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www.jst.org.in 35
Journal of Science and Technology
Volume 1, Issue 1, December2016, PP 35-40
www.jst.org.in
A Fuzzy Based SFCL for Fault Current Limiter in
Distribution System
T.Vijay Muni1
1
(Department of Electrical and Electronics, KL University, Guntur)
_________________________________________________________________________________
Abstract : In the modern power system, as the utilization of electric power is very wide, and it is very easy for
occurring any fault or disturbance, which causes a high short circuit current flows. More over the increase in
the power generation results in an increase in the system fault current levels. The high current due to this fault
large mechanical forces and these forces causes overheating of the equipment. If the large size equipment are
used in power system then they need a large protection scheme from severe fault conditions. Generally, the
maintaince of electrical power system reliability is more important. But the elimination of fault is not possible in
power systems, so, the only alternate solution is to reduce the fault current levels. For this a fuzzy based Super
Conducting Fault Current Limiter is the best electric equipment which is used for reducing the severe fault
current levels. In this paper, we simulated the unsymmetrical faults with fuzzy based superconducting fault
current limiter. In our analysis we had the following conclusions.
Keywords – Fuzzy, Current limiter, Distribution
I. INTRODUCTION
Volts sag is one of the most regular energy top quality disruptions in power systems. It is necessary to
examine voltage sag due to consumers’ weeknesses. Mistakes are the primary cause of voltage sags in
submission systems. Mistake in submission systems according to its requirements (its place, length and time)
can cause an disruption or a voltage sag at the nodes of the system. By making unique faults, the voltage sag in
such systems can be examined. The suggested framework stops voltage sag and phase-angle leap of the
substation PCC after fault incident. This framework has a simple management technique. Using the
semiconductor change (insulated-gate the illness transistor or checkpoint turnoff thyristor at dc present rout
results in quick function of the suggested FCL and, consequently, dc reactor value is decreased. On the other
hand, the suggested framework cuts down on complete harmonic distortions on fill voltage and it has low ac
failures in regular function. Consequently, other birdfeeders, which are linked to the substation PCC, will have
good energy top quality.
However, because of high tech and cost of superconductors, these products are not from the
commercial perspective available. Therefore, by changing the superconducting coils with a non-superconducting
one in the FCL, it is possible to make it easier and less expensive. It is worth noting that the main disadvantage
of the non-superconductor is an electrical reduction which is minimal in contrast with the complete energy,
offered by the submission bird birdfeeder. The other components which are presented have two figures of
thyristor changes in the ac division of the diode link. When the mistake happens, after mistake recognition, the
thyristor change changes off at first zero traversing and the mistake present is restricted to a good value. These
components have changing energy reduction and a complex control routine because of thyristor changing in the
regular function. In addition, we know that thyristor function wait (turn off at first zero crossing) causes
disruptions on framework efficiency. So, to restrict the mistake present between the mistake incident immediate
and thyristors convert off immediate, a huge reactor in the dc path is used. Due to volts fall, harmonic
distortions, and energy failures, this huge value of dc reactor is undesirable.
II. FAULT CURRENT LIMITERS
Before technological innovation can be considered for the program of restricting a DG’s fault current
participation, the working circumstances and specifications of such a limiter must first be recognized. The
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www.jst.org.in 36
current technological innovation can then be analyzed for their relevance for such a program by guaranteeing
that any suggested system satisfies the specifications. The first need for the FCL is that it must function at the
submission volts level. According to a software application study in [13] in which resources were required to
explain their present submission systems and expected future program, resources reacted that the most frequent
volts category is at 15kV. A common radial submission system
Fig 1: Typical radial distribution system with relay protection
III. STRUCTURE AND PRINCIPLE OF THE ACTIVE SFCL
As shown in Fig. 2, it signifies the circuit construction of the single-phase volts compensation type
ASFCL, which is consists of an air-core superconducting transformer and a voltage-type PWM converter. Ls1,
Ls2 are the self-inductance of two superconducting windings, and Ms is the common inductance. Z1 is the
routine impedance and Z2 is the fill impedance. Ld and Cd are used for filtration great purchase harmonics due
to the ripper. Since the voltage-type converter’s ability to managing energy return is applied by managing the
volts of AC part, the ripper can be looked as a managed volts resource Up.
Fig 2: Single-phase voltage compensation type active SFCL
In ordinary (no fault) express, the infused current (I2) in the auxiliary twisting of the transformer will be
controlled to keep a specific esteem, where the attractive field noticeable all around center can be repaid to zero,
so the dynamic SFCL will have no impact on the principle circuit. At the point when the fault is recognized, the
infused current will be opportune balanced in sufficiency or stage edge, in order to control the superconducting
transformer's essential voltage which is in arrangement with the fundamental circuit, and further the fault current
can be stifled to some degree.
IV. APPLYING THE SFCL IN TO A DISTRIBUTION NETWORK WITH DG
As appeared in Fig. 3, it shows the utilization of the dynamic SFCL in a dissemination connect with
various DG units, and the transports B-E are the DG units' plausible establishment areas. At the point when a
solitary stage grounded fault happens in the feeder line 1 (stage A, k1 point), the SFCL's mode 1 can be
naturally activated, and the fault current's rising rate can be opportune controlled. Alongside the mode
exchanging, its plentifulness can be constrained further. With regards to the SFCL's consequences for the
initiated overvoltage, the subjective investigation is introduced. Keeping in mind the end goal to compute the
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www.jst.org.in 37
over voltages initiated in the other two stages (stage B and stage C), the symmetrical segment technique and
complex arrangement systems can be utilized, and the coefficient of establishing G under this condition can be
communicated as G = −1.5m/(2 + m) ± j √ 3/2, where m = X0/X1, and X0 is the appropriation system's zero-
succession reactance, X1 is the positive-grouping reactance [16]. Encourage, the amplitudes of the B-stage and
C-stage over voltages can be depicted as:
Fig. 3. Application of the active SFCL in a distribution system with DG units
PI Controller
A PI Controller (proportional-integral controller) is a combination of proportional and integral
controller which is used for eliminating steady state error and peak overshoots 10-11
. The absence of derivative
controller shows more stability under noise conditions. This is because the derivative controller is more
sensitive under high frequency systems.
The general expression for PI controller is expressed as,
dtKK IP 
Fuzzy Logic Controller
In the previous section, control strategy based on PI controller is discussed. But in case of PI controller,
it has high settling time and has large steady state error. In order to rectify this problem, this paper proposes the
application of a fuzzy controller shown in Figure 4. Generally, the FLC 12
is one of the most important software
based technique in adaptive methods.
As compared with previous controllers, the FLC has low settling time, low steady state errors. The
operation of fuzzy controller can be explained in four steps.
1. Fuzzification
2. Membership function
3. Rule-base formation
4. Defuzzification.
__________________________________________________________________________________
www.jst.org.in 38
K1
d/dt K2
K3
F
U
Z
Z
I
F
I
C
A
T
I
O
N
RULE
BASE
INFERENCE
MECHANISM
e(t)
u(t)
D
E
F
U
Z
Z
I
F
I
C
A
T
I
O
N
Figure 4: basic structure of fuzzy logic controller
In this paper, the membership function is considered as a type in triangular membership function and
method for defuzzification is considered as centroid. The error which is obtained from the comparison of
reference and actual values is given to fuzzy inference engine. The input variables such as error and error rate
are expressed in terms of fuzzy set with the linguistic terms VN, N, Z, P, and Pin this type of mamdani fuzzy
inference system the linguistic terms are expressed using triangular membership functions. In this paper, single
input and single output fuzzy inference system is considered. The number of linguistic variables for input and
output is assumed as 3.The numbers of rules are formed as 9.The input for the fuzzy system is represented as
error of PI controller. The fuzzy rules are obtained with if-then statements. The given fuzzy inference system is
a combination of single input and single output. This input is related with the logical operator AND/OR
operators. AND logic gives the output as minimum value of the input and OR logic produces the output as
maximum value of input.
V. SIMULATION STUDY
For reason for quantitatively assessing the current-limiting and overvoltage-compensation of the dynamic
SFCL, the dissemination framework with DG units and the SFCL, as appeared in Fig. 3 is made in MATLAB.
The SFCL is introduced in the behind of the power supply us, and two DG units are incorporated into the
framework, and one of them is steadily introduced in the Bus B (named as DG1). For the other DG, it can be
introduced in a discretionary position among the Busses C–E (named as DG2). The model's fundamental
parameters are appeared in Table I. To diminish the converter's plan limit, doing the SFCL change to the mode 2
after the fault is recognized, and the discovery technique depends on measuring the principle current's diverse
parts by Fast Fourier Transform (FFT) and symphonious investigation.
VI. SIMULATION RESULTS
Figures shown below, it indicates the line current waveforms with and without the active SFCL when the three-
phase short circuit occurs at k3 point. After installing the active SFCL and Fuzzy based SFCL, the first peak
value of the fault currents (iAf, iBf, iCf) can be limited to 2.51 kA, 2.69 kA, 1.88 kA, respectively, in contrast
with 3.62 kA, 3.81 kA, 2.74 kA under the condition without SFCL.
Without SFCL:
Fig 6: Simulation waveform for Fault Current without SFCL
Journal of Science and Technology
www.jst.org.in 39 | Page
With SFCL:
Fig 7: Simulation waveform for Fault Current with SFCLWith Fuzzy SFCL:
Fig 8: Simulation waveform for Fault Current with fuzzy based SFCL
VII. CONCLUSION
In this paper, the utilization of the Fuzzy rule for dynamic SFCL into in a power circulation connect with DG
units is researched. For the power recurrence overvoltage brought about by a solitary stage grounded fault, the
dynamic SFCL can diminish the overvoltage's abundancy and abstain from harming the important circulation
gear. The dynamic SFCL can too smother the short out current prompted by a three-stage grounded fault viably,
and the power framework's security and unwavering quality can be progressed. Besides, alongside the lessening
of the separation between the fault area and the SFCL's establishment position, the current-constraining
execution will increment.
REFERENCES
[1] S. Conti, “Analysis of distribution network protection issues in presence of dispersed generation,” Elect. Power Syst. Res., vol. 79, no.
1, pp. 49–56, Jan. 2009.
[2] A. S. Emhemed, R. M. Tumilty, N. K. Singh, G. M. Burt, and. R. McDonald, “Analysis of transient stability enhancement of LV
connected induction micro generators by using resistive-type fault current limiters,” IEEE Trans. Power Syst., vol. 25, no. 2, pp. 885–893,
May 2010.
[3] S.-Y. Kim and J.-O. Kim, “Reliability evaluation of distribution network with DG considering the reliability of protective devices
affected by SFCL,” IEEE Trans. Appl. Super cond., vol. 21, no. 5, pp. 3561–3569, Oct. 2011.
[4] S. A. A. Shahriari, A. Yazdian, and M. R. Haghifam, “Fault current limiter allocation and sizing in distribution system in presence of
distributed generation,” in Proc. IEEE Power Energy Soc. Gen. Meet., Calgary, AB, Canada, Jul. 2009, pp. 1–6.
[5] S. Hemmati and J. Sadeh, “Applying superconductive fault current limiter to minimize the impacts of distributed generation on the
distribution protection systems,” in Proc. Int. Conf. Environ. Electr. Eng., Venice, Italy, May 2012, pp. 808–813.
[6] S.-H. Lim, J.-S. Kim, M.-H. Kim, and J.-C. Kim, “Improvement of protection coordination of protective devices through application of a
SFCL in a power distribution system with a dispersed generation,” IEEE Trans. Appl. Super cond., vol. 22, no. 3, p. 5601004, Jun. 2012.
Journal of Science and Technology
www.jst.org.in 40 | Page
[7] L. Chen, Y. Tang, J. Shi, and Z. Sun, “Simulations and experimental analyses of the active superconducting fault current limiter,” Phys.
C, vol. 459, no. 1/2, pp. 27–32, Aug. 2007.
[8] L. Chen, Y. Tang, J. Shi, Z. Li, L. Ren, and S. Cheng, “Control strategy for three-phase four-wire PWM converter of integrated voltage
compensation type active SFCL,” Phys. C, vol. 470, no. 3, pp. 231–235,Feb. 2010.

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6.a fuzzy based sfcl for fault current limiter in distribution system (2)

  • 1. __________________________________________________________________________________ www.jst.org.in 35 Journal of Science and Technology Volume 1, Issue 1, December2016, PP 35-40 www.jst.org.in A Fuzzy Based SFCL for Fault Current Limiter in Distribution System T.Vijay Muni1 1 (Department of Electrical and Electronics, KL University, Guntur) _________________________________________________________________________________ Abstract : In the modern power system, as the utilization of electric power is very wide, and it is very easy for occurring any fault or disturbance, which causes a high short circuit current flows. More over the increase in the power generation results in an increase in the system fault current levels. The high current due to this fault large mechanical forces and these forces causes overheating of the equipment. If the large size equipment are used in power system then they need a large protection scheme from severe fault conditions. Generally, the maintaince of electrical power system reliability is more important. But the elimination of fault is not possible in power systems, so, the only alternate solution is to reduce the fault current levels. For this a fuzzy based Super Conducting Fault Current Limiter is the best electric equipment which is used for reducing the severe fault current levels. In this paper, we simulated the unsymmetrical faults with fuzzy based superconducting fault current limiter. In our analysis we had the following conclusions. Keywords – Fuzzy, Current limiter, Distribution I. INTRODUCTION Volts sag is one of the most regular energy top quality disruptions in power systems. It is necessary to examine voltage sag due to consumers’ weeknesses. Mistakes are the primary cause of voltage sags in submission systems. Mistake in submission systems according to its requirements (its place, length and time) can cause an disruption or a voltage sag at the nodes of the system. By making unique faults, the voltage sag in such systems can be examined. The suggested framework stops voltage sag and phase-angle leap of the substation PCC after fault incident. This framework has a simple management technique. Using the semiconductor change (insulated-gate the illness transistor or checkpoint turnoff thyristor at dc present rout results in quick function of the suggested FCL and, consequently, dc reactor value is decreased. On the other hand, the suggested framework cuts down on complete harmonic distortions on fill voltage and it has low ac failures in regular function. Consequently, other birdfeeders, which are linked to the substation PCC, will have good energy top quality. However, because of high tech and cost of superconductors, these products are not from the commercial perspective available. Therefore, by changing the superconducting coils with a non-superconducting one in the FCL, it is possible to make it easier and less expensive. It is worth noting that the main disadvantage of the non-superconductor is an electrical reduction which is minimal in contrast with the complete energy, offered by the submission bird birdfeeder. The other components which are presented have two figures of thyristor changes in the ac division of the diode link. When the mistake happens, after mistake recognition, the thyristor change changes off at first zero traversing and the mistake present is restricted to a good value. These components have changing energy reduction and a complex control routine because of thyristor changing in the regular function. In addition, we know that thyristor function wait (turn off at first zero crossing) causes disruptions on framework efficiency. So, to restrict the mistake present between the mistake incident immediate and thyristors convert off immediate, a huge reactor in the dc path is used. Due to volts fall, harmonic distortions, and energy failures, this huge value of dc reactor is undesirable. II. FAULT CURRENT LIMITERS Before technological innovation can be considered for the program of restricting a DG’s fault current participation, the working circumstances and specifications of such a limiter must first be recognized. The
  • 2. __________________________________________________________________________________ www.jst.org.in 36 current technological innovation can then be analyzed for their relevance for such a program by guaranteeing that any suggested system satisfies the specifications. The first need for the FCL is that it must function at the submission volts level. According to a software application study in [13] in which resources were required to explain their present submission systems and expected future program, resources reacted that the most frequent volts category is at 15kV. A common radial submission system Fig 1: Typical radial distribution system with relay protection III. STRUCTURE AND PRINCIPLE OF THE ACTIVE SFCL As shown in Fig. 2, it signifies the circuit construction of the single-phase volts compensation type ASFCL, which is consists of an air-core superconducting transformer and a voltage-type PWM converter. Ls1, Ls2 are the self-inductance of two superconducting windings, and Ms is the common inductance. Z1 is the routine impedance and Z2 is the fill impedance. Ld and Cd are used for filtration great purchase harmonics due to the ripper. Since the voltage-type converter’s ability to managing energy return is applied by managing the volts of AC part, the ripper can be looked as a managed volts resource Up. Fig 2: Single-phase voltage compensation type active SFCL In ordinary (no fault) express, the infused current (I2) in the auxiliary twisting of the transformer will be controlled to keep a specific esteem, where the attractive field noticeable all around center can be repaid to zero, so the dynamic SFCL will have no impact on the principle circuit. At the point when the fault is recognized, the infused current will be opportune balanced in sufficiency or stage edge, in order to control the superconducting transformer's essential voltage which is in arrangement with the fundamental circuit, and further the fault current can be stifled to some degree. IV. APPLYING THE SFCL IN TO A DISTRIBUTION NETWORK WITH DG As appeared in Fig. 3, it shows the utilization of the dynamic SFCL in a dissemination connect with various DG units, and the transports B-E are the DG units' plausible establishment areas. At the point when a solitary stage grounded fault happens in the feeder line 1 (stage A, k1 point), the SFCL's mode 1 can be naturally activated, and the fault current's rising rate can be opportune controlled. Alongside the mode exchanging, its plentifulness can be constrained further. With regards to the SFCL's consequences for the initiated overvoltage, the subjective investigation is introduced. Keeping in mind the end goal to compute the
  • 3. __________________________________________________________________________________ www.jst.org.in 37 over voltages initiated in the other two stages (stage B and stage C), the symmetrical segment technique and complex arrangement systems can be utilized, and the coefficient of establishing G under this condition can be communicated as G = −1.5m/(2 + m) ± j √ 3/2, where m = X0/X1, and X0 is the appropriation system's zero- succession reactance, X1 is the positive-grouping reactance [16]. Encourage, the amplitudes of the B-stage and C-stage over voltages can be depicted as: Fig. 3. Application of the active SFCL in a distribution system with DG units PI Controller A PI Controller (proportional-integral controller) is a combination of proportional and integral controller which is used for eliminating steady state error and peak overshoots 10-11 . The absence of derivative controller shows more stability under noise conditions. This is because the derivative controller is more sensitive under high frequency systems. The general expression for PI controller is expressed as, dtKK IP  Fuzzy Logic Controller In the previous section, control strategy based on PI controller is discussed. But in case of PI controller, it has high settling time and has large steady state error. In order to rectify this problem, this paper proposes the application of a fuzzy controller shown in Figure 4. Generally, the FLC 12 is one of the most important software based technique in adaptive methods. As compared with previous controllers, the FLC has low settling time, low steady state errors. The operation of fuzzy controller can be explained in four steps. 1. Fuzzification 2. Membership function 3. Rule-base formation 4. Defuzzification.
  • 4. __________________________________________________________________________________ www.jst.org.in 38 K1 d/dt K2 K3 F U Z Z I F I C A T I O N RULE BASE INFERENCE MECHANISM e(t) u(t) D E F U Z Z I F I C A T I O N Figure 4: basic structure of fuzzy logic controller In this paper, the membership function is considered as a type in triangular membership function and method for defuzzification is considered as centroid. The error which is obtained from the comparison of reference and actual values is given to fuzzy inference engine. The input variables such as error and error rate are expressed in terms of fuzzy set with the linguistic terms VN, N, Z, P, and Pin this type of mamdani fuzzy inference system the linguistic terms are expressed using triangular membership functions. In this paper, single input and single output fuzzy inference system is considered. The number of linguistic variables for input and output is assumed as 3.The numbers of rules are formed as 9.The input for the fuzzy system is represented as error of PI controller. The fuzzy rules are obtained with if-then statements. The given fuzzy inference system is a combination of single input and single output. This input is related with the logical operator AND/OR operators. AND logic gives the output as minimum value of the input and OR logic produces the output as maximum value of input. V. SIMULATION STUDY For reason for quantitatively assessing the current-limiting and overvoltage-compensation of the dynamic SFCL, the dissemination framework with DG units and the SFCL, as appeared in Fig. 3 is made in MATLAB. The SFCL is introduced in the behind of the power supply us, and two DG units are incorporated into the framework, and one of them is steadily introduced in the Bus B (named as DG1). For the other DG, it can be introduced in a discretionary position among the Busses C–E (named as DG2). The model's fundamental parameters are appeared in Table I. To diminish the converter's plan limit, doing the SFCL change to the mode 2 after the fault is recognized, and the discovery technique depends on measuring the principle current's diverse parts by Fast Fourier Transform (FFT) and symphonious investigation. VI. SIMULATION RESULTS Figures shown below, it indicates the line current waveforms with and without the active SFCL when the three- phase short circuit occurs at k3 point. After installing the active SFCL and Fuzzy based SFCL, the first peak value of the fault currents (iAf, iBf, iCf) can be limited to 2.51 kA, 2.69 kA, 1.88 kA, respectively, in contrast with 3.62 kA, 3.81 kA, 2.74 kA under the condition without SFCL. Without SFCL: Fig 6: Simulation waveform for Fault Current without SFCL
  • 5. Journal of Science and Technology www.jst.org.in 39 | Page With SFCL: Fig 7: Simulation waveform for Fault Current with SFCLWith Fuzzy SFCL: Fig 8: Simulation waveform for Fault Current with fuzzy based SFCL VII. CONCLUSION In this paper, the utilization of the Fuzzy rule for dynamic SFCL into in a power circulation connect with DG units is researched. For the power recurrence overvoltage brought about by a solitary stage grounded fault, the dynamic SFCL can diminish the overvoltage's abundancy and abstain from harming the important circulation gear. The dynamic SFCL can too smother the short out current prompted by a three-stage grounded fault viably, and the power framework's security and unwavering quality can be progressed. Besides, alongside the lessening of the separation between the fault area and the SFCL's establishment position, the current-constraining execution will increment. REFERENCES [1] S. Conti, “Analysis of distribution network protection issues in presence of dispersed generation,” Elect. Power Syst. Res., vol. 79, no. 1, pp. 49–56, Jan. 2009. [2] A. S. Emhemed, R. M. Tumilty, N. K. Singh, G. M. Burt, and. R. McDonald, “Analysis of transient stability enhancement of LV connected induction micro generators by using resistive-type fault current limiters,” IEEE Trans. Power Syst., vol. 25, no. 2, pp. 885–893, May 2010. [3] S.-Y. Kim and J.-O. Kim, “Reliability evaluation of distribution network with DG considering the reliability of protective devices affected by SFCL,” IEEE Trans. Appl. Super cond., vol. 21, no. 5, pp. 3561–3569, Oct. 2011. [4] S. A. A. Shahriari, A. Yazdian, and M. R. Haghifam, “Fault current limiter allocation and sizing in distribution system in presence of distributed generation,” in Proc. IEEE Power Energy Soc. Gen. Meet., Calgary, AB, Canada, Jul. 2009, pp. 1–6. [5] S. Hemmati and J. Sadeh, “Applying superconductive fault current limiter to minimize the impacts of distributed generation on the distribution protection systems,” in Proc. Int. Conf. Environ. Electr. Eng., Venice, Italy, May 2012, pp. 808–813. [6] S.-H. Lim, J.-S. Kim, M.-H. Kim, and J.-C. Kim, “Improvement of protection coordination of protective devices through application of a SFCL in a power distribution system with a dispersed generation,” IEEE Trans. Appl. Super cond., vol. 22, no. 3, p. 5601004, Jun. 2012.
  • 6. Journal of Science and Technology www.jst.org.in 40 | Page [7] L. Chen, Y. Tang, J. Shi, and Z. Sun, “Simulations and experimental analyses of the active superconducting fault current limiter,” Phys. C, vol. 459, no. 1/2, pp. 27–32, Aug. 2007. [8] L. Chen, Y. Tang, J. Shi, Z. Li, L. Ren, and S. Cheng, “Control strategy for three-phase four-wire PWM converter of integrated voltage compensation type active SFCL,” Phys. C, vol. 470, no. 3, pp. 231–235,Feb. 2010.