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1、EvolutionaryIntelligenceS.Sumathi·T.Hamsapriya·P.SurekhaEvolutionaryIntelligenceAnIntroductiontoTheoryandApplicationswithMatlabS.SumathiT.HamsapriyaP.SurekhaPSGCollegeofTechnologyCoimbatoreIndiaISBN:978-3-540-75158-8e-ISBN:978-3-540-75382-7LibraryofCongressControlN
2、umber:2007938318c2008Springer-VerlagBerlinHeidelbergThisworkissubjecttocopyright.Allrightsarereserved,whetherthewholeorpartofthematerialisconcerned,specificallytherightsoftranslation,reprinting,reuseofillustrations,recitation,broadcasting,reproductiononmicrofilmorin
3、anyotherway,andstorageindatabanks.DuplicationofthispublicationorpartsthereofispermittedonlyundertheprovisionsoftheGermanCopyrightLawofSeptember9,1965,initscurrentversion,andpermissionforusemustalwaysbeobtainedfromSpringer.ViolationsareliabletoprosecutionundertheGer
4、manCopyrightLaw.Theuseofgeneraldescriptivenames,registerednames,trademarks,etc.inthispublicationdoesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevantprotectivelawsandregulationsandthereforefreeforgeneraluse.CoverDesign:ErichKirchner
5、,HeidelbergPrintedonacid-freepaper987654321springer.comPrefaceEVOLUTIONARYINTELLIGENCE:TheoreticalAdvancesandApplicationsinEvolutionaryAlgorithms,GeneticAlgorithms,GeneticProgrammingandParallelGeneticAlgorithmsisintendedtohelp,providebasicinformation,andserveasafirs
6、tstrawforindividuals,whoarestrandedinthemindbogglinguniverseofEvo-lutionaryComputation(EC).Overthecourseofthepastyears,globaloptimizationalgorithmsimitatingcertainprinciplesofnaturehaveprovedtheirusefulnessinvar-iousdomainsofapplications.Especiallyworthlearningaret
7、hoseprincipleswherenaturehasfound“stableislands”ina“turbulentocean”ofsolutionpossibilities.Suchphenomenacanbefoundinannealingprocesses,centralnervoussystemsandbiologicalEvolution,whichinturnhaveleadtothefollowingoptimizationmeth-ods:SimulatedAnnealing(SA),Artificial
8、NeuralNetworks(ANNs)andthefieldofEvolutionaryComputation(EC).ECmaycurrentlybecharacterizedbythefollowingpathways:GeneticAlgo-rithms(GA),Evolutiona