经济学--Improved Genetic Algorithm and Its Performance Analysis

经济学--Improved Genetic Algorithm and Its Performance Analysis

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时间:2019-08-13

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1、TransactionsofTianjinUniversityVol.9No.2Jun.2003GeneticAlgorithmandItsPerformanceAnalysisLUO。。,,,,:,、。,。,,GUOJi-chang。,,,,,TENGTJaI88-004M)SchoolofElectronicInformationEngineering,TianjinUniversity,Tianjin300072,China)Abstract;Althoughgeneticalgorithmhasbecomeveryfamou

2、swithitsglobalsearching,parallelcomputing,betterrobustness,andnotneedingdifferentialinformationduringevolution.However,italsohassomedemer-its,suchasslowconvergencespeed.Inthispaper,basedonseveralgeneraltheorems,animprovedgeneticalgorithmusingvariantchromosomelengthandp

3、robabilityofcrossoverandmutationisproposed,anditsmainideaisasfollows;atthebeginningofevolution,oursolutionwithshorterlengthchromosomeandhigherprobs-bilityofcrossoverandmutation;andatthevicinityofglobaloptimum,withlongerlengthchromosomeandto,,erprobabilityo#crossoverand

4、mutation.Finally,testingwithsomecriticalfunctionsshowsthatoursolutioncanimprovetheconvergencespeedofgeneticalgorithmsignificantly,itscomprehensiveperformanceisbetterthanthatofthegeneticalgorithmwhichonlyreservesthebestindividual.variantchromosomelength;variantprobabili

5、ty;geneticalgorithm;on-lineandoff-lineperformArticleIDa1n00t6e4982(2003)02-0140-04Geneticalgorithmisanadaptivesearchingtechniqueeraltheorems(seeappendix)asfollows;Letusassumebasedonaselectionandreproductionmechanismfoundinthereisjustonevariable(multi-variablecanbedivid

6、edin-thenaturalevolutionprocess,anditwaspioneeredbyHol-tomanysections,onesection阮onevariable)、二厂a,b],landinthe1970s.IthasbecomeveryfamouswithitsxER,andchromosomelengthwithbinaryencodingis1.globalsearching,parallelcomputing,betterrobustness,Theorem1Minimalresolution可chr

7、omosomeisandnotneedingdifferentialinformationduringevolution.b一aHowever,italsohassomedemerits,suchaspoorlocal“-2花1searching,prematureconverging,aswellasslowconver-Theorem2Weightvalueoftheithbitofchromo-gencespeed.Inrecentyears,theseproblemshavebeensomeisstudied"_'一二_2b

8、`--a12`(i二112,...,1)Inthispaper,animprovedgeneticalgorithmwithva-riantchromosomelengthandvariantprobabilityispro-Theo

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