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
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
Journal title :
Computers and Operations Research