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© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1615
Comparative study on Angular Position and Angular Speed in 36 Rules
of Fuzzy Logic Based PSS for SMIB Model of Power System
Himanshu Shekhar Maharana1, Mrutyunjay Senapati2
1 Assistant Professor, Department of Electrical & Electronics Engineering, GIET,Ghangapatna, Bhubaneswar,
Khordha, Odisha, India
2 Assistant Professor, Department of Electrical Engineering, GIET,Ghangapatna, Bhubaneswar, Khordha, Odisha,
India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract – The power system is a dynamic system and it is
constantly being subjected to disturbances.Itisimportantthat
these disturbances do not drive the system to unstable
conditions. For this purpose, additional signal derived from
deviations, excitation deviation, and accelerating power are
injected into voltage regulators. The device to provide these
signals a referred as power system stabilizer. The useofpower
system stabilizer has become very common in operation of
large electric power systems. The conventional PSSwhichuses
lead-lag compensation, where gain setting designed for
specific operating conditions, is giving poor performance
under different loading conditions. Therefore,itisverydifficult
to design a stabilizer that could present good performance in
all operating point of electric power systems. In an attempt to
cover a wide range of operating conditions,Fuzzylogiccontrol
has been suggested among various soft computing techniques
like Artificial Neural Network (ANN), Genetic Algorithm
(GA),Particle Swarm Optimization(PSO).
Key Words: Generator Excitation System, Synchronous
Machine Model, Power System Stabilizer Model. Fuzzy
Logic Controller
1. INTRODUCTION
Power system stability is the tendency of a power system
to develop restoring forces equal to or greater than the
disturbing forces to maintain the state of equilibrium. Since
power systemsrely on synchronousmachinesforgeneration
of electrical power, a necessary condition for satisfactory
system operation is that all synchronousmachinesremainin
synchronism.
This aspect of stability is influenced by the dynamics of
generator rotor angles and power-angle relationships. The
power system is a dynamic system [1][2]. The electrical
power systems today are no longer operated as isolated
systems, but as interconnected systems which may include
thousands of electric elements and be spread over vast
geographical areas. In order to get stability of a power
system many researchers have come with their new
innovative techniques ;but here we can use Fuzzy Logic
Controller concept with Single machine infinitebusmodelof
a power system It is important that these disturbances do
not drive the system to unstable conditions. For this
purpose, additional signal derived from deviations,
excitation deviation, and acceleratingpowerareinjectedinto
voltage regulators. The device to provide these signals a
referred as power system stabilizer. The use of power
system stabilizer has become very common in operation of
large electric power systems. The Fuzzy Logic based power
system stabilizer (FLPSS) damps the low frequency
oscillations in the shaft speed of a synchronous machine.
Since the design is on the basis of a block diagram of the
system derived for a specific operating point, the FLPSS has
the best response for operating point.
2. SMIB MODEL
The performance of a synchronousmachineconnectedtoa
large system through transmission lines which is vital for
power system operation.
G
Fig -1: Equivalent Circuit of SMIB
The general system configuration of synchronous machine
connected to infinite busthrough transmission networkcan
be represented as the Thevenin’s equivalent circuit. At first
the synchronous machine will be represented by the
classical model. Then, the model details will be increased to
account for the effects of the dynamics of the fieldcircuitand
the excitation system which is shown as Fig-1.
3. POWER SYSTEM STABILIZER MODEL
The basic function of a PSS is to add damping to the
generator rotor oscillations by controlling its excitation
using auxiliary stabilizing signal. To provide damping, the
stabilizer must produce a component of electrical torque in
phase with the rotor speed deviation [3].
For the simplicity a conventional PSS is modeled by two
stage (identical), lead/lag network whichisrepresentedbya
gain KSTAB and two time constants T1 and T2.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 08 | Aug 2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1616
Fig -2: Block Diagram of PSS
The purpose of a PSS is to introduce a damping torque
component, a logical signal to use as the input of PSS is ∆ὠr.
If the exciter transfer function and the generator transfer
function between ∆Efd and ∆Te were pure gains, a direct
feedback of ∆ὠr would result in a damping torque
component[4][5]. However, both transferfunctionsbetween
∆Efd and ∆Te exhibit frequency dependent gain and phase
characteristics.
The overall transfer function with PSS from above block
diagram from figure 2 is :
And
G1 (j ) =
It is important that these disturbances do not drive the
system to unstable conditions. For this purpose, additional
signal derived from deviations, excitation deviation, and
accelerating power are injected into voltage regulators. The
device to provide these signals a referred as power system
stabilizer. The use of power system stabilizer has become
very common in operation of large electric power systems.
The power system stabilizer (PSS) damps the low frequency
oscillations in the shaft speed of a synchronous machine.
Since the design is on the basis of a block diagram of the
system derived for a specific operating point, the PSShasthe
best response for operating point.
4. FUZZY LOGIC BASED PSS MODEL
The fuzzy logic controller (FLC) design consists of the
following steps.
(i) Identification of input and output variables
(ii)Construction of control rules.
(iii)Establishing the approach for describing system state in
terms of fuzzy sets, i.e. establishing fuzzificationmethodand
fuzzy membership functions.
(iv)Selection of the compositional rule of inference.
(v)Defuzzification method, i.e., transformation of the fuzzy
control statement into specific control actions.
The above steps are explained with reference to fuzzy logic
based power system stabilizer in the following section.Thus
the below Table 1 shows that 36 fuzzy rule base of fuzzy
logic controller.
Table (1): Rule base of fuzzy logic controller
5. SIMULINK MODEL OF FUZZY LOGIC PSS
Matlab is a high-performance programming language used
for technical application. It supports different toolboxes for
engineering computation & interfaces. Simulink is a block
diagram environment for multi domain simulation and
Model-Based Design[6].
The dynamic characteristicsof the system are expressed in
terms of the so-called K - constants. The negative values of K
– constants (-K5) calculated by using below parameters are
K1=0.7636, K2=0.8644, K3=0.3231, K4=1.4189, K5= -
0.1463, K6=0.4163 and Ka=100 for figure 3.1.
Fig -3.1: Performance of FLPSS with (- K5)
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 08 | Aug 2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1617
Fig -3.2: Waveform of FLPSS with (- K5)
The dynamic characteristics of the system are expressed in
terms of the so-called K - constants. The positive values of K
– constants (+K5) calculated by using below parameters are
K1=0.7636, K2=0.8644, K3=0.3231, K4=1.4189,K5=0.1463,
K6=0.4163 and Ka=100 for figure 3.3.
Fig -3.3: Performance of FLPSS with (+ K5)
Fig -3.2: Waveform of FLPSS with (+K5)
6. COMPARATIVE STYDY OF FLPSS WITH ANN,
GA, PSO BASED PSS
Comparison of results of FLPSS for angular position- For
ANN, GA & PSO techniques the negative value of k5 the
variation of settling time of angular speed of PSS are
oscillatory. But for negative value of K5 the variation of
settling time of angular speed of FLPSS takes 0.1sectoreach
its final steady state Value.
Similarly for positive value of K5 the variation of
settling time of angular speed of FLPSS takes 3.6 sectoreach
its final steady state value.
(i) Comparison of results of FLPSS for angular speed-
For ANN, GA & PSO techniques the negative value of k5 the
variation of settling time of angular speed of PSS are
oscillatory. But for negative value of K5 the variation of
settling time of angular speed of FLPSS takes 1.2 sec toreach
its final steady state Value.
Similarly for positive value of K5 the variation of
settling time of angular speed of FLPSS takes 0.6 sec toreach
its final steady state value.
From above it can be concluded that oscillations in angular
position and angular speed reduces much faster with fuzzy
logic power system stabilizer than other power system
stabilizer for both the cases i.e. when k5 positive and
negative. Therefore, it can infer thatthefuzzycontrollerdoes
not require any complex mathematical support and the
response is much improved than conventionalpowersystem
stabilizer.
7. CONCLUSION
As power system is a highly complex system and the system
equations are nonlinear as the parameters vary due to noise
and load fluctuation, the Fuzzy based Sliding Mode Control
based Power System Stabilizer enhances the stability of the
system and improves the dynamic response of the system
operating in faulty conditions in a better way and it has also
effectively enhanced the damping of electromechanical
oscillations. According to non-linear simulation results of a
multi-machine power system, it is found that the Fuzzy
based Sliding Mode Controller work well and is robust to
change in parameters of the system and to disturbance
acting on the system and also indicate that the proposed
Fuzzy logic controller based (FLPSS) can be extended to
multi machine interconnected system having non linear
loads & as compare to ANN ,GA & PSO FLPSS with frequency
as input parameter can be investigated.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 08 | Aug 2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1618
BIOGRAPHIES
Himanshu Shekhar Maharana
completed his B. Tech degree in
EEE from JITM, Paralakemundi
under BPUT Rourkela, Odisha in
2010 and Completed M. Tech
degree in Power System
Engineering from GITA,
Bhubaneswar under BPUT,
Rourkela,, Odisha in the year
2014. Prior to it he worked in
industry and then worked as an
Asst. Professor in the Dept. of
Electrical Engineering at Einstein
Academy Of Technology &
Management, Bhubaneswar for 4
years. Now he is working as an
Asst. Professor in the Dept. of EEE
at Gandhi Institute Of Excellent
Technocrats (GIET), Ghangapatna,
and Bhubaneswar. At present he is
continuing full time Ph.D. under
the guidance of professor Dr. Saroj
Kumar Dash in BPUT, Rourkela,
Odisha.
Mrutyunjay Senapati completed
his B.Tech degree in EEE from The
Techno School,Bhubaneswarinthe
year 2010 and completed his
M.Tech degree in Power system &
control Engineering from CUTM,
Bhubaneswar in the year 2014.
Prior to it he worked as an Asst.
Professor in the Dept. of EEE in at
KEC, Bhubaneswar from 2010 to
2011.Now he is working as anAsst.
Professor in the Dept. of Electrical
Engineering at GIET, Ghangapatna,
Bhubaneswar since 2011onwards.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 08 | Aug 2018 www.irjet.net p-ISSN: 2395-0072

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IRJET- Static Analysis of a RC Framed 20 Storey Structure using ETABS

  • 1. © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1615 Comparative study on Angular Position and Angular Speed in 36 Rules of Fuzzy Logic Based PSS for SMIB Model of Power System Himanshu Shekhar Maharana1, Mrutyunjay Senapati2 1 Assistant Professor, Department of Electrical & Electronics Engineering, GIET,Ghangapatna, Bhubaneswar, Khordha, Odisha, India 2 Assistant Professor, Department of Electrical Engineering, GIET,Ghangapatna, Bhubaneswar, Khordha, Odisha, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract – The power system is a dynamic system and it is constantly being subjected to disturbances.Itisimportantthat these disturbances do not drive the system to unstable conditions. For this purpose, additional signal derived from deviations, excitation deviation, and accelerating power are injected into voltage regulators. The device to provide these signals a referred as power system stabilizer. The useofpower system stabilizer has become very common in operation of large electric power systems. The conventional PSSwhichuses lead-lag compensation, where gain setting designed for specific operating conditions, is giving poor performance under different loading conditions. Therefore,itisverydifficult to design a stabilizer that could present good performance in all operating point of electric power systems. In an attempt to cover a wide range of operating conditions,Fuzzylogiccontrol has been suggested among various soft computing techniques like Artificial Neural Network (ANN), Genetic Algorithm (GA),Particle Swarm Optimization(PSO). Key Words: Generator Excitation System, Synchronous Machine Model, Power System Stabilizer Model. Fuzzy Logic Controller 1. INTRODUCTION Power system stability is the tendency of a power system to develop restoring forces equal to or greater than the disturbing forces to maintain the state of equilibrium. Since power systemsrely on synchronousmachinesforgeneration of electrical power, a necessary condition for satisfactory system operation is that all synchronousmachinesremainin synchronism. This aspect of stability is influenced by the dynamics of generator rotor angles and power-angle relationships. The power system is a dynamic system [1][2]. The electrical power systems today are no longer operated as isolated systems, but as interconnected systems which may include thousands of electric elements and be spread over vast geographical areas. In order to get stability of a power system many researchers have come with their new innovative techniques ;but here we can use Fuzzy Logic Controller concept with Single machine infinitebusmodelof a power system It is important that these disturbances do not drive the system to unstable conditions. For this purpose, additional signal derived from deviations, excitation deviation, and acceleratingpowerareinjectedinto voltage regulators. The device to provide these signals a referred as power system stabilizer. The use of power system stabilizer has become very common in operation of large electric power systems. The Fuzzy Logic based power system stabilizer (FLPSS) damps the low frequency oscillations in the shaft speed of a synchronous machine. Since the design is on the basis of a block diagram of the system derived for a specific operating point, the FLPSS has the best response for operating point. 2. SMIB MODEL The performance of a synchronousmachineconnectedtoa large system through transmission lines which is vital for power system operation. G Fig -1: Equivalent Circuit of SMIB The general system configuration of synchronous machine connected to infinite busthrough transmission networkcan be represented as the Thevenin’s equivalent circuit. At first the synchronous machine will be represented by the classical model. Then, the model details will be increased to account for the effects of the dynamics of the fieldcircuitand the excitation system which is shown as Fig-1. 3. POWER SYSTEM STABILIZER MODEL The basic function of a PSS is to add damping to the generator rotor oscillations by controlling its excitation using auxiliary stabilizing signal. To provide damping, the stabilizer must produce a component of electrical torque in phase with the rotor speed deviation [3]. For the simplicity a conventional PSS is modeled by two stage (identical), lead/lag network whichisrepresentedbya gain KSTAB and two time constants T1 and T2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 08 | Aug 2018 www.irjet.net p-ISSN: 2395-0072
  • 2. © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1616 Fig -2: Block Diagram of PSS The purpose of a PSS is to introduce a damping torque component, a logical signal to use as the input of PSS is ∆ὠr. If the exciter transfer function and the generator transfer function between ∆Efd and ∆Te were pure gains, a direct feedback of ∆ὠr would result in a damping torque component[4][5]. However, both transferfunctionsbetween ∆Efd and ∆Te exhibit frequency dependent gain and phase characteristics. The overall transfer function with PSS from above block diagram from figure 2 is : And G1 (j ) = It is important that these disturbances do not drive the system to unstable conditions. For this purpose, additional signal derived from deviations, excitation deviation, and accelerating power are injected into voltage regulators. The device to provide these signals a referred as power system stabilizer. The use of power system stabilizer has become very common in operation of large electric power systems. The power system stabilizer (PSS) damps the low frequency oscillations in the shaft speed of a synchronous machine. Since the design is on the basis of a block diagram of the system derived for a specific operating point, the PSShasthe best response for operating point. 4. FUZZY LOGIC BASED PSS MODEL The fuzzy logic controller (FLC) design consists of the following steps. (i) Identification of input and output variables (ii)Construction of control rules. (iii)Establishing the approach for describing system state in terms of fuzzy sets, i.e. establishing fuzzificationmethodand fuzzy membership functions. (iv)Selection of the compositional rule of inference. (v)Defuzzification method, i.e., transformation of the fuzzy control statement into specific control actions. The above steps are explained with reference to fuzzy logic based power system stabilizer in the following section.Thus the below Table 1 shows that 36 fuzzy rule base of fuzzy logic controller. Table (1): Rule base of fuzzy logic controller 5. SIMULINK MODEL OF FUZZY LOGIC PSS Matlab is a high-performance programming language used for technical application. It supports different toolboxes for engineering computation & interfaces. Simulink is a block diagram environment for multi domain simulation and Model-Based Design[6]. The dynamic characteristicsof the system are expressed in terms of the so-called K - constants. The negative values of K – constants (-K5) calculated by using below parameters are K1=0.7636, K2=0.8644, K3=0.3231, K4=1.4189, K5= - 0.1463, K6=0.4163 and Ka=100 for figure 3.1. Fig -3.1: Performance of FLPSS with (- K5) International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 08 | Aug 2018 www.irjet.net p-ISSN: 2395-0072
  • 3. © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1617 Fig -3.2: Waveform of FLPSS with (- K5) The dynamic characteristics of the system are expressed in terms of the so-called K - constants. The positive values of K – constants (+K5) calculated by using below parameters are K1=0.7636, K2=0.8644, K3=0.3231, K4=1.4189,K5=0.1463, K6=0.4163 and Ka=100 for figure 3.3. Fig -3.3: Performance of FLPSS with (+ K5) Fig -3.2: Waveform of FLPSS with (+K5) 6. COMPARATIVE STYDY OF FLPSS WITH ANN, GA, PSO BASED PSS Comparison of results of FLPSS for angular position- For ANN, GA & PSO techniques the negative value of k5 the variation of settling time of angular speed of PSS are oscillatory. But for negative value of K5 the variation of settling time of angular speed of FLPSS takes 0.1sectoreach its final steady state Value. Similarly for positive value of K5 the variation of settling time of angular speed of FLPSS takes 3.6 sectoreach its final steady state value. (i) Comparison of results of FLPSS for angular speed- For ANN, GA & PSO techniques the negative value of k5 the variation of settling time of angular speed of PSS are oscillatory. But for negative value of K5 the variation of settling time of angular speed of FLPSS takes 1.2 sec toreach its final steady state Value. Similarly for positive value of K5 the variation of settling time of angular speed of FLPSS takes 0.6 sec toreach its final steady state value. From above it can be concluded that oscillations in angular position and angular speed reduces much faster with fuzzy logic power system stabilizer than other power system stabilizer for both the cases i.e. when k5 positive and negative. Therefore, it can infer thatthefuzzycontrollerdoes not require any complex mathematical support and the response is much improved than conventionalpowersystem stabilizer. 7. CONCLUSION As power system is a highly complex system and the system equations are nonlinear as the parameters vary due to noise and load fluctuation, the Fuzzy based Sliding Mode Control based Power System Stabilizer enhances the stability of the system and improves the dynamic response of the system operating in faulty conditions in a better way and it has also effectively enhanced the damping of electromechanical oscillations. According to non-linear simulation results of a multi-machine power system, it is found that the Fuzzy based Sliding Mode Controller work well and is robust to change in parameters of the system and to disturbance acting on the system and also indicate that the proposed Fuzzy logic controller based (FLPSS) can be extended to multi machine interconnected system having non linear loads & as compare to ANN ,GA & PSO FLPSS with frequency as input parameter can be investigated. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 08 | Aug 2018 www.irjet.net p-ISSN: 2395-0072
  • 4. © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1618 BIOGRAPHIES Himanshu Shekhar Maharana completed his B. Tech degree in EEE from JITM, Paralakemundi under BPUT Rourkela, Odisha in 2010 and Completed M. Tech degree in Power System Engineering from GITA, Bhubaneswar under BPUT, Rourkela,, Odisha in the year 2014. Prior to it he worked in industry and then worked as an Asst. Professor in the Dept. of Electrical Engineering at Einstein Academy Of Technology & Management, Bhubaneswar for 4 years. Now he is working as an Asst. Professor in the Dept. of EEE at Gandhi Institute Of Excellent Technocrats (GIET), Ghangapatna, and Bhubaneswar. At present he is continuing full time Ph.D. under the guidance of professor Dr. Saroj Kumar Dash in BPUT, Rourkela, Odisha. Mrutyunjay Senapati completed his B.Tech degree in EEE from The Techno School,Bhubaneswarinthe year 2010 and completed his M.Tech degree in Power system & control Engineering from CUTM, Bhubaneswar in the year 2014. Prior to it he worked as an Asst. Professor in the Dept. of EEE in at KEC, Bhubaneswar from 2010 to 2011.Now he is working as anAsst. Professor in the Dept. of Electrical Engineering at GIET, Ghangapatna, Bhubaneswar since 2011onwards. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 08 | Aug 2018 www.irjet.net p-ISSN: 2395-0072