OPTIMAL SITING AND SIZING OF D-STATCOM USING PARTICLE SWARM OPTIMIZATION

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To overcome these problems FACTS devices are used. In this work, Distribution STATCOM (D STATCOM) is proposed. D STATCOM is a shunt connected voltage source converter. It is used to minimizeDdistributionStandardalgorithmreferencedeterminationDSTATCOM.usedSTATCOM.usedunbalancedsag,compensateforpowerqualityproblemssuchasvoltagevoltagefluctuation,voltageunbalanceandload.TheVoltagestabilityindexmethodistofindtheoptimallocationandsizingDAParticleswarmoptimizationalgorithmistofindtheoptimallocationandsizingofDSTATCOMismodeledfortheofitssizebyassumingdifferentvoltage.ForwardandbackwardSweepisusedtocarryouttheloadflowanalysisofIEEE12BusandIEEE34BusRadialsystemandCheckanuranisubstation.TheSTATCOMisusedtoimprovethevoltageprofileandthetransmissionloss.

DHANALAKSHMI C1 , KALIDASS P2 , SURESH S3 , RAJARAM K4

The power system is a network that consists of generation, transmission and distribution system. The power plants, transformers, transmission lines, substations, distribution lines, and distribution transformersarethesixmaincomponentsofthepower system. The generator generates the power which is step up or step down through the transformer for transmission. The transmission system carries the overhead lines which transfer the generated electrical energyfromgenerationtothedistributionsubstations. Distribution systems connect all the consumers in an areatothebulkpowersources.

TestsystemconsideredisIEEE12,IEEE34Bus andCheckanuranisubstationinMadurai.Checkanurani substation is a step down substation with a rating of 110/11KV.Itconsistsofsixoutgoingfeeders.Namely, Karumathur, Thenpalanji, Gandhinagar, Kannanur, Powergrid, and University. Some distribution transformersareoverloaded,thishasresultedinmore lossesandundervoltageinthesystem.Toovercomethis issue,theloadsweredisconnectedfromtheoverloaded transformersandreconnectedtotheconnectedtothe nearby lightly loaded transformers and then the load flow program is executed to find the feeder losses by usingsweepalgorithms.Theshuntcapacitorsarealso placed to improve bus voltage and the results did not turnuptotheexpectedlevel.

Key Words: D STATCOM,Loadflowanalysis,IEEE12, IEEE34 Bus radial distribution system, Checkanurani Substation,Optimumlocation,Optimumsize

1Lecturer, Dept. of EEE, Lakshmi Ammal Polytechnic College

Abstract The electrical power system consists of generation, transmission, distribution system. The transmission system links the generators to substations, which supply power to the user through the distribution system. The Distribution system is most associated with power loss and has least reliability due to various reasons such as low voltage levels and multiplicity of faults. This workisapplyingparticleswarmoptimization algorithm (PSO) that aims to achieve the power loss reduction and maximum voltage profile in radial distribution network with Distribution Static Compensator (D STATCOM). D STATCOM is used to improve bus voltage profile. Voltage stability index is used to identify place for placing D STATCOM. An effectivelyparticleswarmoptimization is usedtosearch the best location and is employed to deduce the size and location of D STATCOM for the weak buses. The validity of the method is tested in the IEEE12,IEEE34 Bus radial CheckanuraniandandwithoutobtainedperformedofdistributionsystemandCheckanuranisubstationrating110/11KVinMadurai.LoadflowanalysisisandthebusvoltageandpowerlossisinMATLAB.TheresultsobtainedarecomparedandwithDSTATCOM.BytheoptimalplacementsizingofDSTATCOMthevoltageprofileimprovedthepowerlossreductionsareobtainedinthesubstationlocatedinMadurai,Tamilnadu.

International Research Journal of Engineering and Technology (IRJET) e ISSN: 2395 0056 Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p ISSN: 2395 0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page1600

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1. INTRODUCTION

2Lecturer, Dept. of EEE, Lakshmi Ammal Polytechnic College

4Student, Dept. of EEE, Lakshmi Ammal Polytechnic College

OPTIMAL SITING AND SIZING OF D-STATCOM USING PARTICLE SWARM OPTIMIZATION

Distribution systems have high R/X ratio which results in high power loss which leads to voltage instability.Seriesvoltageregulatorandshuntcapacitors are the two conventional ways of maintaining the voltages of the distribution system at an acceptable range.But,thesedeviceshavesomedisadvantagesthat are conventional series voltage regulators cannot generatereactivepowerandhavequiteslowresponse because of their step by step operations. The disadvantage with the shunt capacitors is that they cannotgeneratecontinuouslyvariablereactivepower.

3Student, Dept. of EEE, Lakshmi Ammal Polytechnic College

Qn=Reactivepower

 TodeterminethesizingofD STATCOM using particle swarm optimization algorithm.

The reactive power injected by D STATCOM to the systemislimitedbyupperandlowerboundsgiven

Therelationbetweenloadcurrentandbranchcurrent canbefoundbyusingKCLequation

 To find the optimal location of D STATCOMusingvoltagestabilityindex.

Forwardsweepalgorithmisusedtocalculatethevoltage ateachbusstartingfrombranchesfromfirstlayertolast layer.Vn(K)=Vm(K) IB(K)*Zm(K) …(3)

Where,IL=LoadCurrent

BackwardSweepalgorithmisusedtocalculatethe branchcurrentstartingfromthelastlayertowardsthe branchesconnectedtorootnode.

Where,IB=BranchCurrent

Minf=min(PTLoss)

Vm(K)=sendingendVoltage

3. OPTIMAL PLACEMENT OF D STATCOM

©

VoltageStabilityIndexmethodisusedtofindthe optimallocationofD STATCOMinthebuses.Thebus with highest value of stability index is selected as candidatebus.

Theexpressionforstabilityindexis

N=total.No.ofbuses

Fig 1: Singlelinediagramoftwobusdistributionsystem

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Where,

International Research Journal of Engineering Technology (IRJET) e ISSN: 2395 0056

Im=Branchcurrent

2.4.4 Power losses: Powerloss=Busvoltage*BranchCurrent ….(4)

R=Resistance(p.u.)

Pn=Activepower

Thesystemvoltageinallbusesshouldbeanacceptable range Vmin≤Vi≤Vmax

Vi is the voltage of ith bus and i bus varies from 1 to numberofbuses.

Xm=Branchreactance

2.1 IDENTIFICATION

P=RealPower(p.u.)

Q=Reactivepower(p.u.)

 Toimprovevoltageprofileandreduce power loss in the distribution system byusingD STATCOM.

Vm=Voltage(p.u.)

4. MATHAMATICAL MODELLING OF D STATCOM

ThematrixcanWrittenas: [IB]=[BIBC][IL] (2)

and

2. PROBLEM DESCRIPTION AND FORMULATION

Theobjectiveoftheoptimalplacementandsizingof D STATCOMistominimizethetotal powerlossinthe distributionnetworkwithvoltageprofileimprovement.

CONSTRAINTS:

2.4 LOAD FLOW ANALYSIS

Theloadcurrentatanybusisgivenas:

ILn=(Pn jQn)/Vn Wheren=1,2….N ….(1)

2.4.2 Backward Sweep

BIBC=BusinjectiontoBranchCurrentMatrix

Where, K=1,2,…..Nb

Nb=totalno.of.Branches=N 1 Vn(K)= receiving end Voltage

Rm=Branchresistance

Page

D STATCOM is a shunt connected voltage source device. It has three components such as voltage source

Qmin≤QD STATCOM≤Qmax

2.4.3 Forward Sweep

Thereductionoflossesandmaintainingavoltageprofile of theDistributionfeeders in a radial distributionsystem. ThiscanbedonebyusingD STATCOMofoptimalratingat appropriatelocationsandsizingofD STATCOM

Vn=BusVoltage

2.3 PROBLEM FORMULATION

2.2 OBJECTIVE

S.I=4*Rm*(Pn2+Qn2)/(Vm2*Pn) ....(5)

2.4.1 Calculation of load current

Step5:Foreachparticles,analyzeitsobjectivevaluewith the individual best. If the objective value is lower than P best, set this value as the current P best, and note the correspondingparticleposition.

Thetestsystemconsideredinthispaperisastep down substation with the rating of 110/11kV. The substationhastwocommonbusesandsixoutgoingfeeders. Bus1 is connected to station transformer and Bus2 is connected to potential transformer. These buses are systeminterconGandhiThenpalanjithreeinterconnectedthroughcommonswitch.Eachbusconsistsoffeedersi.e.,Bus1isconnectedtoPowergrid,andKannanur.Bus2isconnectedtoUniversity,NagarandKarumathur.Thefeedersarenectedthroughcommonswitch.Totallythetestconsistsofsixfeeders.

Step 2: Calculate the powerlossusing backward forward sweepindistributionsystem.

Page

International Research Journal of Engineering and Technology (IRJET) e ISSN: 2395 0056

h1=real(Vm1∟Өm) real(Zm.Im∟δ) h3= Xm

Vn1=Receivingendvoltage(candidateBus)

Algorithmforradialdistributionsystemisgivenbelow:

Journal

6. TEST SYSTEM

δ=phaseangleofIm

5. PROPOSED METHODOLOGY

theSTATCOM,andthecorrespondingfitnessvaluerepresentingminimumpowerloss.

Өn=phaseangleofVn1

Step3:Randomlyproducesaninitialpopulationofparticles with random positions and velocities on volume in the solutionspace.

Өm=phaseangleofVm1

7. PARTICLE SWARM OPTIMIZATION

Step8:Printtheoptimalsolutiontothetargetproblem.The bestpositionincludestheoptimallocationsandsizeofD

QDS=ReactivepowerbyD STATCOM

Vm1=Sendingendvoltage(previousbus)

Step1:Inputlineandbusdata,andsetbusvoltagelimits.

converter(VSC),couplingreactorandcontroller.TheD STATCOMismodelledbycalculatinginjectedcurrentand injectedreactivepowerwithdifferentreferencevoltage.

Update velocity: Vik+1=c*[wvik+c1r1*(Pbest Sik)+c2r2*(Gbest Sik)]

©

IDS=(Vn1cosӨn h1)/( h4sinӨn h3cosӨn) ….(9)

Step 4: For each and every particle if the bus voltage is withinthelimitsineachparticle,calculatetransmissionloss or,thatparticleisinfeasible.

Im=(Pn jQn)/Vn* ....(8)

Vik+1 Where,w=weightingcoefficient

h4= QDS=Rm(Vm1∟Өn).(IDS∟(π/2+Өn)) ….(10) *denotesthecomplexconjugate. Where,

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Update position: Sik+1=Sik+ c1,c2=accelerationcoefficient

Fig 2:Singlelinediagramoftwobusdistributionsystem withD STATCOM

Step 6: Update the velocity and position of particle Steprespectively.7:Iftheiterationnumberattainthemaximumlimit,go toStep8Orsetiterationi=i+1,andgobacktoStep4.

Particle swarm optimization is a computational methodthatoptimizesaproblembyiterativelytryingto improve a candidate solution with regard a given measureofquality.

IDS=CurrentinjectedbyD STATCOM

Fig 3: SinglelinediagramofCheckanuraniSubstation distributiontesttheconsistrespectively.ofseventeenfeedersKarumathur,Gandhinagar,KannanurandThenpalanjiconsistoftwenty,twentytwo,fortyanddistributiontransformerswiththetotalrating2479KVA,2763KVA,5877KVA,and2075KVAThepowergridanduniversityfeedersofoneandthreedistributiontransformerswithratingof250KVAand100KVA.Thetotalloadforthesystemis22202.15KW.Thetotalcapacitiesofthetransformersare13444KVA.

(IRJET) e

12 0.0015 0.0015 0.0015 0.0015

r1,r2=randomnumbersbetween0and1 whichcanchangethespeedandaccuracyof algorithm.P

No Runof

|

and

best= best position that has been found by i th iterationtok th iteration

9 0.0076 0.0076 0.0076 0.0076

Position 1 Position 2 Position 3

The test results are analyzed for IEEE12, IEEE34 busradialdistributionsystem.Checkanuranisubstation results are analyzed for 4 feeders only, namely Karumathur,Thenpalanji,GandhiNagarandKannanur nottofeeders.ForothertwofeedersthevoltageprofileisfoundbewithinlimitandhencetheplacingofDSTATCOMisrecommended.Theresultsarepresentedbelow:

nLocatioOptimal

7th and8th &92.5143 92.3716& 12.4 12.4 Bus 70.8147 71.2604 7th ,8th and 92.5143 92.3716 12.4 12.4

8. RESULTS AND DISCUSSION

7th Bus 92.5143 92.3716 14.6 14.6

8.1 IEEE12 BUS RADIAL DISTRIBUTION SYSTEM Fig 4: Bus voltage profile in IEEE12 bus 8.1.1 Voltage stability Index Bus number 7 is the more stable and highest distributiontovalueofstabilityIndexwhichisselectedascandidateBusplacetheDSTATCOMintheIEEE12Busradialsystem. Table 1 :Optimal location of D STATCOM at different location numberBus SI casebasefor SI load10%for SI load20%for SI load30%for 2 0.0047 0.0047 0.0047 0.0047 3 0.0043 0.0043 0.0043 0.0043 4 0.0116 0.0116 0.0116 0.0116 5 0.0022 0.0022 0.0022 0.0022 6 0.0010 0.0010 0.0010 0.0010 7 0.0160 0.0160 0.0160 0.0160

11 0.0026 0.0026 0.0026 0.0026

Global Best position

Certified Journal | Page

Gbest=bestpositionofallparticles.

© 2022, IRJET | Impact

6 8th bus 4th bus 7th bus

3 7th bus 8th bus 4th bus

2 7th bus 8th bus 4th bus

Mode 7th bus 8th bus 4th bus

International Journal Engineering Technology ISSN: 2395 0056

8th Bus 70.8147 71.2604 14.7 14.7 4th Bus 87.1836 87.4843 16.9 16.9

Table 2 : Optimal sizing of D STATCOM for analyticalmethodandPSOmethodinbasecase

8 0.0150 0.0150 0.0150 0.0150

The top three voltage stability index values are sortedindescendingorderandthentrialanderrormethod andparticleswarmoptimizationwillbecarriedouttofind theoptimallocationamongthesethreebusses

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Volume: 09 Issue: 03 | Mar 2022 ISSN: 2395 0072 Factor value: 7.529 ISO 9001:2008 1603

7 7th bus 8th bus 4th bus

lAnalyticaMethod MethodPSO MethodAnalytical methodPSO

of

Research

5 7th bus 8th bus 4th bus

BeforeplacetheD STATCOMthetotalpowerlossis 19.7KW.AnafterplacingtheD STATCOMthetotalpower lossisreducedto12.5Kw.TwoD STATCOMplacementis enough for attain the minimum loss. In before D STATCOM,allthebusvoltagesarewithinthelimitin12 busradialdistributionsystem.

4 8th bus 7th bus 4th bus

10 0.0032 0.0032 0.0032 0.0032

1 7th bus 8th bus 4th bus

Table 3: OptimallocationandSizingofD STATCOM Sizing of D (KVAR)STATCOM Transmission loss (KW)

19 0.0011 0.0044 0.0044 0.0044

22

Transmissionloss byincreasing20% load(KW) 20 12.5

26

435, 437.2,436.1,438.3 435, 437.2,436.1,438.3

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Minimumvoltage(p.u) 0.9414 0.9419

4 0 0 0 0

TotalReactivepower inBasecase,+10% +20%load,load,+30% load(KVAR) 390, 392.2,391.1,393.3 390, 392.2,391.1,393.3

16 0 0.0003 0.0003 0.0003

International ISSN: 2395

10 0.0011 0.0044 0.0044 0.0044

8.1.2 IEEE34 BUS RADIAL DISTRIBUTION SYSTEM

17 0.0009 0.0002 0.0002 0.0002 0.0009 0.0035 0.0035 0.0035

34

18

Transmissionlossin basecase(KW) 19.7 12.4

11 0 0 0 0

5 0.0008 0.0032 0.0032 0.0032

Research Journal of Engineering and Technology (IRJET) e

12 0.0005 0.0022 0.0022 0.0022

Number SI baseforcase SIfor10% load SI 20%forload SI 30%forload

13 0.0005 0.0020 0.0020 0.0020

8 0.0017 0.0066 0.0066 0.0066

9 0 0 0 0

25

Table 6: OptimallocationofD STATCOMatdifferent location S.no No of run Global Best position 1Position 2Position 3Position 1 8thBus 23rdBus 21rdBus 2 8thBus 23rdBus 21rdBus 3 8thBus 23rdBus 21rdBus 4 23rdBus 8thBus 21rdBus 5 8thBus 23rdBus 21rdBus 6 8thBus 23rdBus 21rdBus 7 23rdBus 8thBus 22ndBus

8.1.3 Voltage Stability Index:

7 0 0 0 0

27

32

29

Description Without STATCOMD With STATCOMD

Transmissionloss byincreasing30% load(KW) 20.1 12.6

© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page1604

2 0 0 0 0

14 0.0003 0.0014 0.0014 0.0014

23 0.0017 0.0066 0.0066 0.0066 0.0010 0.0040 0.0040 0.0040 0.0011 0.0044 0.0044 0.0044 0.0007 0.0028 0.0028 0.0028 0.0003 0.0022 0.0022 0.0022 0.0003 0.0020 0.0020 0.0020 0.0003 0.0011 0.0011 0.0011 0.0003 0.0011 0.0011 0.0011 0.0002 0.0011 0.0011 0.0011 0.0003 0.0011 0.0011 0.0011 0.0002 0.0008 0.0008 0.0008 0.0001 0.0005 0.0005 0.0005

15 0.0002 0.0007 0.0007 0.0007

21 0.0014 0.0055 0.0055 0.0055 0.0014 0.0055 0.0055 0.0055

TotalActivepower inBasecase,+10% +20%load,load,+30% load(KW)

31

3 0.0006 0.0023 0.0023 0.0023

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4th Bus 70.8147 71.2604 87.1836 87.4843

30

24

Table 4 :Comparison result with and without D STATCOM

Busnumber8isthemorestableandhighestvalue ofstabilityIndexwhichisselectedascandidateBustoplace the D STATCOM in the IEEE 34 Bus radial distribution system.

33

28

0056

20 0.0011 0.0040 0.0040 0.0040

6 0.0008 0.0032 0.0032 0.0032

Fig 7: Bus voltage profile in IEEE34 bus

Transmissionloss byincreasing10% load(KW) 19.9 12.4

Table-5: VoltagestabilityIndex

|

10 8thBus 23rdBus 21rdBus Mode 8thBus 23rdBus 21rdBus

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2883.42880

International Research Journal of Engineering Technology (IRJET) ISSN: 2395 0056

8 8thBus 23rdBus 21rdBus

Table 7: OptimalsizingofD STATCOMforanalytical andPSOmethodinbasecase

Transmissionloss byincreasing30% load(KW) 132.3399 94.3469

9. CONCLUSION

8thbus 398.5237 448.1481 125.8953 118.3140 8th Bus23rdand 326.1786&398.5237 448.1481&448.1481 112.3405 103.2646 21rdbus23rd8th &326.1786&398.5237386.8826 537.7778&448.1481&448.1481 102.7214 93.8646 2883.42876.8,2880,2873.5, 2873.5,2876.8,

methodAnalytical

for analytical method and PSO method in base case

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TheBusnumber3ishavingthehighestvalueofSI, whichisselectedascandidatebus.D STATCOMisplacedby assuming voltage at 3rd bus as 1pu. The current and reactive power to be injected is calculated. The load flow analysisiscarriedoutbyusingtheinjectedreactivepower. Theresultshowstheimprovementofvoltageprofile.The bus voltage increased to 0.9358 from 0.8076 which is minimumbeforeplacingD STATCOM

8.1.4 Optimal sizing STATCOM

Fig.8.BusvoltageprofileforKarumathurFeeder

method

Checkanuranisubstationresultsareanalyzedfor4 feeders only, namely Karumathur, Thenpalanji, Gandhi Nagar and Kannanur feeders. For other two feeders the voltage profile is found to be within limit and hence the placingofD STATCOMisnotrecommended

locationOptimal SizingofD STATCOM (Kvar) loss(KW)Transmission methodPSO methodPSO

Transmissionloss inbasecase(KW) 131.6234 93.8646

Transmissionloss byincreasing10% load(KW) 131.8778 94.0341

Theproposedworkexplainsaboutamethodwhich isusedtoimprovethevoltageperformanceoffeedersina substation and hence reduce the power loss. Sweep algorithmisusedtodeterminethebusvoltageandpower lossinIEEE12,IEEE34busanddistributionfeedersnamely Karumathur , Gandhinagar, Thenpalanji, Kannanur and averagevoltageofbusesinthebusesare0.9653pu,0.8645 andfeedersare0.8529pu,0.8670pu,0.9903pu,0.6126pu respectively.ThepowerlossesfortheIEEEbusesare19.7 KW,131.6234KWandfeedersare925.2KW,569KW,43.2

e

©

9 8thBus 21rdBus 23rdBus

8.2.1 Karumathur Feeder

Minimumvoltage (p.u) 0.8395 0.8713

Table 8: ComparisonresultwithandwithoutD STATCOM Description DWithoutSTATCOM DWithSTATCOM Total +30%load,+20%load,case,+10%powerActiveinBaseload(KW) 4646.443.1,4636.5,4639.8,46 4646.443.1,4636.5,4639.8,46 Total load+20%load,case,powerReactiveinBase+10%load,+30%(KVAR)

Transmissionloss byincreasing20% load(KW) 132.1326 94.2037

8.2 Checkanurani Substation

ThreeD STACOMplacementisenoughtoattainthe minimumloss.Thebusnumber8,23,21hashighestvalues ofstabilityIndex.Thelossesarereducedfrom131.6234to 93.8646 KW. The minimum bus voltage increased from 0.8395to0.8713pu.

of D

methodAnalytical

and

REFERENCES

Ms.C.DHANALAKSHMI M.E., LECTURER Department, of Electrical and ElectronicsEngineering, LakshmiAmmalPolytechnicCollege, KOVILPATTI 628503

International Research Journal of Engineering and Technology (IRJET) e ISSN: 2395 0056 Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p ISSN: 2395 0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page1606

KW, 7776 KW, as respectively. This work presents an efficient approach for the placement of D STATCOM in radialdistributionsystem.Voltagestabilityindexvaluesfor allthebusesaredeterminedtofindtheoptimalbuswhichis selectedascandidatebusforplacementofDSTATCOM.The D STATCOM is modelled by calculating injected reactive power for different reference voltages. Particle swarm optimizationalgorithmisusedtofindsizingofD STATCOM. The resultant reactive power for IEEE12 bus is 92.3716 KVAR,IEEE34 bus is 448.1481KVAR and Karumathar is 1KVAr,Gandhinagar0.047KVAr,Thenpalanji0.1609KVAr, Kannanur150.4478KVAr.Again,theloadflowanalysisis performedbycompensatingthereactivepowerandvoltage phase angle. The improved bus voltage for IEEE12 bus is 0.9655,IEEE34busis0.9140puandKarumathuris0.9609 pu, Gandhinagar 0.9259pu, Thenpalanji 0.9907 pu, Kannanur 0.9440 pu. The reduced power losses for the IEEE12,IEEE34busesare12.4KW,94.0341KWandfeeders are320KW,43.2KW,388.8KW,and6494KWrespectively. The result shows the improvement in voltage profile and reduction in power losses. In future, ANN or Fuzzy logic could be used to adjust the rating of DSTATCOM for variationsinloadoranycontingencycases.

[1]SelvarajGaneshRajangamKanimozhi,“Meta heuristic technique for network reconfiguration in distribution system with photovoltaic and D STATCOM” 30th October 2018, Vol. 12, Issue 20, IET Generation, Transmission & Distribution.

Selvan. S. SURESH, III Year DEEE, LakshmiAmmalPolytechnicCollege, KOVILPATTI 628503 Selvan. K.RAJARAM, II Year DEEE, LakshmiAmmalPolytechnicCollege, KOVILPATTI 628503

Mr.P.KALIDASS B.E., LECTURER, Department of Electrical and ElectronicsEngineering, LakshmiAmmalPolytechnicCollege, KOVILPATTI 628503

[7]765,DevelopingInternationalConferenceonAlternativeEnergyinCountriesandEmergingEconomies,pp,7592015.K.R.Devabalaji

(Elsevier)

[5]SeyedAbbasTaher,SeyedAhmadrezaAfsari,“Optimal sizing of DSTATCOM in distribution systems by immune algorithm”, Electrical power and energy system, vol.60, pp.34 44,February2014.

[6]T.YuvarajK.R.DevabalajiK.Ravi“Optimalplacementand sizing of DSTATCOM using Harmony Search algorithm”

[4] S.Devi M.Geethanjali, “Optimal location and sizing determinationofDistributedGenerationandD STATCOM using Particle Swarm Optimization algorithm” (Elsevier) Electrical powerandEnergy System, Vol.62, pp,562 570, May2014.

, K. Ravi, “Optimal size and siting of multipleDGandDSTATCOMinradialdistributionsystem using Bacterial Foraging Optimization Algorithm”, Ain ShamsEngineeringJournal,vol.7,pp.959 971,2016.

BIOGRAPHIES:

[3] Atma Ram Gupta, Abhinav Jain, Ashwani Kumar, “Optimal DSTATCOM Placement in Radial Distribution SystemBasedonPowerLossIndexApproach”International conferenceofenergy,powerandEnvironment,2015.

[2] AbhinavJainA.R.Gupta,AshwaniKumar,“AnEfficient Method for D STATCOMPlacement inRadial Distribution System”6thIEEEIndiaInternationalConferenceonpower Electronics,December2014.

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