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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 09 | Sep -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1091
POWER QUALITY ENHANCEMENT USING FUZZY CONTROL BASED DVR
T. Lakshmi Ravali1, Dr. R. Vijaya Santhi2
1PG student, Dept of EEE, Andhra University(A), Visakhapatnam, India
2Assistant Professor, Dept of EEE, Andhra University(A), Visakhapatnam, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - In the present scenario, power quality plays a
vital role in affecting power quality harmonics. With the
introduction of novel devices this issue has become more
sensitive. Custom power devices, such as FACTS devices have
come into existence for enhancement of power quality. Of
these, UPFC (Unified Power Flow Controller) and DVR
(Dynamic voltage Restorer) leads a key role in mitigating
power quality issues. In this paper, UPFC is employed to the
IEEE 14 bus system and the voltage improvement is observed.
In the similar way, DVR with PI control and Fuzzy control is
employed on a simple test system and harmonic distortion
values are noted.
Key Words: Power quality, Harmonics, Unified Power Flow
Controller (UPFC), Dynamic Voltage Restorer (DVR).
1. INTRODUCTION
In the last few decades, the word power quality [1] has
become one of the most concernedarea toelectric utilitiesas
well as end users. Moreover complaints related to PQ
disturbances are also increasing. An equipment performing
without significant loss and having good efficiency can be
termed as an achievement of power quality. Of all thefactors
affecting power quality, harmonics play a crucial role.
All periodical non sinusoidal waveform can be represented
as sum of sine waves whose frequencies are integer
multiples of fundamental frequency, which we call
harmonics. Here we shall discuss the harmonics occurred
due to disturbances in IEEE 14 bus system.
2. IEEE 14 BUS SYSTEM:
The IEEE 14 bus system is shown in fig-1. Out of the 14
buses, 5 are generators, 3 are transformers and11 areloads.
Harmonic analysis is performed on this system by
considering all the impedance parameters and calculating
harmonic currents as well as harmonic impedances.
For performing harmonic analysis, we make use of
Newton Raphson method of load flow studies and get the
values of realand reactivepowergeneratedatdifferentbuses
and line losses. By using thisdata,HarmonicanalysisforIEEE
14 bus system is done. Now, If we employ a converter with
5000kw & 0.85pf lag at bus 5, the harmonics calculated at
different buses for different harmonic values are given in
results section in fig.6 to fig.10. By those results we get an
idea of how the harmonic voltages are varyingwithchangein
harmonic values.
Fig -1: Single line diagram of IEEE 14 bus system
To reduce harmonics and to improvePowerQuality,
two types of FACTS devices namely UPFC and DVR are
employed.
2.1 UPFC Control:
FACTS technology [2] allows a greatercontrol ofpowerflow.
Since these devices provide very fast power swing damping,
the power transmission lines can be securely loaded up to
their thermal limits.
UnifiedPowerFlowController(UPFC)is“Acombination
of Static Synchronous Compensator (STATCOM) anda Static
Synchronous Series Compensator (SSSC) which are coupled
via a common D.C link to allow bi-directional flow of real
power between the series output terminals of the SSSC and
the shunt output terminals of the STATCOM”.
UPFC which is the one of the most powerful FACTS
device [3] can simultaneously control all the parameters of
the system: the line impedance, the transmission angle, and
bus voltage.
The UPFC schematic diagram is shown in fig-2 and it
consists of two voltage-sourced converters, which operate
from a common D.C. Circuit consisting of a storagecapacitor.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 09 | Sep -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1092
The UPFC [4] could be described as consisting of a parallel
and series branch. Each converter can independently
generate or absorb reactive power. This arrangement
enables free flow of active in either direction between the
A.C. terminals of the two converters.
Fig -2: Schematic diagram of UPFC
The IEEE 14 bus system shown in fig 1 is implemented
using simulink and a shunt converter with parameters
5000kw and 0.85pf is inserted at bus 5 and the voltage
waveform is as given in fig 11. Now, the implementation of
UPFC [5] is done using simulink for the same system and the
voltage improvement is obtained. The corresponding
waveforms obtained are shown in fig 12.
2.2 DVR Control:
DVR is one of the most effective and efficient FACTS device
which injects voltage into the systemdynamicallyinorder to
reduce the harmonic voltages and to bring a balanceintothe
system.
Here we consider a simple test system shown in fig-3, which
has 2 feeders drawn from same supply using 3 winding
transformer. One of the feeder is uncompensated whereas
the other is compensated using DVR [6]. For this we make
use of different control strategies. Here we are going to
discuss about PI control and Fuzzy control methods.
Fig -3: Single line diagram of test system.
2.2.1 DVR with PI control:
PI controller is shown in fig-4. This is a lineartechnique.It
is a feedback controller which uses weighted sum of error &
integral value to perform control operation. The response
can be adjusted by multiplying error by constant Kp, called
proportional gain. The integral term is proportional to both
magnitude of error and duration of error. The error is first
multiplied by integral gain Ki and then integrated to give an
accumulated offset. Linear PI adjusts its Kp and Ki to reduce
the steady state error to zero for step input.
Fig -4: PI controller
The results obtained by making use of this DVR control
with PI is shown in fig. 13
Table -1: DVR system parameters
S.no System
Quantities
System parameters
1 Source 3-phase 13KV, 50Hz
2 Inverter
parameters
IGBT, 3 arms, 6 pulse, carrier
frequency=1080Hz, sample
time=50µsec
3 PI controller Kp=0.5, Ki=50,sampletime=50
µsec
4 Three winding
transformer
Y / Δ/Δ 13/115/115 KV
5 Two winding
transformer
Δ/Y 115/11 KV
PI controller gives faster response and zero steady state
error can be achieved. Both the steady state and transient
responses can be improved.
2.2.2 DVR with FUZZY control:
Fuzzy controller is a nonlinear technique unlikethelinearPI
controller [9]. By changing the system parameters &
operating conditions, the required results can be obtained.
Mathematical modeling & calculations are not necessary for
this system and both the transient and steady state analysis
can be performed using this technique. The control strategy
of fuzzy controller is as shown in fig-5. And the rule base for
this system is as shown in table-2.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 09 | Sep -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1093
Fig 5: Control Strategy of fuzzy controller.
Table 2: Fuzzy rule base system
NL NM NS Z PS PM PL
NL L L L M Z S Z
NM L L M Z Z Z S
NS L M S Z Z S S
Z M S S Z S S M
PS S S Z Z S M L
PM S Z Z Z M L L
PL Z S Z M L L L
By using this fuzzy rule base, mamdani interference
mechanism and centroid methodofDefuzzification,thisDVR
control[10] is performed and the obtainedresultsareshown
in fig-14 and the Total Harmonic Distortion values are
presented in the form of bar graph in fig-15.
3. RESULTS:
Fig 6: Harmonic voltages at different harmonics for bus 1
It can be observed from fig. 6 that harmonic voltage of bus 1
at 25th harmonic value is amplified due to impedance
resonance.
Fig 7: Harmonic voltages at different harmonics for bus 2
It can be observed from fig. 7 that harmonic voltage of bus 2
at 5th harmonic value is amplified due to impedance
resonance.
Fig 8: Harmonic voltages at different harmonics for bus 4
It can be observed from fig. 8 that harmonic voltagesof bus 4
at 15th and 23rd harmonic values are amplified due to
impedance resonance.
Fig 9: Harmonic voltages at different harmonics for bus 5
It can be observed from fig. 9 that harmonicvoltagesof bus 5
at 15th and 25th harmonic values are amplified due to
impedance resonance.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 09 | Sep -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1094
Fig 10: Harmonic voltages at different harmonics for bus 6
It can be observed from fig. 10 that harmonic voltages of bus
6 at 13th and 23rd harmonic values are amplified due to
impedance resonance.
Fig 11: Load voltage waveform after creating disturbances
in IEEE 14 bus system at bus 5.
From fig. 11 it can be observed that there is a change in
voltage waveform obtained due to the disturbance created
through a converter of 5000kw and o.85 power factor lag.
Fig 12: Load voltage waveform after employing UPFC at
bus 5 in IEEE 14 bus system.
From fig. 12 the improvised waveform for voltage by using
the FACTS device UPFC can be observed (Unified Power
Flow Controller).
Fig 13: Load voltage waveform for PI control of DVR.
By using PI controller based DVR, we obtained a THD value
of 23.70%.
Fig 14: Load voltage waveform for Fuzzy control of DVR.
Without any controller being employed into the system we
got 32.6% THD value. By using Fuzzy controller based DVR,
we obtained a THD value of 17.49% which isbetterthanthat
obtained through linear PI control strategy.
0
5
10
15
20
25
30
35
Without
controller
PI controller Fuzzy
controller
Fig. 15: Bar graph showing the variations in THD values
for different controllers.
5. CONCLUSIONS
This paper has presented one of the main Power Quality
problems i.e., harmonic variations. Harmonic analysis is
done on IEEE 14 bus system and with the implementation of
custom power devices such as UPFC and DVR, the power
quality is improved. With further implementation of
different control strategies for DVR such as PI and Fuzzy
control, the percentage of total Harmonic Distortion is
reduced, which results in enhancement of Power Quality.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 09 | Sep -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1095
REFERENCES
[1] R. C. Dugan, M. F. McGranaghan, andH.W.Beaty, Electric
Power Systems Quality, McGraw-Hill,NewYork,NY,USA,
2nd edition, 2006.
[2] N.G. Hingorani and L Gyugyi, “Understanding FACTS –
Concepts and Technology of Flexible AC Transmission
Systems”, Wiley, 2000.
[3] Power quality enhancement using custom power
devices by Arindam Ghosh and Gerard Ledwich.
[4] Flexible AC transmission systems: Modelingandcontrol
by Xiao Ping, Zhang, Rehtanz, Pal.
[5] T. Nireekshana, Dr. G. Kesava Rao & Dr. S. Siva Naga
Raju, “Modeling and Control Design of Unified Power
Flow Controller for Various Control Strategies”,
International Journal of Engineering Science and
Technology, vol.- 2(11), pp. 6293-6307, 2010.
[6] K.R. Padiyar, “FACTS controllers in power transmission
and distribution,” New Age Int. Publisher, 2007.
[7] R. H.Salimin and M.S.A.Rahim, “Simulation Analysis of
DVR Performance for Voltage Sag Mitigation”, IEEE 5th
International Conference in Power Engineering and
Optimization, pp.261-266, June 2011
[8] A Novel Multi objective Control of DVR to Enhance
Power Quality of Sensitive Load, Research article,
Hindawi Publishing Corporation, the Scientific World
Journal Volume 2015, Article ID 385109
[9] Jurado, Francisco, Valverde, M, “Fuzzy Logic Control ofa
Dynamic Voltage Restorer”, IEEE International
Symposium on Industrial Electronics”, vol. 2, pp.1047-
1052, May 2004.
[10] B.Panda, A.K. Mahapatra, “Fuzzy Logic Controller-Based
Dynamic Voltage Restorers for Mitigation of Voltage
Sag”, International Journal of Engineering Science and
Technology, vol. 3, February 2011.

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Power Quality Enhancement using Fuzzy Control Based DVR

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 09 | Sep -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1091 POWER QUALITY ENHANCEMENT USING FUZZY CONTROL BASED DVR T. Lakshmi Ravali1, Dr. R. Vijaya Santhi2 1PG student, Dept of EEE, Andhra University(A), Visakhapatnam, India 2Assistant Professor, Dept of EEE, Andhra University(A), Visakhapatnam, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - In the present scenario, power quality plays a vital role in affecting power quality harmonics. With the introduction of novel devices this issue has become more sensitive. Custom power devices, such as FACTS devices have come into existence for enhancement of power quality. Of these, UPFC (Unified Power Flow Controller) and DVR (Dynamic voltage Restorer) leads a key role in mitigating power quality issues. In this paper, UPFC is employed to the IEEE 14 bus system and the voltage improvement is observed. In the similar way, DVR with PI control and Fuzzy control is employed on a simple test system and harmonic distortion values are noted. Key Words: Power quality, Harmonics, Unified Power Flow Controller (UPFC), Dynamic Voltage Restorer (DVR). 1. INTRODUCTION In the last few decades, the word power quality [1] has become one of the most concernedarea toelectric utilitiesas well as end users. Moreover complaints related to PQ disturbances are also increasing. An equipment performing without significant loss and having good efficiency can be termed as an achievement of power quality. Of all thefactors affecting power quality, harmonics play a crucial role. All periodical non sinusoidal waveform can be represented as sum of sine waves whose frequencies are integer multiples of fundamental frequency, which we call harmonics. Here we shall discuss the harmonics occurred due to disturbances in IEEE 14 bus system. 2. IEEE 14 BUS SYSTEM: The IEEE 14 bus system is shown in fig-1. Out of the 14 buses, 5 are generators, 3 are transformers and11 areloads. Harmonic analysis is performed on this system by considering all the impedance parameters and calculating harmonic currents as well as harmonic impedances. For performing harmonic analysis, we make use of Newton Raphson method of load flow studies and get the values of realand reactivepowergeneratedatdifferentbuses and line losses. By using thisdata,HarmonicanalysisforIEEE 14 bus system is done. Now, If we employ a converter with 5000kw & 0.85pf lag at bus 5, the harmonics calculated at different buses for different harmonic values are given in results section in fig.6 to fig.10. By those results we get an idea of how the harmonic voltages are varyingwithchangein harmonic values. Fig -1: Single line diagram of IEEE 14 bus system To reduce harmonics and to improvePowerQuality, two types of FACTS devices namely UPFC and DVR are employed. 2.1 UPFC Control: FACTS technology [2] allows a greatercontrol ofpowerflow. Since these devices provide very fast power swing damping, the power transmission lines can be securely loaded up to their thermal limits. UnifiedPowerFlowController(UPFC)is“Acombination of Static Synchronous Compensator (STATCOM) anda Static Synchronous Series Compensator (SSSC) which are coupled via a common D.C link to allow bi-directional flow of real power between the series output terminals of the SSSC and the shunt output terminals of the STATCOM”. UPFC which is the one of the most powerful FACTS device [3] can simultaneously control all the parameters of the system: the line impedance, the transmission angle, and bus voltage. The UPFC schematic diagram is shown in fig-2 and it consists of two voltage-sourced converters, which operate from a common D.C. Circuit consisting of a storagecapacitor.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 09 | Sep -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1092 The UPFC [4] could be described as consisting of a parallel and series branch. Each converter can independently generate or absorb reactive power. This arrangement enables free flow of active in either direction between the A.C. terminals of the two converters. Fig -2: Schematic diagram of UPFC The IEEE 14 bus system shown in fig 1 is implemented using simulink and a shunt converter with parameters 5000kw and 0.85pf is inserted at bus 5 and the voltage waveform is as given in fig 11. Now, the implementation of UPFC [5] is done using simulink for the same system and the voltage improvement is obtained. The corresponding waveforms obtained are shown in fig 12. 2.2 DVR Control: DVR is one of the most effective and efficient FACTS device which injects voltage into the systemdynamicallyinorder to reduce the harmonic voltages and to bring a balanceintothe system. Here we consider a simple test system shown in fig-3, which has 2 feeders drawn from same supply using 3 winding transformer. One of the feeder is uncompensated whereas the other is compensated using DVR [6]. For this we make use of different control strategies. Here we are going to discuss about PI control and Fuzzy control methods. Fig -3: Single line diagram of test system. 2.2.1 DVR with PI control: PI controller is shown in fig-4. This is a lineartechnique.It is a feedback controller which uses weighted sum of error & integral value to perform control operation. The response can be adjusted by multiplying error by constant Kp, called proportional gain. The integral term is proportional to both magnitude of error and duration of error. The error is first multiplied by integral gain Ki and then integrated to give an accumulated offset. Linear PI adjusts its Kp and Ki to reduce the steady state error to zero for step input. Fig -4: PI controller The results obtained by making use of this DVR control with PI is shown in fig. 13 Table -1: DVR system parameters S.no System Quantities System parameters 1 Source 3-phase 13KV, 50Hz 2 Inverter parameters IGBT, 3 arms, 6 pulse, carrier frequency=1080Hz, sample time=50µsec 3 PI controller Kp=0.5, Ki=50,sampletime=50 µsec 4 Three winding transformer Y / Δ/Δ 13/115/115 KV 5 Two winding transformer Δ/Y 115/11 KV PI controller gives faster response and zero steady state error can be achieved. Both the steady state and transient responses can be improved. 2.2.2 DVR with FUZZY control: Fuzzy controller is a nonlinear technique unlikethelinearPI controller [9]. By changing the system parameters & operating conditions, the required results can be obtained. Mathematical modeling & calculations are not necessary for this system and both the transient and steady state analysis can be performed using this technique. The control strategy of fuzzy controller is as shown in fig-5. And the rule base for this system is as shown in table-2.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 09 | Sep -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1093 Fig 5: Control Strategy of fuzzy controller. Table 2: Fuzzy rule base system NL NM NS Z PS PM PL NL L L L M Z S Z NM L L M Z Z Z S NS L M S Z Z S S Z M S S Z S S M PS S S Z Z S M L PM S Z Z Z M L L PL Z S Z M L L L By using this fuzzy rule base, mamdani interference mechanism and centroid methodofDefuzzification,thisDVR control[10] is performed and the obtainedresultsareshown in fig-14 and the Total Harmonic Distortion values are presented in the form of bar graph in fig-15. 3. RESULTS: Fig 6: Harmonic voltages at different harmonics for bus 1 It can be observed from fig. 6 that harmonic voltage of bus 1 at 25th harmonic value is amplified due to impedance resonance. Fig 7: Harmonic voltages at different harmonics for bus 2 It can be observed from fig. 7 that harmonic voltage of bus 2 at 5th harmonic value is amplified due to impedance resonance. Fig 8: Harmonic voltages at different harmonics for bus 4 It can be observed from fig. 8 that harmonic voltagesof bus 4 at 15th and 23rd harmonic values are amplified due to impedance resonance. Fig 9: Harmonic voltages at different harmonics for bus 5 It can be observed from fig. 9 that harmonicvoltagesof bus 5 at 15th and 25th harmonic values are amplified due to impedance resonance.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 09 | Sep -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1094 Fig 10: Harmonic voltages at different harmonics for bus 6 It can be observed from fig. 10 that harmonic voltages of bus 6 at 13th and 23rd harmonic values are amplified due to impedance resonance. Fig 11: Load voltage waveform after creating disturbances in IEEE 14 bus system at bus 5. From fig. 11 it can be observed that there is a change in voltage waveform obtained due to the disturbance created through a converter of 5000kw and o.85 power factor lag. Fig 12: Load voltage waveform after employing UPFC at bus 5 in IEEE 14 bus system. From fig. 12 the improvised waveform for voltage by using the FACTS device UPFC can be observed (Unified Power Flow Controller). Fig 13: Load voltage waveform for PI control of DVR. By using PI controller based DVR, we obtained a THD value of 23.70%. Fig 14: Load voltage waveform for Fuzzy control of DVR. Without any controller being employed into the system we got 32.6% THD value. By using Fuzzy controller based DVR, we obtained a THD value of 17.49% which isbetterthanthat obtained through linear PI control strategy. 0 5 10 15 20 25 30 35 Without controller PI controller Fuzzy controller Fig. 15: Bar graph showing the variations in THD values for different controllers. 5. CONCLUSIONS This paper has presented one of the main Power Quality problems i.e., harmonic variations. Harmonic analysis is done on IEEE 14 bus system and with the implementation of custom power devices such as UPFC and DVR, the power quality is improved. With further implementation of different control strategies for DVR such as PI and Fuzzy control, the percentage of total Harmonic Distortion is reduced, which results in enhancement of Power Quality.
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 09 | Sep -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1095 REFERENCES [1] R. C. Dugan, M. F. McGranaghan, andH.W.Beaty, Electric Power Systems Quality, McGraw-Hill,NewYork,NY,USA, 2nd edition, 2006. [2] N.G. Hingorani and L Gyugyi, “Understanding FACTS – Concepts and Technology of Flexible AC Transmission Systems”, Wiley, 2000. [3] Power quality enhancement using custom power devices by Arindam Ghosh and Gerard Ledwich. [4] Flexible AC transmission systems: Modelingandcontrol by Xiao Ping, Zhang, Rehtanz, Pal. [5] T. Nireekshana, Dr. G. Kesava Rao & Dr. S. Siva Naga Raju, “Modeling and Control Design of Unified Power Flow Controller for Various Control Strategies”, International Journal of Engineering Science and Technology, vol.- 2(11), pp. 6293-6307, 2010. [6] K.R. Padiyar, “FACTS controllers in power transmission and distribution,” New Age Int. Publisher, 2007. [7] R. H.Salimin and M.S.A.Rahim, “Simulation Analysis of DVR Performance for Voltage Sag Mitigation”, IEEE 5th International Conference in Power Engineering and Optimization, pp.261-266, June 2011 [8] A Novel Multi objective Control of DVR to Enhance Power Quality of Sensitive Load, Research article, Hindawi Publishing Corporation, the Scientific World Journal Volume 2015, Article ID 385109 [9] Jurado, Francisco, Valverde, M, “Fuzzy Logic Control ofa Dynamic Voltage Restorer”, IEEE International Symposium on Industrial Electronics”, vol. 2, pp.1047- 1052, May 2004. [10] B.Panda, A.K. Mahapatra, “Fuzzy Logic Controller-Based Dynamic Voltage Restorers for Mitigation of Voltage Sag”, International Journal of Engineering Science and Technology, vol. 3, February 2011.