Title of article :
Integrated taskassignmentandpathoptimizationforcooperating uninhabitedaerialvehiclesusinggeneticalgorithms
Author/Authors :
Eugene Edison، نويسنده , , TalShima ، نويسنده ,
Issue Information :
ماهنامه با شماره پیاپی سال 2011
Pages :
17
From page :
340
To page :
356
Abstract :
The problemofintegratingtaskassignmentandplanningpathsforagroupofcooperatinguninhabited aerial vehicles,servicingmultipletargets,isaddressed.Intheproblemofinteresttheuninhabitedaerial vehiclesneedtoperformmultipleconsecutivetaskscooperativelyoneachgroundtarget.ADubinscar model isusedformotionplanning,takingintoaccounteachvehicle’sspecificconstraintofminimum turn radius.Byusingafinitesettodefinethevisitationangleofavehicleoveratargetweposethe integratedproblemoftaskassignmentandpathoptimizationintheformofagraph.Thisnewapproach results insuboptimaltrajectoryassignments.Refiningthevisitationanglediscretizationallowsforan improvedsolution.Duetothecomputationalcomplexityoftheresultingcombinatorialoptimization problem,weproposegeneticalgorithmsforthestochasticsearchofthespaceofsolutions.We distinguishbetweentwocasesofvehiclegroupcomposition:homogeneous,whereallvehiclesare identical;andheterogeneous,wherethevehiclesmayhavedifferentoperationalcapabilitiesand kinematicconstraints.Theperformanceofthegeneticalgorithmsisdemonstratedthroughsampleruns and aMonteCarlosimulationstudy.Resultsshowthatthealgorithmsquicklyprovidegoodfeasible solutions,andfindtheoptimalsolutionforsmallsizedproblems.
Keywords :
Task assignment , Combinatorial optimization , Genetic algorithms , Dubins’ car , Unmanned aerial vehicles
Journal title :
Computers and Operations Research
Serial Year :
2011
Journal title :
Computers and Operations Research
Record number :
927860
Link To Document :
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