maximum flow-算法导论

maximum flow-算法导论

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时间:2019-03-07

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1、26MaximumFlowJustaswecanmodelaroadmapasadirectedgraphinordertofindtheshortestpathfromonepointtoanother,wecanalsointerpretadirectedgraphasa“flownetwork”anduseittoanswerquestionsaboutmaterialflows.Imagineamate-rialcoursingthroughasystemfromasource,wherethematerialisproduced,toasink,where

2、itisconsumed.Thesourceproducesthematerialatsomesteadyrate,andthesinkconsumesthematerialatthesamerate.The“flow”ofthemate-rialatanypointinthesystemisintuitivelytherateatwhichthematerialmoves.Flownetworkscanmodelmanyproblems,includingliquidsflowingthroughpipes,partsthroughassemblylines,c

3、urrentthroughelectricalnetworks,andinformationthroughcommunicationnetworks.Wecanthinkofeachdirectededgeinaflownetworkasaconduitforthemate-rial.Eachconduithasastatedcapacity,givenasamaximumrateatwhichthema-terialcanflowthroughtheconduit,suchas200gallonsofliquidperhourthroughapipeor20am

4、peresofelectricalcurrentthroughawire.Verticesareconduitjunctions,andotherthanthesourceandsink,materialflowsthroughtheverticeswithoutcollectinginthem.Inotherwords,therateatwhichmaterialentersaver-texmustequaltherateatwhichitleavesthevertex.Wecallthisproperty“flowconservation,”anditiseq

5、uivalenttoKirchhoff’scurrentlawwhenthematerialiselectricalcurrent.Inthemaximum-flowproblem,wewishtocomputethegreatestrateatwhichwecanshipmaterialfromthesourcetothesinkwithoutviolatinganycapacityconstraints.Itisoneofthesimplestproblemsconcerningflownetworksand,asweshallseeinthischapter

6、,thisproblemcanbesolvedbyefficientalgorithms.Moreover,wecanadaptthebasictechniquesusedinmaximum-flowalgorithmstosolveothernetwork-flowproblems.Thischapterpresentstwogeneralmethodsforsolvingthemaximum-flowprob-lem.Section26.1formalizesthenotionsofflownetworksandflows,formallydefiningthemaxi

7、mum-flowproblem.Section26.2describestheclassicalmethodofFordandFulkersonforfindingmaximumflows.Anapplicationofthismethod,26.1Flownetworks709findingamaximummatchinginanundirectedbipartitegraph,appearsinSec-tion26.3.Section26.4presentsthepush-relabelmethod,whichunderliesmanyofthefastestal

8、gorithmsfornetwork-

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