : 140 – 148
148
6. CONCLUSION
Here in this project, the Space Vector Pulse Width Modulation Technique is successfully
implemented in voltage source inverter fed asynchronous motor. SVPWM shows that output is free from
third harmonic.
ACKNOWLEDGEMENTS
It is a great pleasure and privilege to have opportunity to take this project work entitled “Modeling
and Simulation of SVPWM Based Application”. We would like to express our sincere gratitude to our guide
Mrs. Anuradha S. Deshpande, Associate Professor, Electrical Engineering Department, Faculty of
Technology and Engineering, The M.S. University of Baroda for her inspiring guidance and valuable
suggestions that has been the driving force in success of our project work. We are thankful to Prof. S.K.
Joshi, Head of Electrical Engineering Department, Faculty of Technology and Engineering, The M.S.
University of Baroda, for permitting us to do this work. We would like to thank our family and friends whose
constant support helped us in completing our project work. We would like to thank God for blessing us
forever.
REFERENCES
[1] Power Electronics: Circuits, Devices and Applications by P S Bhimrah Khanna Publishers, New Delhi, 2003. 3rd
edition
[2] Power Electronics: Circuits, Devices and Applications by Muhammad H. Rashid Academic Press 2001
[3] Modern Power Electronics and AC drives By Bimal K. Bose Prentise hall of India PVT LTD, New Delhi -2007
[4] Devisree Sasi, Jisha Kuruvilla P Modelling And Simulation Of Svpwm Inverter Fed Permanent Magnet Brushless
DC Motor Drive International Journal of Advanced Research in Electrical, Electronics and Instrumentation
Engineering; Vol. 2, Issue 5, May 2013
[5] P.Nagasekhar Reddy Modeling and Simulation of Space Vector Pulse Width Modulation based Permanent Magnet
Synchronous Motor Drive; International Journal of Science and Modern Engineering (IJISME);
ISSN: 2319-6386, Volume-1, Issue-9, August 2013
BIOGRAPHIES OF AUTHORS
Mr. Ashish Porwal, Author is a student of final year of Electrical engineering from The
Maharaja Sayajirao University of Baroda. He is interested in Power System, Electrical
Machines, Power electronics, Microprocessor.
Mr. Ketan Baria, Author is a student of final year of Electrical engineering from The Maharaja
Sayajirao University of Baroda. He is interested in Power System, Electrical Machines, and
Power electronics.
Mrs. Anuradha S. Deshpande, Author has done post graduation from The Maharaja Sayajirao
University of Baroda. She has published many (30) papers in various journal and conference
proceedings of National and International repute. Her areas of research are Renewable energy
sources, FACT devices, Artificial Intelligence, etc.

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Modeling and Simulation of SVPWM Based Application

  • 1. International Journal of Applied Power Engineering (IJAPE) Vol. 3, No. 2, August 2014, pp. 140~148 ISSN: 2252-8792  140 Journal homepage: http://iaesjournal.com/online/index.php/IJAPE Modeling and Simulation of SVPWM Based Application Ashish Porwal, Ketan Baria, Anuradha Deshpande Department of Electrical Engineering, Faculty of Technology and Engineering, the Maharaja Sayajirao University of Baroda, Vadodara (Gujarat-India) Article Info ABSTRACT Article history: Received Mar 2, 2014 Revised Jul 10, 2014 Accepted Jul 23, 2014 Recent developments in power electronics and semiconductor technology have lead to widespread use of power electronic converters in the power electronic systems. A number of Pulse width modulation (PWM) schemes are used to obtain variable voltage and frequency supply from a three-phase voltage source inverter. Among the different PWM techniques proposed for voltage fed inverters, the sinusoidal PWM technique has been popularly accepted. But there is an increasing trend of using space vector PWM (SVPWM) because of their easier digital realization, reduced harmonics, reduced switching losses and better dc bus utilization. This project focuses on step by step development of SVPWM technique. Simulation results are obtained using MATLAB/Simulink software for effectiveness of the study. Keyword: MATLAB Pulse Width Modulation Sinusoidal PWM Space vector PWM Voltage Source Inverter Copyright © 2014 Institute of Advanced Engineering and Science. All rights reserved. Corresponding Author: Ashish Porwal, Departement of Electrical Engineering, Faculty of Technology and Engineering, The Maharaja Sayajirao University of Baroda, Vadodara (Gujarat-India) Email: ashishkporwal@ovi.com 1. INTRODUCTION The inverters are used to convert dc power into ac power at desired output voltage and frequency. The waveform of the output voltage depends on the switching states of the switches used in the inverter. Major limitations and requirements of inverters are harmonic contents, the switching frequency, and the best utilization of dc link voltage. Pulse width modulation (PWM) inverters are studied extensively during the past decades. In this method, a fixed dc input voltage is given to the inverter and a controlled ac output voltage is obtained by adjusting the on and off periods of the inverter components. The most popular PWM techniques are the sinusoidal PWM and space Vector PWM. The Space Vector PWM is an advanced, computation intensive and possibly the best among all PWM technique. Because of its superior performance characteristic, it has been finding widespread application in recent years. It can be shown that the reference voltage vector rotates in circular orbit with some angular velocity, where the direction of rotation depends on the phase sequence of voltages. With sinusoidal three phase input voltages, using some PWM technique, PWM signals are generated which then fed to the inverter such that the output voltages of inverter follows these input voltages with minimum amount of harmonic distortion. Space-vector concept is used to compute the duty cycle of the switches. It is simply the digital implementation of PWM modulators. Most advanced features of SVM are easy digital implementation and wide linear modulation range for output line-to-line voltages.
  • 2. IJAPE ISSN: 2252-8792  Modeling and Simulation of SVPWM Based Application (Ashish Porwal) 141 2. PRINCIPLE OF SPACE VECTOR PWM PWM inverters are quite popular in industrial applications. PWM techniques are characterized by constant amplitude pulses. The width of these pulses is however modulated to obtain inverter output voltage control and to reduce its harmonic content. To understand SVM theory, the concept of a rotating space vector is very important. Considering three phase sinusoidal voltages, given by following equations, (1) (2) (3) These three vectors can be represented by a one vector which is known as space vector. Space vector (Vs) is defined as, ( ) ( ) (4) (5) i.e, Vs is a vector having magnitude of (3/2)*Vm and rotates in space at ω rad/sec as shown in Figure 1. Figure 1. Rotating Space Vector figure 2. below shows three phase voltage source inverter feeding an AC motor. Figure 2. Three faze voltage source inverter Here S1 to S6 are six power switches that shape the output, which are controlled by the switching variables a, a’, b, b’, c, c’. When an upper transistor is switched ON, i.e., when a, b or c is 1, the corresponding lower transistor is switched OFF, i.e., the corresponding a’, b’ or c’ is 0. Therefore, the ON
  • 3.  ISSN: 2252-8792 IJAPE Vol. 3, No. 2, August 2014 : 140 – 148 142 and OFF states of the upper transistors S1, S3 and S5 can be used to determine the output voltage. Hence there are 8 possible switching states, i.e.,(0,0,0), (0,0,1), (0,1,0), (0,1,1), (1,0,0),(1,0,1), (1,1,0), (1,1,1). The inverter has six states when a voltage is applied to the motor and two states when the motor is shorted through the upper or lower transistors resulting in zero volts being applied to the motor. 3. RESEARCH METHOD To implement space vector PWM, the voltage equations in the ABC reference frame can be transformed into stationary dq reference frame that consists of the horizontal direct (d) axis and vertical quadratic (q) axis as shown in figure 3 below. Figure 3. ABC to dq transformation From this figure, the relation between these two reference frames is given below. ( ) (6) ( ) (7) (8) Where = rotation speed (rad/s) of rotating frame For ideal cases, considering the angle =90˚, this transformation can be easily shown in matrix form as below (not considering zero sequence quantity) With respect to this dq transformation, space vector can be represented as, Vs = Vd + jVq (9) and (10) To obtain values of voltages in eight different switching states, consider an inverter feeding a star connected load and center point of the dc link is taken as reference point as shown in figure 4, Figure 4. Inverter feeding a star connected load
  • 4. IJAPE ISSN: 2252-8792  Modeling and Simulation of SVPWM Based Application (Ashish Porwal) 143 The potential of point a, point b & point c with respect to the center point of the dc link is known if the conducting states of the switches are known. When upper switch is “ON‟, the potential of a, b & c is and when lower switch is “ON‟, the potential of a, b & c is . If the three phase load neutral is connected to the center tap of dc voltage, then the load voltages are Va0, Vb0 and Vc0. With an isolated neutral (usual for a machine), the equivalent circuit is shown in figure. 4 So, we can write the following equations: (11) (12) (13) Since the load phase voltages are balanced, in other words , adding these equations, (14) Therefore, substituting Equation (4.9) in (4.6), (4.7) and (4.8), respectively, we get (15) (16) (17) Consider the switching states, (0,0,0) & (1,1,1), for that Hence, Therefore, ∠0˚ Now consider the switching state (1,0,0), Hence, ∠0° Since (0, 1, 1) is the complementary of (1,0,0), ∠180° Similarly deriving the magnitude and angle of space vector for all possible switching states. They are, for (0, 0, 0): Vs= 0∠0° →V0 For (1, 0, 0): Vs= Vdc ∠0° →V1 For (1, 1, 0): Vs= Vdc ∠60° →V2 For (0, 1, 0): Vs= Vdc ∠120° →V3 For (0, 1, 1): Vs= Vdc ∠180° →V4 For (0, 0, 1): Vs= Vdc ∠240° →V5 For (1, 0, 1): Vs= Vdc ∠300° →V6
  • 5.  ISSN: 2252-8792 IJAPE Vol. 3, No. 2, August 2014 : 140 – 148 144 For (1, 1, 1): Vs= 0∠0° →V7 There are 6 non-zero vectors (V1 to V6) and 2 zero vectors (V0 & V7).The on and off states of lower power devices are opposite to the upper one and so are easily determined once the states of the upper power transistor are determined. Figure 5. Basic Switching vectors and Sectors 3.1 Realization of Space Vector PWM The objective of Space Vector PWM technique is to approximate the reference voltage vector Vref, using the eight switching patterns. One simple method of approximation is to generate the average output of the inverter in a small period T, to be same as that of Vref in the same period. The space vector PWM is realized based on the following steps: Stage 1: Determine Vd, Vq, Vref and angle ( ) Stage 2: Determine time duration T1, T2, T0 Stage 3: Determine the switching time of each transistor (S1 to S6) Stage 1: Determine Vd, Vq, Vref and angle ( √ and ( ) Where f = Fundamental frequency Stage 2: Determine time duration T1, T2, T0 In space vector PWM technique, the required space vector is synthesized by two adjacent vectors and null vector. Switching time duration at Sector 1: From figure. 6, the switching time duration can be calculated as follows: Figure 6. Reference vector as a combination of adjacent vectors at sector 1
  • 6. IJAPE ISSN: 2252-8792  Modeling and Simulation of SVPWM Based Application (Ashish Porwal) 145 Now, ∫ ̅ ∫ ̅ ∫ ̅ ∫ ̅ ̅ ̅ ̅ ̅ |̅ | * + * + [ ⁄ ⁄ ] ⁄ ⁄ (18) ⁄ (19) And (20) Where, T1 = time for which V1 is applied T2 = time for which V2 is applied T0 = time for which null vector is applied |̅ | Ts = sampling time = & fs = fundamental frequency ˚ Stage 3: Determine The Switching Time Of Each Transistor (S1 To S6) Based on Figure 7, the switching time at each sector is summarized in Table 1, and it will be built in simulink model to implement SVPWM.
  • 7.  ISSN: 2252-8792 IJAPE Vol. 3, No. 2, August 2014 : 140 – 148 146 Table 1. Switching time calculation at each sector 4. SIMULATION OF SVPWM TECHNIQUE 4.1 Stages to Build Matlab/Simulink Model: Stage 1: Modulation of Sinusoidal and Carrier Waves and obtain Pulses Stage 2: Obtain Gate Pulses Stage 3: Generate output voltages in the inverter Stage 1: Modulation of Sinusoidal and Carrier Waves and obtain Pulses Stage 2: Obtain Gate Pulses
  • 8. IJAPE ISSN: 2252-8792  Modeling and Simulation of SVPWM Based Application (Ashish Porwal) 147 Stage 3: Generate output voltages in the inverter 4.2. Waveforms of Simulation Results: 4.2.1. Waveforms of getting pulses for six switches: 4.2.2. Waveforms of line voltages: 4.2.3. Waveforms of Phase voltages: 4.2.4. Waveforms of line currents:
  • 9.  ISSN: 2252-8792 IJAPE Vol. 3, No. 2, August 2014 : 140 – 148 148 6. CONCLUSION Here in this project, the Space Vector Pulse Width Modulation Technique is successfully implemented in voltage source inverter fed asynchronous motor. SVPWM shows that output is free from third harmonic. ACKNOWLEDGEMENTS It is a great pleasure and privilege to have opportunity to take this project work entitled “Modeling and Simulation of SVPWM Based Application”. We would like to express our sincere gratitude to our guide Mrs. Anuradha S. Deshpande, Associate Professor, Electrical Engineering Department, Faculty of Technology and Engineering, The M.S. University of Baroda for her inspiring guidance and valuable suggestions that has been the driving force in success of our project work. We are thankful to Prof. S.K. Joshi, Head of Electrical Engineering Department, Faculty of Technology and Engineering, The M.S. University of Baroda, for permitting us to do this work. We would like to thank our family and friends whose constant support helped us in completing our project work. We would like to thank God for blessing us forever. REFERENCES [1] Power Electronics: Circuits, Devices and Applications by P S Bhimrah Khanna Publishers, New Delhi, 2003. 3rd edition [2] Power Electronics: Circuits, Devices and Applications by Muhammad H. Rashid Academic Press 2001 [3] Modern Power Electronics and AC drives By Bimal K. Bose Prentise hall of India PVT LTD, New Delhi -2007 [4] Devisree Sasi, Jisha Kuruvilla P Modelling And Simulation Of Svpwm Inverter Fed Permanent Magnet Brushless DC Motor Drive International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineering; Vol. 2, Issue 5, May 2013 [5] P.Nagasekhar Reddy Modeling and Simulation of Space Vector Pulse Width Modulation based Permanent Magnet Synchronous Motor Drive; International Journal of Science and Modern Engineering (IJISME); ISSN: 2319-6386, Volume-1, Issue-9, August 2013 BIOGRAPHIES OF AUTHORS Mr. Ashish Porwal, Author is a student of final year of Electrical engineering from The Maharaja Sayajirao University of Baroda. He is interested in Power System, Electrical Machines, Power electronics, Microprocessor. Mr. Ketan Baria, Author is a student of final year of Electrical engineering from The Maharaja Sayajirao University of Baroda. He is interested in Power System, Electrical Machines, and Power electronics. Mrs. Anuradha S. Deshpande, Author has done post graduation from The Maharaja Sayajirao University of Baroda. She has published many (30) papers in various journal and conference proceedings of National and International repute. Her areas of research are Renewable energy sources, FACT devices, Artificial Intelligence, etc.