外文翻译--基于优化的牛顿——拉夫逊法和牛顿法的潮流计算文档格式.doc
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Abstract--Inthispaper,theapplicationoftheNewton’smethodinoptimizationforpowerflowcalculationisconsidered.Convergenceconditionsofthesuggestedmethodusinganexampleofathree-machinesystemareinvestigated.Itisshown,thatthemethodallowstocalculatenon-existentstatepointsandautomaticallypullsthemontotheboundaryofpowerflowexistencedomain.AcombinedmethodwhichiscomposedofNewton-RaphsonmethodandNewton’smethodinoptimizationispresentedinthepaper.
IndexTerms—Newtonmethod,Hessianmatrix,convergenceofnumericalmethods,steadystatestability
Ⅰ.INTRODUCTION
Thesolutionofthepowerflowproblemisthebasisonwhichotherproblemsofmanagingtheoperationanddevelopmentofelectricalpowersystems(EPS)aresolved.Thecomplexityoftheproblemofpowerflowcalculationisattributedtononlinearityofsteady-stateequationssystemanditshighdimensionality,whichinvolvesiterativemethods.Thebasicproblemofthepowerflowcalculationisthatofthesolutionfeasibilityanditerativeprocessconvergence[1].
Thedesiretofindasolutionwhichwouldbeontheboundaryoftheexistencedomainwhenthegivennodalcapacitiesareoutsidetheexistencedomainofthesolution,anditisrequiredtopullthestatepointbackontothefeasibilityboundary,motivatestodevelopmethodsandalgorithmsforpowerflowcalculation,providingreliableconvergencetothesolution.
ThealgorithmforthepowerflowcalculationbasedontheNewton'
smethodinoptimizationallowstofindasolutionforthesituationwheninitialdataareoutsidetheexistencedomainandtopulltheoperationpointontothefeasibilityboundarybyanoptimalpath.AlsoitispossibletoestimateastaticstabilitymarginbyutilizingNewton'
smethodinoptimization.
AsthealgorithmbasedontheNewton’smethodinoptimizationhasconsiderablecomputationalcostandpowercontrolcannotberealizedinallnodes,thealgorithmbasedonthecombinationoftheNewton-RaphsonmethodsandtheNewton’smethodinoptimizationisofferedtobeutilizedforcalculatingspeed,enhancingthepowerflowcalculation.
II.THEORETICALBACKGROUND
A.Steady-stateequations
Thesystemofsteady-stateequations,ingeneral,canbeexpressedasfollows:
(1)
whereisthevectorofparametersgivenforpowerflowcalculation.Inpowerflowcalculation,realandreactivepowersaresetineachbusexceptfortheslackbus.Ingenerationbuses,themodulusofvoltagecanbefixed.W(X,Y)isthenonlinearvectorfunctionofsteady-stateequations.VariablesYdefinethequasi-constantparametersassociatedwithanequivalentcircuitofanelectricalnetwork.Xisarequiredstatevector,itdefinessteadystateofEPS.Thedimensionofthestatevectorcoincideswiththenumberofnonlinearequationsofthesystem
(1).Therearevariousknownformsofnotationofthesteady-stateequations.Normally,theyarenodal-voltageequationsintheformofpowerbalanceorintheformofcurrentbalance.Complexquantitiesintheseequationscanbepresentedinpolarorrectangularcoordinates,whichleadstoasufficientlylargevarietyformsofthesteady-stateequationsnotation.Therearevariablemethodsofanonlinearsystemofsteady-stateequationssolution.TheyareunitedbytheincrementalvectorofindependentvariablesΔXbeingsearchedandtheconditionofconvergencebeingassessedateachiteration.
B.TheNewton'
smethodinoptimization
Anotherwayofsolvingtheproblemofpowerflowcalculationisrelatedtodefiningazerominimumofobjectivefunctionofsquaressumofdiscrepanciesofsteady-state
equations:
(2)
Thefunctionminimum
(2)isreachedatthepointwherederivativesonallrequiredvariablesareequaltozero:
((3)
Itisnecessarytosolveanonlinearsetofequations(3)tofindthesolutionfortheproblem.Calculatingthepowerflow,whichismadebythesystemofthelinearequationswithaHessianmatrixateachiteration,isreferredtoastheNewton'
s
methodinoptimization[4]:
((4)
TheHessianmatrixcontainstwoitems:
(5)
Duringthepowerflowcalculation,thedeterminantofHessianmatrixispositiveroundzeroandnegativevalueofadeterminantofJacobian.Thisallowstofindthestatepointduringthepowerflowcalculation,wheninitialpointhasbeenoutsideoftheexistencedomain.
TheconvergencedomainofthesolutionoftheNewton'
soptimizationmethodislimitedbyapositivevalueoftheHessianmatrixdeterminant.Theiterativeprocessevenforasolvableoperatingpointcanconvergetoanincorrect
solutionifinitialapproximationhasbeenoutsideconvergencedomain.Thisallowstoestimateastaticstabilitymarginofthestateandtofindthemostperilouspathofitsweighting.
III.INVESTIGATIONSONTHETESTSCHEME
ConvergenceoftheNewton'
smethodinoptimizationwithafullHessianmatrixhasbeeninvestigated.CalculationsweremadebasedonprogramMathCADforanetworkcomprisingthreebusestheparametersofwhicharepresentedinFigure1.Dependantvariableswereanglesofvectorsofbusvoltage1and2,independentvariableswerecapacitiesinnodes1and2,andabsolutevaluesofvoltagesofnodes1,2and3werefixed.
Fig.1–TheTestscheme
InFigure2,theboundaryofexistencedomainforasolutionofthesteady-stateispresentedinangularcoordinatesδ1-δ2.ThisboundaryconformstoapositivevalueoftheJacobiandeterminant:
)6(
AsaresultofthepowerflowcalculationbasedontheNewtonmethodinoptimization,theanglevalueshavebeenreceived,thesevaluescorrespondingtothegivencapacitiesinFig.2(generationispositiveandloadingisnegative).
Forthestatepointswhichareinsidetheexistencedomain,theobjectivefunction
(2)hasbeenreducedtozero.Forthestatepointswhichareontheboundaryoftheexistencedomain,objectivefunction
(2)hasnotbeenreducedtozeroandthecalculatedvaluesofcapacitiesdifferedfromthegivencapacities.
Fig.2–DomainofExistenceforaSolution
Fig.3-Boundaryofexistencedomain
InFig.3,theboundaryoftheexistencedomainispresentedincoordinatesofcapacitiesP1-P2.Statepointsoccurringontheboundaryoftheexistencedomain(6)havebeensetbythecapacitieswhichwereoutsidetheexistencedomain.Asa
resultofpowerflowcalculationbyminimization
(2)basedontheNewton'
smethodinoptimization,theiterativeprocessconvergestothenearestboundarypoint.Itisduetothefactthatsurfacesoftheequallevelofobjectivefunction
(2)incoordinatesofnodalcapacitiesarepropercircles(forthreemachinesystem)havingthecentreonthepointdefinedbygivenvaluesofnodalcapacities.Thegraphicinterpretationofsurfacesoftheequallevelofobjectivefunctionforoperatingpointstatewith13000MWloadingbus1and15000MWgeneratingbus2ispresentedinFig.3.
Hessianmatrixisremarkableinitsbeingnotsingularontheboundaryofexistencedomain.ThedeterminantofaHessianmatrix(5)ispositivearoundzeroandanegativevalueoftheJacobianmatrixdeterminant.Thisfactallowsthepowerflowtobecalculatedevenfortheunstablepointswhichareoutsideexistencedomain.Theiterativeprocessbasedonthesystemofthelinearequations(4)solutionhasconvergedtothecriticalstabilitypointwithin3-5iteration.Naturally,theiterativeprocessbasedonNewton-Rapsonmethodisdivergentforsuchunsolvableoperatingpoints.
Theconvergencedomainofthemethodunderconsiderationhasbeeninvestigated.Whatismeantisthatnotallunsolvableoperatingpointswillbepulledontothe
boundaryofexistencedomain.Acertainthresholdhavingbeenexceededtheiterativeprocesshasbeguntoconvergetotheimaginarysolutionwithanglesexceeding360°
.
Itisnecessarytonotethattoreceiveacriticalstabilityoperatingpointincasewheninitialnodalcapacitiesaresetoutsidetheboundaryoftheexistencedomain,thereisnonecessitytomakeanyadditionaltermsastheiterativeprocessconvergesnaturallytothenearestboundarypoint.
Pullingtheoperationpointontofeasibilityboundaryisnotalwayspossiblebytheshortestandoptimalpath.Thereareanumberofconstraints,suchasimpossibilityofload(consumption)increaseatbuses,constraintsofgenerationshedding/gainingatstations.Loadfollowingcapabilityofgeneratorunitsisvarious,consequentlyforfasterpullingtheoperationpointontothefeasibilityboundaryitisnecessaryto
carryoutthispullingprobablybylonger,butfasterpath.
Thealgorithmprovidespossibilityofpathcorrectionofpulling.Itiscarriedoutbyusingoftheweightingcoefficients,whichdefinedegreeofparticipationofeach
nodeintotalcontrolaction.ForthispurposediagonalmatrixAoftheweightingcoefficientsforeachnodeisincludedintotheobjectivefunction
(2):
)7(
AlldiagonalelementsoftheweightingcoefficientmatrixAshouldbegreater-thanzero:
Wheninitialapproximationliesintothefeasibilitydomain,coefficientsarenotinfluenceonthecomputationalprocessandontheresult.
Inthefigure4differentpathsofthepullingthesameoperationpointontofeasibilityboundarydependingontheweightingcoefficientsarepresented.Pathsarepresentedfortwodifferentoperatingpoints.
IntablesIandIIeffectofweightingcoefficientsontheoutputcomputationispresented.IntablesIandIIk1andk2areweightingcoefficientforbuses1and2,respectively.
TABLEI
WEIGHTINGCOEFFICIENTEFFECTONOUTPUTCOMPUTATION