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Abstract - Thispaper presentsafuzzylogic, PI controlledshunt activepower filter usedtocompensatefor harmonicdistortionin three-phasefour-wiresystems. Theshunt activefilteremploysa simplemethodforthecalculationofthereferencecompensation current based on Fast Fourier Transform. The presented Shunt Active Power filter is able to operate in balanced, unbalanced and Variable load conditions. Classic filters may not have satisfactory performance infast varyingconditions. But autotunedactive power filter gives better results for harmonic minimization, reactive power compensationandpowerfactorimprovement. Theproposedauto tunedshunt activefilter maintains theTHDwell withinIEEE-519 standards. The proposedmethodology is extensively testedfor wide range of different Loads withImproveddynamic behavior of shunt active power filter usingfuzzylogic, PI controllers. The results are foundtobequitesatisfactorytomitigateharmonicDistortions, reactive power compensation and power factor improvement. Keywords Active power filter, Power quality improvement, Fuzzy logic controller, PI controller, Power factor correction I INTRODUCTION n recentyears,powerqualitydistortionhasbecomeserious problem in electricalpowersystemsdueto theIncreaseof nonlinearloadsdrawingnon-sinusoidal currentsActivefilters havebeenwidelyusedfor harmonicmitigationswell asreactive power compensation, load balancing, voltage regulation, and voltage flicker compensation In three-phase four-wire systems with nonlinear loads a high level of harmonic currents in both the three line conductors andmore significantlyinthe neutral wire has been enrolled. Unbalanced loads also results in further declination of the Supplyquality[1]. Variousharmonicmitigationtechniqueshave beenproposedtoreduce the effect of harmonics. These techniques includephasemultiplication,passivefilters,activepowerfilters (APFs), and harmonic injection. One of the most popular APFs is the shunt active power filter. It is mainly a current source, Connected in parallel withthenon-linear loads. Conventionally, ashunt APFis controlled in such away asto injectharmonicand reactive compensationcurrents basedoncalculatedreferencecurrents. The injectedcurrentsaremeant tocancel theharmonicandreactive currentsdrawnbythenonlinearloads[2]. Recently, fuzzylogic controllerhas generated a greatdealofInterestin various applications andhas beenintroducedinthe power electronics field [3]-[4]. ----------------------------------------------------------------------------- B.Suresh Kumar and V.Lalitha are with EEEDepartment, CBIT, Hyderabad. (Mail:[email protected]) Dr.K.RameshReddy is with EEE Department, GNITS, Hyderabad, Mail: [email protected] Theadvantages of fuzzylogic controllers over the conventional PI controller are that they do not need an accurate mathematical model; theycanworkwithimpreciseinputs, canhandlenonlinearity, and may be more robust than the conventional PI controller. Use of fuzzy logicforminimizationofharmonicsandimprovement ofpower qualityisnot anew issuerather variousauthorshaveintroduced someinnovativemethodologiesusing thesetools[5].Themost important observation fromthe work reported by various researchers for power qualityimprovement is the Designof active power filter under‘fixed load’conditionsorforloadswithslow andsmall variation[6]. As loads inpractical life are mostlyvariable, there is theneed to designanactivepowerfilter, whichiscapableof maintaining the THDwell within the IEEEnorms [7], under variable loadconditions. This paper, therefore, presents anautotunedactive power filter using Mamdani fuzzy-controller to control the harmonics under variable loadconditions apart frombalancedandunbalanced load conditions. II.S HUNTACTIVEPOWERFILTER Ina modernelectrical distributionsystem, there has beena sudden increase ofnonlinearloads,such aspowersupplies,rectifier equipment, domestic appliances, and adjustable speed drives (ASD), etc. Asthenumberoftheseloadsincreased, harmonicscurrents generated by theseloadsmay becomevery significant.These harmonics canleadtoa variety of different power systemproblems includingthedistortedvoltagewaveforms, equipment overheating, malfunctioninsystem protection, excessiveneutral currents, light flicker,inaccuratepowerflow metering,etc.Theyalso reduce efficiency by drawing reactive current component from the distribution network [8]. In order to overcome these problems, active powerfilters(APFs)havebeen developed.Thevoltage-source- inverter (VSI)-based shunt active power filter has been used in recent yearsandrecognizedasaviablesolutionthecontrol scheme, in which the required compensating currents are determined by sensing linecurrentsonly, whichissimpleandeasytoimplement. The scheme uses a conventional proportional plus integral (PI) controller for the generation of a reference current A.Basic compensation principal APF. A current controlledvoltagesourceinverter withnecessary passivecomponentsisusedasanAPFasshowninfig 1. It is controlledtodraw/supply a compensatedcurrent from/tothe utility, suchthat it eliminates reactiveandharmoniccurrents of thenon- linear load. Thus, the resulting total current drawn fromthe ac mains is sinusoidal. Ideally, the APFneeds to generate just enough reactive and harmonic current to compensate the non-linear loads in the line. . AComparative Study of PI and Fuzzy Logic Shunt Active Power Filter in reducing %THDof a Three- Phase Four-wire System B.Suresh Kumar 1 Dr.K.Ramesh Reddy 2 V.Lalitha 3 I 16th NATIONAL POWER SYSTEMS CONFERENCE, 15th-17th DECEMBER, 2010 301 Department of Electrical Engineering, Univ. College of Engg., Osmania University, Hyderabad, A.P, INDIA.
Transcript
Page 1: 16th NATIONAL POWER SYSTEMS CONFERENCE, 15th · PDF fileline conductors and more significantly in the neutral wire has been enrolled. Unbalanced loads also results in further declination

Abstract- This paper presents a fuzzy logic, PI controlled shunt active power filter used to compensate for harmonic distortion in three-phase four-wire systems. The shunt active filter employs a simple method for the calculation of the reference compensation current based on Fast Fourier Transform. The presented Shunt Active Power filter is able to operate in balanced, unbalanced and Variable load conditions. Classic filters may not have satisfactory performance in fast varying conditions. But auto tuned active power filter gives better results for harmonic minimization, reactive power compensation and power factor improvement. The proposed auto tuned shunt active filter maintains the THD well within IEEE-519 standards. The proposed methodology is extensively tested for wide range of different Loads with Improved dynamic behavior of shunt active power filter using fuzzy logic, PI controllers. The results are found to be quite satisfactory to mitigate harmonic Distortions, reactive power compensation and power factor improvement. Keywords— Active power filter, Power quality improvement, Fuzzy logic controller, PI controller, Power factor correction

I INTRODUCTION n recent years, power quality distortion has become serious problem in electrical power systems due to the Increase of nonlinear loads drawing non-sinusoidal currents Active filters

have been widely used for harmonic mitigations well as reactive power compensation, load balancing, voltage regulation, and voltage flicker compensation In three-phase four-wire systems with nonlinear loads a high level of harmonic currents in both the three line conductors and more significantly in the neutral wire has been enrolled. Unbalanced loads also results in further declination of the Supply quality [1]. Various harmonic mitigation techniques have been proposed to reduce the effect of harmonics. These techniques include phase multiplication, passive filters, active power filters (APFs), and harmonic injection. One of the most popular APFs is the shunt active power filter. It is mainly a current source, Connected in parallel with the non-linear loads. Conventionally, a shunt APF is controlled in such a way as to inject harmonic and reactive compensation currents based on calculated reference currents. The injected currents are meant to cancel the harmonic and reactive currents drawn by the nonlinear loads [2]. Recently, fuzzy logic controller has generated a great deal of Interest in various applications and has been introduced in the power electronics field [3]-[4]. ----------------------------------------------------------------------------- B.Suresh Kumar and V.Lalitha are with EEE Department, CBIT, Hyderabad. (Mail:[email protected]) Dr.K.RameshReddy is with EEE Department, GNITS, Hyderabad, Mail: [email protected]

The advantages of fuzzy logic controllers over the conventional PI controller are that they do not need an accurate mathematical model; they can work with imprecise inputs, can handle nonlinearity, and may be more robust than the conventional PI controller. Use of fuzzy logic for minimization of harmonics and improvement of power quality is not a new issue rather various authors have introduced some innovative methodologies using these tools[5]. The most important observation from the work reported by various researchers for power quality improvement is the Design of active power filter under ‘fixed load’ conditions or for loads with slow and small variation [6]. As loads in practical life are mostly variable, there is the need to design an active power filter, which is capable of maintaining the THD well within the IEEE norms [7], under variable load conditions. This paper, therefore, presents an auto tuned active power filter using Mamdani fuzzy-controller to control the harmonics under variable load conditions apart from balanced and unbalanced load conditions.

II.SHUNT ACTIVE POWER FILTER In a modern electrical distribution system, there has been a sudden increase of nonlinear loads, such as power supplies, rectifier equipment, domestic appliances, and adjustable speed drives (ASD), etc. As the number of these loads increased, harmonics currents generated by these loads may become very significant. These harmonics can lead to a variety of different power system problems including the distorted voltage waveforms, equipment overheating, malfunction in system protection, excessive neutral currents, light flicker, inaccurate power flow metering, etc. They also reduce efficiency by drawing reactive current component from the distribution network [8]. In order to overcome these problems, active power filters (APFs) have been developed. The voltage-source-inverter (VSI)-based shunt active power filter has been used in recent years and recognized as a viable solution the control scheme, in which the required compensating currents are determined by sensing line currents only, which is simple and easy to implement. The scheme uses a conventional proportional plus integral (PI) controller for the generation of a reference current

A. Basic compensation principal APF. A current controlled voltage source inverter with necessary passive components is used as an APF as shown in fig 1. It is controlled to draw/supply a compensated current from/to the utility, such that it eliminates reactive and harmonic currents of the non-linear load. Thus, the resulting total current drawn from the ac mains is sinusoidal. Ideally, the APF needs to generate just enough reactive and harmonic current to compensate the non-linear loads in the line. .

A Comparative Study of PI and Fuzzy Logic Shunt Active Power Filter in reducing % THD of a Three-

Phase Four-wire System B.Suresh Kumar1 Dr.K.Ramesh Reddy2 V.Lalitha3

I

16th NATIONAL POWER SYSTEMS CONFERENCE, 15th-17th DECEMBER, 2010 301

Department of Electrical Engineering, Univ. College of Engg., Osmania University, Hyderabad, A.P, INDIA.

Page 2: 16th NATIONAL POWER SYSTEMS CONFERENCE, 15th · PDF fileline conductors and more significantly in the neutral wire has been enrolled. Unbalanced loads also results in further declination

safpulses

powergui

Discrete,Ts = 5e-005

v+-

g

A

B

C

+

-

Unit Delayz

1

TrigonometricFunction

sin

VabcIabcA

B

C

abc

N

A

B

C Subsystem

A

B

C

Sine Wave2

Sine Wave1

Sine Wave

Scope8

Scope7

Scope6

Scope4

Scope3

Scope2

Scope11

Scope10

Scope1

Product

Mean Value(linear)

In Mean

Iabc

Vabc

Vdc

Goto3

IL

Goto2

IFund

Goto1

IF

Gain

-K-

Iabc

Vabc

Vabc

Vdc IL

IFund

IF

From

safpulses

Fcn

f(u)

Display1

Display

Discrete 3-phasePWM Generator

Uref

wt

P1

P2

In

Mag

Phase

In

Mag

Phase

In

Mag

Phase

DiscretePI Controller1

PI

DiscretePI Controller

PI

Discrete3-phase PLL

Vabc (pu)

Freq

wt

Sin_Cos

i+ -

i+ -

i+ -

i+-

i+-

i+-

Constant

200

Active & ReactivePower

V

Ipowerfactor

3-phase Instantaneous

Active & Reactive Power

Vabc

IabcPQ

Fig.1 Connection of shunt active filter with non-linear load III. REFERENCE COMPENSATION CURRENT CALCULATION

The following equations describe the procedure used for reference compensation current calculations

1 iii harmonicsloadfundload

2sin tii loadfundloadfund

The load current is a periodic function and according to Fourier series

1

0 sincos2 n

nnload tntn baai

Where

3 iii dcloadfunds

The reference compensating current is

4sin tiii dcloadfunds

5 iii loadsf

iiiii harmonicsloadfunddcloadfundf t sin

6sin iii harmonicsdcf t

B. Fuzzy Logic Current Controller The desired switching signals for the filter inverter circuit are determined according to the error in the filter current using Fuzzy logic controller [8]-[9]. The parameters for the fuzzy logic current controller used in this paper are as follows. The design uses centrifugal defuzzification method. There are two inputs; error and its derivative and one output, which is the command signal to the PWM of the filer inverter. The two input uses Gaussian membership functions while the output use triangle membership function. The Fig.2, Fig.3 and Fig.4 represent the test system simulation with balanced, unbalanced and variable loads

Fig.2 The test system simulation with balanced nonlinear load

Fig.3 The test system simulation with unbalanced nonlinear load

Fig 4. The test system simulation with Variable nonlinear load

dttia load

1

0

dtnttia loadn cos1

dtnttib loadnsin1

bai nnloadfund

22

16th NATIONAL POWER SYSTEMS CONFERENCE, 15th-17th DECEMBER, 2010 302

Department of Electrical Engineering, Univ. College of Engg., Osmania University, Hyderabad, A.P, INDIA.

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Fig.5.Control strategy for shunt APF with Fuzzy.

Fig.6. Control strategy for shunt APF with PI-Controller C. Proposed PI control scheme

The active power filter compensation system and the schematic diagram of the PI control scheme, respectively [8]-[9]. In order to implement the control algorithm of a shunt active power filter, the DC capacitor voltage (Vdc) is sensed and compared with the reference value (Vdcref). The Input of PI controller is the value of Error, e=Vdcref-Vdc, and its output, after a limit, is considered as the magnitude of peak reference current max I . The switching signal for the PWM converter are obtained from comparing the actual source currents ( isa , isb ,isc ) with the reference current templates (I sa* , I sb* ,I sc* ) in a hysteresis current controller. The output pulses are applied to the switching devices of the PWM converter [14]. Since coefficients of PI controller, K p and Ki , are fixed in this model, the performance of active power filter under random load variation conditions is not as well as ‘fixed load’ condition. To overcome this problem and make a robust controller, a fuzzy logic controller (FLC) is designed to tune K p and Ki on the base of load current value. The following Fig.7 fig. 8 shows FIS editor and FIS file viewer Fuzzy degree of membership for the error and its derivative and the command signal respectively.

FIG.7. FIS EDITOR

Fig.8 FIS File Viewer

Fig.8(a) Fig.8(b) Fig.8(c)

Fig.8 The degree of membership for (a) the error, (b) derivative, and (c) the command signal

16th NATIONAL POWER SYSTEMS CONFERENCE, 15th-17th DECEMBER, 2010 303

Department of Electrical Engineering, Univ. College of Engg., Osmania University, Hyderabad, A.P, INDIA.

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Fig9. Simulation Results:

Fig.9(a).Wave forms of load current, filter current, supply current and supply voltage of balanced non linear load Using PI control with respect to time

Fig.9(b).Wave forms of load current, filter current, supply current and supply voltage of Unbalanced non linear load Using PI control with respect to time

Fig.9(c).Wave forms of load current, filter current, supply current and supply voltage of balanced non linear load Using Fuzzy control with respect to time

Fig.9 (d).Wave forms of load current, filter current, supply Current and supply voltage of unbalanced non linear load

Using PI control with respect to time

Fig.9 (e).Wave forms of load current, filter current, supply Current and supply voltage of Variable non linear load

Using PI control with respect to time

Fig.9 (f).Wave forms of load current, filter current, supply Current and supply voltage of Variable non linear load

Using Fuzzy control with respect to time

16th NATIONAL POWER SYSTEMS CONFERENCE, 15th-17th DECEMBER, 2010 304

Department of Electrical Engineering, Univ. College of Engg., Osmania University, Hyderabad, A.P, INDIA.

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IV. Comparison of % THD, Power Factor and Reactive Compensation Table for PI, Fuzzy

Table: 5 Results with Balanced load

Table: 6 Results with Unbalanced load

Table: 7 Results with Variable or dynamic load

I addition to the Comparative results for wide spectrum of loads Fig-V shows FFT analysis Using PI& Fuzzy Control Schemes

V. FFT-Analysis for PI & Fuzzy Controllers 1. FFT Analysis for PI-with balanced load

2. FFT Analysis for PI-with unbalanced load

3. FFT Analysis for PI- with Variable load

4. FFT Analysis for Fuzzy-with balanced load

5. FFT Analysis for Fuzzy-with Un-balanced load

6. FFT Analysis for Fuzzy-with Variable or dynamic load

CONTROLSCHEME

With Filter With Out

Filter

%THD

P.f Reactive

Power (VAR)

%THD

P.f Reactive

Power(VAR)

PI control 4.18 0.850 51.12 99.64 0.611 125.9

Fuzzy

control

2.80 0.9727 17.62 94.57 0.6619 125.9

CONTROLSCHEME

With Filter With Out

Filter

%THD

P.f Reactive

Power(VAR)

%THD

P.f Reactive

Power(Var)

PI control 2.83 0.972 19.38 99.64 0.660 31.67

Fuzzy

control

2.82 0.980 31.33 99.64 0.699 45.56

CONTROLSCHEME

With Filter With Out

Filter

%THD

P.f Reactive

Power(VAR)

%THD P.f Reactive

Power(VAR)

PI control 2.83 0.923 36.76 99.64 0.652 150

Fuzzy

control

1.56 0.986 45.33 99.64 0.6619 200

16th NATIONAL POWER SYSTEMS CONFERENCE, 15th-17th DECEMBER, 2010 305

Department of Electrical Engineering, Univ. College of Engg., Osmania University, Hyderabad, A.P, INDIA.

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V.CONCLUSION

The proposed Shunt Active Filter (SAF) can compensate for lanced, unbalanced and Variable nonlinear load currents. Proposed SAF adapt itself to compensate for variation in non linear currents. Simulation results shown that system limits THD percentage of source current under limits of IEEE-519 standard (5%). and also observed that Power factor and Reactive power compensation is improved.

VI. REFERENCES

[1] A. Elmitwally, S. Abdelkader, M. Elkateb “Performance evaluation of fuzzy controlled three and four wireshunt active power conditioners” IEEE Power Engineering Society Winter Meeting, 2000. Volume 3, Issue, 23-27 Jan 2000 Page(s):1650 - 1655 vol.3.

[2] G. K. Singh, “Power system harmonics research: a survey” European Transactions on Electrical Power, 2009 Page(s):151 – 172.

[3] B. K. Bose, Expert Systems, Fuzzy Logic and Neural Network Application in Power Electronics and Motion Control. Piscataway, NJ: IEEE Press, 1999, ch. 11.

[4] Dell’Aquila, A. Lecci, and V. G. Monopoli, “Fuzzy controlled active filter driven by an innovative current reference for cost reduction,” in proc. IEEE Int. symp. Ind. Electron., vol. 3, May 26-29, 2002, pp. 948-952.

[5] B.Singh, A. Chandra, and K. Al-Haddad, “Computer-aided modeling and simulation of active power filters,” Elect. Mach. Power Syst., vol. 27, pp. 1227-1241, 1999.

[6] G.K. Singh, A.K. Singh, R. Mitra., “a simple fuzzy logic based robust active power filter for harmonics minimization under random load variation” Electr. Power Syst. Res. (2006).

[7] Recommended Practices and Requirements for Harmonic Control in Electronic Power Systems, IEEE Standard 519-1992, New York, 1993

[8] S. S. Mortazavi, R. Kianinezhad, A. Ghasemi Auto Tuned Robust Active Power Filter for Power Quality Improvement under Fast Load Variation

[9] Ahmed A. Helal, Nahla E. Zakzouk, and Yasser G. Desouky “Fuzzy Logic Controlled Shunt Active Power Filter for Three-phase Four-wire Systems with Balanced and Unbalanced Loads”

Authors

1. B.Suresh Kumar Asst. Professor Department of EEE CBIT, Hyderabad-75 [email protected] Mobile: +91-9849396814 2. Dr. Kolli Ramesh Reddy Dean & Head, Dept.of EEE, G.Narayanamma Institute of Technology & Science, Shaikpet,HYDERABAD-500 008 [email protected] , 9849422460

16th NATIONAL POWER SYSTEMS CONFERENCE, 15th-17th DECEMBER, 2010 306

Department of Electrical Engineering, Univ. College of Engg., Osmania University, Hyderabad, A.P, INDIA.


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