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Abstract—Based on a survey conducted for second and third year
students of the electrical engineering department at Maharishi
Markandeshwar University, India, it was found that around 92% of
students felt that it would be better to introduce a virtual environment
for laboratory experiments. Hence, a need was felt to perform modern
pedagogy techniques for students which consist of a virtual
environment using MATLAB/Simulink. In this paper, a virtual
environment for the speed control of a DC motor is performed using
MATLAB/Simulink. The various speed control methods for the DC
motor include the field resistance control method and armature
voltage control method. The performance analysis of the DC motor is
hence analyzed.
Keywords—Pedagogy techniques, speed control, virtual
environment, DC motor, field control, voltage control.
I. INTRODUCTION
ITH the trending advent of low cost personal computers
and easily accessible open source software packages,
modern pedagogy technique has become an inevitable part of
classroom lectures and practical experiments in electric
machinery education [1]. Modern pedagogy technique enables
the instructor to illustrate steady state operation of motor
under various loading conditions easily [3]. Computer aided
tools assists students to enhance their laboratory session i.e.
verifying their hardware counterparts with simulation. Since
simulation does not give the exact results as hardware, it helps
students to understand hardware limitations [2]. The error
bridge between hardware and software simulations is due to
the assumption made in simulation. This realizes the fact that
we cannot substitute actual hardware experiments with
simulation exactly. Simulation software used in the following
work is MATLAB/Simulink. Following the circuit diagram,
respective block diagrams are connected with reference to
circuit elements portrayed in the circuit diagram and
simulating it for the respective simulation time [4]. Other
software such as Maple and MathCAD, are commonly used in
electrical engineering education with their advantages and
disadvantages [5]. The reason MATLAB, with its toolbox is
selected, is that it is the main software package used in almost
all undergraduate courses in institutions as a computation tool;
therefore, students can easily access it [6]. The simulation
performed in this paper is for the speed control of a DC motor
Rajesh Kumar is with the Maharishi Markandeshwar University, Mullana,
133203, Haryana, India (corresponding author, phone: +918398069447; e-
mail: rjesh10391@gmail.com).
Roopali Dogra is with the Maharishi Markandeshwar University, Haryana,
India (phone: +919622731576, e-mail: roopalidogra5@gmail.com).
Puneet Aggrawal is with the Maharishi Markandeshwar University,
Haryana, India (phone: +918059931096; e-mail: puneet241@gmail.com).
using field resistance control method and armature voltage
control method along with DC motor characteristics.
II.FIELD RESISTANCE CONTROL
The speed of the DC shunt motor is given by:
N (1)
Va is the voltage applied across the armature and ϕ is flux per
pole and is proportional to the field current If. The mechanical
load present on the shaft decides the armature current.
Therefore, by varying the field current, the armature voltage
speed can be varied. For speed control of the DC motor using
field resistance, the circuit is shown in Fig. 1.
Fig. 1 Set Up For Field Resistance Control
To control the speed of a DC shunt motor, field circuit
resistance is varied. If we vary field current If , flux ϕ will
change which would result in the variation of speed. To bring
a change in the field current, an external resistance is
connected in the series with the field windings. The resistance
acts as shunt field regulator, rated flux is produced by a field
coil when no external resistance is connected and rated voltage
is applied across the field coil.
A.Field Resistance Control Using Simulink
Implementing the DC speed control using field resistance
control is shown in Fig. 2 [7]. A DC motor, with the
specifications; 5 HP, 240V, 1750RPM having a field voltage
of 300V and load torque of 160N-m, is used.
In the shunt field circuit of the motor, a series resistance is
inserted in order to change flux by regulating the field current
[7]. The field circuit is illustrated by an R-L circuit (Rf and Lf
in series) and is connected between the ports (F+ and F-) [7].
The Armature circuit can be illustrated as inductor La and
resistor Ra in the series with an electromotive force Ea and is
connected between the ports (A+, A-) [7]. External resistance
Rf1 is inserted in the series with the field circuit to realize the
Modern Pedagogy Techniques for DC Motor Speed
Control
Rajesh Kumar, Roopali Dogra, Puneet Aggarwal
W
World Academy of Science, Engineering and Technology
International Journal of Mathematical, Computational, Physical, Electrical and Computer Engineering Vol:11, No:7, 2017
229International Scholarly and Scientific Research & Innovation 11(7) 2017 scholar.waset.org/1999.7/10007438
InternationalScienceIndex,ElectronicsandCommunicationEngineeringVol:11,No:7,2017waset.org/Publication/10007438
field resistance speed control [7].
Fig. 2 Field Resistance Speed Control Using SIMULINK
Fig. 3 Experimental Setup for armature voltage control
III. ARMATURE VOLTAGE CONTROL
Here at the armature, circuit voltage is applied without
changing the applied voltage to the field circuit of motor Va is
varied [7]. Separately, the excited motor must be therefore
used for armature voltage control method [7]. The circuit
diagram used for armature voltage control can be depicted as
in Fig. 3.
A.Armature Voltage Control Using Simulink
For performing DC motor speed control using armature
voltage control method, the DC machine block is modeled
with parameters 5HP, 240V, 1750RPM having a field voltage
of 300V and load torque of 160 N-m. The Simulink model
used for this purpose is shown in Fig. 4 [7].
The method in which an external resistance is inserted in
series with the armature circuit, i.e. armature resistance
method, and it is less commonly used method for speed
control.
IV. RESULTS
The following section presents the simulation and analyses
of the speed control method of a DC motor. For plotting of
torque speed characteristics, a 5HP, 240V, 1750 RPM, having
a field voltage of 300V DC motor is used in the simulation
models. To perform field resistance control, initially, the
nominal value of the resistance RF=240Ω is selected and
simulations are run for several values of load torque in the
range of TL=0-500 N-m, to determine the steady state value of
the speed at each load level. Effect of increase in the field
resistance on the torque speed characteristics is investigated.
The torque speed curves for both resistance values are shown
in Fig. 5.
Fig. 5 shows an increase in the slope of the curve as well as
the no load speed of the motor with respect to an increase in
the field resistance. Over a range from no load to full load
conditions, an increase in field resistance causes an increase in
the motor speed. On the contrary, at a lower speed, an increase
in field resistance will decrease the speed of the motor [7]. To
perform armature voltage control simulation are performed
using the model shown in Fig. 4, with different armature
voltages 180V, 240V and 300V, respectively, and the applied
voltage to the field circuit is kept constant at a nominal value
of 240V. Fig. 6 compares the torque speed characteristics. It is
clearly illustrated from Fig. 6 that the torque speed curve is
shifted upwards by increasing the armature voltage, while the
slope of curve remains unchanged as is theoretically expected.
Further speed time characteristics for field resistance
control for a DC motor are as shown in Fig. 7.
World Academy of Science, Engineering and Technology
International Journal of Mathematical, Computational, Physical, Electrical and Computer Engineering Vol:11, No:7, 2017
230International Scholarly and Scientific Research & Innovation 11(7) 2017 scholar.waset.org/1999.7/10007438
InternationalScienceIndex,ElectronicsandCommunicationEngineeringVol:11,No:7,2017waset.org/Publication/10007438
Fig. 4 Armature Voltage Speed Control Using Simulink
Fig. 5 Torque- speed characteristics for two different field resistances
Armature current time characteristics and torque time
characteristics for field resistance speed control is plotted in
Figs. 8 and 9, respectively.
The speed time, armature current time, and torque time
characteristics for armature voltage control are plotted in Figs.
10, 11 and 12, respectively.
From the above, it can be noticed that the speed of the DC
motor increases at initial instant of time, after reaching the
steady state it remains constant whereas torque and armature
current drops at initial instant of time then reaches a constant
value at steady state.
Fig. 6 Speed Torque Characteristics for three different armature
voltages
V.CONCLUSIONS
While analyzing DC motor speed control methods, it was
observed that increase in field resistance concluded in an
increase of the no load speed of the motor and in the slope of
the torque speed curve. An increase in armature resistance
results in significant increase in the slope of the torque speed
characteristics of the motor, while the no load speed remains
constant. The simulation presented here, attempted to make
teaching aid and pedagogy more interactive i.e. aiding
laboratory experiments with MATLAB Simulink models. A
clearer view of the characteristics of a DC motor speed control
can be observed at variable parameters. While evaluating the
bridge between software and hardware, it was concluded that
it is not possible to fully replace hardware with simulation due
World Academy of Science, Engineering and Technology
International Journal of Mathematical, Computational, Physical, Electrical and Computer Engineering Vol:11, No:7, 2017
231International Scholarly and Scientific Research & Innovation 11(7) 2017 scholar.waset.org/1999.7/10007438
InternationalScienceIndex,ElectronicsandCommunicationEngineeringVol:11,No:7,2017waset.org/Publication/10007438
to modelling assumptions. Hence, the virtual environment
could be used as a tool for running a final check on a circuit
diagram and then applying to a real time system, and thus
avoid dangerous mishaps in the laboratory due to errors in
circuit connections.
Fig. 7 Speed Time Characteristics for Field Resistance Speed Control
Fig. 8 Armature Current Time Characteristics of Field Resistance
Speed Control
Fig. 9 Torque Time Characteristics of Field Resistance Speed Control
Fig. 10 Speed Time Characteristics for Armature Voltage Speed
Control
Fig. 11 Armature Current Time Characteristics for Armature Voltage
Speed Control
World Academy of Science, Engineering and Technology
International Journal of Mathematical, Computational, Physical, Electrical and Computer Engineering Vol:11, No:7, 2017
232International Scholarly and Scientific Research & Innovation 11(7) 2017 scholar.waset.org/1999.7/10007438
InternationalScienceIndex,ElectronicsandCommunicationEngineeringVol:11,No:7,2017waset.org/Publication/10007438
Fig. 11 Torque Time Characteristics for Armature Voltage Speed
Control
REFERENCES
[1] SIMULINK, Model-based and system-based design, Using Simulink,
MathsWorks Inc., Natick, MA, 2000.
[2] Sim Power Systems for use with Simulink, user’s guide, Math Works
Inc., Natick, MA, 2002.
[3] M.H. Nehrir, F. Fatehi, and V. Gerez, “Computer modeling for
enhancing instruction of electric machinery”, IEEE Transaction on
Education 38 (1995), 166-170.
[4] W.M. Daniels and A.R. Shaffer, “Reinventing the electrical machines
curriculum”, IEEE Transaction on Education 41(1998), 92-100.
[5] C.M. Ong, “Dynamic Simulation of Electrical Machinery using
MATLAB/Simulink, Prentice Hall, Upper Saddle River, NJ, 1998.
[6] K.L. Shi, T.F. Chan, Y.K. Wongand S.L. Ho, “Modelling and simulation
of three phase induction motor using Simulink”, International Journal on
Electrical Engineering Education 36(1999), 163-172.
[7] Saffet Ayasun, Gultekin Karbeyaz, “DC Motor Speed Control Methods
Using MATLAB/Simulink and Their Integration into Undergraduate
Electric Machinery Courses”, Computer application on Engineering
Education, 15:347, 2007.
Rajesh Kumar: born in Kural, Bhiwani, Haryana, India on
10th
March 1992. He is currently pursuing Masters in
Technology on Electrical Engineering, Maharishi
Markandeshwar University, Mullana, Haryana, India He
completed his B.Tech on 2014 from National Institute of
Technology Goa, Ponda, Goa, India.
He did training on “Embedded Systems” from International Institute of
Information Technology, Pune. Mr. Kumar was a student Member of
IEEE.Mr. Kumar was Editor-In-Chief of The Electrical Student Luminous
Association (TESLA), National Institute of Technology Goa. He was Campus
Ambassador of Innovians Technology Greater Noida and organized National
Level Workshop on “Industrial Automation”. His areas of interest include
Control System, Power systems, Renewable energy, Power Electronics and
Drives.
Roopali Dogra: born in Jammu, India on 6th
May 1988. She
completed her Bachelor of Technology and Masters (M.Tech) in
the years 2013 and 2015 respectively. Her area of interests
includes Machines, Control System and Power Systems.
Puneet Aggrawal: born in Ambala Cantt., Haryana, India on
24th
November 1981. He is currently working as an A.P. in
Electrical Department, Maharishi Markandeshwar
Engineering College, Mullana, India. He completed his
Bachelor of Technology and Masters (M.Tech) in the years
2003 and 2010, respectively. His area of interest includes
Power Electronics and Drives, Networks, Operation
Research, and Application to Power Electronics and Power Systems.
World Academy of Science, Engineering and Technology
International Journal of Mathematical, Computational, Physical, Electrical and Computer Engineering Vol:11, No:7, 2017
233International Scholarly and Scientific Research & Innovation 11(7) 2017 scholar.waset.org/1999.7/10007438
InternationalScienceIndex,ElectronicsandCommunicationEngineeringVol:11,No:7,2017waset.org/Publication/10007438

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Modern pedagogy-techniques-for-dc-motor-speed-control

  • 1.  Abstract—Based on a survey conducted for second and third year students of the electrical engineering department at Maharishi Markandeshwar University, India, it was found that around 92% of students felt that it would be better to introduce a virtual environment for laboratory experiments. Hence, a need was felt to perform modern pedagogy techniques for students which consist of a virtual environment using MATLAB/Simulink. In this paper, a virtual environment for the speed control of a DC motor is performed using MATLAB/Simulink. The various speed control methods for the DC motor include the field resistance control method and armature voltage control method. The performance analysis of the DC motor is hence analyzed. Keywords—Pedagogy techniques, speed control, virtual environment, DC motor, field control, voltage control. I. INTRODUCTION ITH the trending advent of low cost personal computers and easily accessible open source software packages, modern pedagogy technique has become an inevitable part of classroom lectures and practical experiments in electric machinery education [1]. Modern pedagogy technique enables the instructor to illustrate steady state operation of motor under various loading conditions easily [3]. Computer aided tools assists students to enhance their laboratory session i.e. verifying their hardware counterparts with simulation. Since simulation does not give the exact results as hardware, it helps students to understand hardware limitations [2]. The error bridge between hardware and software simulations is due to the assumption made in simulation. This realizes the fact that we cannot substitute actual hardware experiments with simulation exactly. Simulation software used in the following work is MATLAB/Simulink. Following the circuit diagram, respective block diagrams are connected with reference to circuit elements portrayed in the circuit diagram and simulating it for the respective simulation time [4]. Other software such as Maple and MathCAD, are commonly used in electrical engineering education with their advantages and disadvantages [5]. The reason MATLAB, with its toolbox is selected, is that it is the main software package used in almost all undergraduate courses in institutions as a computation tool; therefore, students can easily access it [6]. The simulation performed in this paper is for the speed control of a DC motor Rajesh Kumar is with the Maharishi Markandeshwar University, Mullana, 133203, Haryana, India (corresponding author, phone: +918398069447; e- mail: rjesh10391@gmail.com). Roopali Dogra is with the Maharishi Markandeshwar University, Haryana, India (phone: +919622731576, e-mail: roopalidogra5@gmail.com). Puneet Aggrawal is with the Maharishi Markandeshwar University, Haryana, India (phone: +918059931096; e-mail: puneet241@gmail.com). using field resistance control method and armature voltage control method along with DC motor characteristics. II.FIELD RESISTANCE CONTROL The speed of the DC shunt motor is given by: N (1) Va is the voltage applied across the armature and ϕ is flux per pole and is proportional to the field current If. The mechanical load present on the shaft decides the armature current. Therefore, by varying the field current, the armature voltage speed can be varied. For speed control of the DC motor using field resistance, the circuit is shown in Fig. 1. Fig. 1 Set Up For Field Resistance Control To control the speed of a DC shunt motor, field circuit resistance is varied. If we vary field current If , flux ϕ will change which would result in the variation of speed. To bring a change in the field current, an external resistance is connected in the series with the field windings. The resistance acts as shunt field regulator, rated flux is produced by a field coil when no external resistance is connected and rated voltage is applied across the field coil. A.Field Resistance Control Using Simulink Implementing the DC speed control using field resistance control is shown in Fig. 2 [7]. A DC motor, with the specifications; 5 HP, 240V, 1750RPM having a field voltage of 300V and load torque of 160N-m, is used. In the shunt field circuit of the motor, a series resistance is inserted in order to change flux by regulating the field current [7]. The field circuit is illustrated by an R-L circuit (Rf and Lf in series) and is connected between the ports (F+ and F-) [7]. The Armature circuit can be illustrated as inductor La and resistor Ra in the series with an electromotive force Ea and is connected between the ports (A+, A-) [7]. External resistance Rf1 is inserted in the series with the field circuit to realize the Modern Pedagogy Techniques for DC Motor Speed Control Rajesh Kumar, Roopali Dogra, Puneet Aggarwal W World Academy of Science, Engineering and Technology International Journal of Mathematical, Computational, Physical, Electrical and Computer Engineering Vol:11, No:7, 2017 229International Scholarly and Scientific Research & Innovation 11(7) 2017 scholar.waset.org/1999.7/10007438 InternationalScienceIndex,ElectronicsandCommunicationEngineeringVol:11,No:7,2017waset.org/Publication/10007438
  • 2. field resistance speed control [7]. Fig. 2 Field Resistance Speed Control Using SIMULINK Fig. 3 Experimental Setup for armature voltage control III. ARMATURE VOLTAGE CONTROL Here at the armature, circuit voltage is applied without changing the applied voltage to the field circuit of motor Va is varied [7]. Separately, the excited motor must be therefore used for armature voltage control method [7]. The circuit diagram used for armature voltage control can be depicted as in Fig. 3. A.Armature Voltage Control Using Simulink For performing DC motor speed control using armature voltage control method, the DC machine block is modeled with parameters 5HP, 240V, 1750RPM having a field voltage of 300V and load torque of 160 N-m. The Simulink model used for this purpose is shown in Fig. 4 [7]. The method in which an external resistance is inserted in series with the armature circuit, i.e. armature resistance method, and it is less commonly used method for speed control. IV. RESULTS The following section presents the simulation and analyses of the speed control method of a DC motor. For plotting of torque speed characteristics, a 5HP, 240V, 1750 RPM, having a field voltage of 300V DC motor is used in the simulation models. To perform field resistance control, initially, the nominal value of the resistance RF=240Ω is selected and simulations are run for several values of load torque in the range of TL=0-500 N-m, to determine the steady state value of the speed at each load level. Effect of increase in the field resistance on the torque speed characteristics is investigated. The torque speed curves for both resistance values are shown in Fig. 5. Fig. 5 shows an increase in the slope of the curve as well as the no load speed of the motor with respect to an increase in the field resistance. Over a range from no load to full load conditions, an increase in field resistance causes an increase in the motor speed. On the contrary, at a lower speed, an increase in field resistance will decrease the speed of the motor [7]. To perform armature voltage control simulation are performed using the model shown in Fig. 4, with different armature voltages 180V, 240V and 300V, respectively, and the applied voltage to the field circuit is kept constant at a nominal value of 240V. Fig. 6 compares the torque speed characteristics. It is clearly illustrated from Fig. 6 that the torque speed curve is shifted upwards by increasing the armature voltage, while the slope of curve remains unchanged as is theoretically expected. Further speed time characteristics for field resistance control for a DC motor are as shown in Fig. 7. World Academy of Science, Engineering and Technology International Journal of Mathematical, Computational, Physical, Electrical and Computer Engineering Vol:11, No:7, 2017 230International Scholarly and Scientific Research & Innovation 11(7) 2017 scholar.waset.org/1999.7/10007438 InternationalScienceIndex,ElectronicsandCommunicationEngineeringVol:11,No:7,2017waset.org/Publication/10007438
  • 3. Fig. 4 Armature Voltage Speed Control Using Simulink Fig. 5 Torque- speed characteristics for two different field resistances Armature current time characteristics and torque time characteristics for field resistance speed control is plotted in Figs. 8 and 9, respectively. The speed time, armature current time, and torque time characteristics for armature voltage control are plotted in Figs. 10, 11 and 12, respectively. From the above, it can be noticed that the speed of the DC motor increases at initial instant of time, after reaching the steady state it remains constant whereas torque and armature current drops at initial instant of time then reaches a constant value at steady state. Fig. 6 Speed Torque Characteristics for three different armature voltages V.CONCLUSIONS While analyzing DC motor speed control methods, it was observed that increase in field resistance concluded in an increase of the no load speed of the motor and in the slope of the torque speed curve. An increase in armature resistance results in significant increase in the slope of the torque speed characteristics of the motor, while the no load speed remains constant. The simulation presented here, attempted to make teaching aid and pedagogy more interactive i.e. aiding laboratory experiments with MATLAB Simulink models. A clearer view of the characteristics of a DC motor speed control can be observed at variable parameters. While evaluating the bridge between software and hardware, it was concluded that it is not possible to fully replace hardware with simulation due World Academy of Science, Engineering and Technology International Journal of Mathematical, Computational, Physical, Electrical and Computer Engineering Vol:11, No:7, 2017 231International Scholarly and Scientific Research & Innovation 11(7) 2017 scholar.waset.org/1999.7/10007438 InternationalScienceIndex,ElectronicsandCommunicationEngineeringVol:11,No:7,2017waset.org/Publication/10007438
  • 4. to modelling assumptions. Hence, the virtual environment could be used as a tool for running a final check on a circuit diagram and then applying to a real time system, and thus avoid dangerous mishaps in the laboratory due to errors in circuit connections. Fig. 7 Speed Time Characteristics for Field Resistance Speed Control Fig. 8 Armature Current Time Characteristics of Field Resistance Speed Control Fig. 9 Torque Time Characteristics of Field Resistance Speed Control Fig. 10 Speed Time Characteristics for Armature Voltage Speed Control Fig. 11 Armature Current Time Characteristics for Armature Voltage Speed Control World Academy of Science, Engineering and Technology International Journal of Mathematical, Computational, Physical, Electrical and Computer Engineering Vol:11, No:7, 2017 232International Scholarly and Scientific Research & Innovation 11(7) 2017 scholar.waset.org/1999.7/10007438 InternationalScienceIndex,ElectronicsandCommunicationEngineeringVol:11,No:7,2017waset.org/Publication/10007438
  • 5. Fig. 11 Torque Time Characteristics for Armature Voltage Speed Control REFERENCES [1] SIMULINK, Model-based and system-based design, Using Simulink, MathsWorks Inc., Natick, MA, 2000. [2] Sim Power Systems for use with Simulink, user’s guide, Math Works Inc., Natick, MA, 2002. [3] M.H. Nehrir, F. Fatehi, and V. Gerez, “Computer modeling for enhancing instruction of electric machinery”, IEEE Transaction on Education 38 (1995), 166-170. [4] W.M. Daniels and A.R. Shaffer, “Reinventing the electrical machines curriculum”, IEEE Transaction on Education 41(1998), 92-100. [5] C.M. Ong, “Dynamic Simulation of Electrical Machinery using MATLAB/Simulink, Prentice Hall, Upper Saddle River, NJ, 1998. [6] K.L. Shi, T.F. Chan, Y.K. Wongand S.L. Ho, “Modelling and simulation of three phase induction motor using Simulink”, International Journal on Electrical Engineering Education 36(1999), 163-172. [7] Saffet Ayasun, Gultekin Karbeyaz, “DC Motor Speed Control Methods Using MATLAB/Simulink and Their Integration into Undergraduate Electric Machinery Courses”, Computer application on Engineering Education, 15:347, 2007. Rajesh Kumar: born in Kural, Bhiwani, Haryana, India on 10th March 1992. He is currently pursuing Masters in Technology on Electrical Engineering, Maharishi Markandeshwar University, Mullana, Haryana, India He completed his B.Tech on 2014 from National Institute of Technology Goa, Ponda, Goa, India. He did training on “Embedded Systems” from International Institute of Information Technology, Pune. Mr. Kumar was a student Member of IEEE.Mr. Kumar was Editor-In-Chief of The Electrical Student Luminous Association (TESLA), National Institute of Technology Goa. He was Campus Ambassador of Innovians Technology Greater Noida and organized National Level Workshop on “Industrial Automation”. His areas of interest include Control System, Power systems, Renewable energy, Power Electronics and Drives. Roopali Dogra: born in Jammu, India on 6th May 1988. She completed her Bachelor of Technology and Masters (M.Tech) in the years 2013 and 2015 respectively. Her area of interests includes Machines, Control System and Power Systems. Puneet Aggrawal: born in Ambala Cantt., Haryana, India on 24th November 1981. He is currently working as an A.P. in Electrical Department, Maharishi Markandeshwar Engineering College, Mullana, India. He completed his Bachelor of Technology and Masters (M.Tech) in the years 2003 and 2010, respectively. His area of interest includes Power Electronics and Drives, Networks, Operation Research, and Application to Power Electronics and Power Systems. World Academy of Science, Engineering and Technology International Journal of Mathematical, Computational, Physical, Electrical and Computer Engineering Vol:11, No:7, 2017 233International Scholarly and Scientific Research & Innovation 11(7) 2017 scholar.waset.org/1999.7/10007438 InternationalScienceIndex,ElectronicsandCommunicationEngineeringVol:11,No:7,2017waset.org/Publication/10007438