Title of article :
An improvedmulti-objectiveevolutionaryalgorithmforthevehiclerouting problem withtimewindows
Author/Authors :
Abel Garcia-Najera ، نويسنده , , JohnA.Bullinaria، نويسنده ,
Issue Information :
ماهنامه با شماره پیاپی سال 2011
Pages :
14
From page :
287
To page :
300
Abstract :
The vehicleroutingproblemwithtimewindowsisacomplexcombinatorialproblemwithmanyreal- world applicationsintransportationanddistributionlogistics.Itsmainobjectiveistofindthelowest distance setofroutestodelivergoods,usingafleetofidenticalvehicleswithrestrictedcapacity,to customerswithservicetimewindows.However,thereareotherobjectives,andhavingarangeof solutionsrepresentingthetrade-offsbetweenobjectivesiscrucialformanyapplications.Although previousresearchhasusedevolutionarymethodsforsolvingthisproblem,ithasrarelyconcentratedon the optimizationofmorethanoneobjective,andhardlyeverexplicitlyconsideredthediversityof solutions.Thispaperproposesandanalyzesanovelmulti-objectiveevolutionaryalgorithm,which incorporatesmethodsformeasuringthesimilarityofsolutions,tosolvethemulti-objectiveproblem. The algorithmisappliedtoastandardbenchmarkproblemset,showingthatwhenthesimilarity measureisusedappropriately,thediversityandqualityofsolutionsishigherthanwhenitisnotused, and thealgorithmachieveshighlycompetitiveresultscomparedwithpreviouslypublishedstudiesand those fromapopularevolutionarymulti-objectiveoptimizer.
Keywords :
Vehicle routing problem , Evolutionary algorithms , Multi-objective optimization , Combinatorial optimization
Journal title :
Computers and Operations Research
Serial Year :
2011
Journal title :
Computers and Operations Research
Record number :
927855
Link To Document :
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