Title of article :
Integrated taskassignmentandpathoptimizationforcooperating
uninhabitedaerialvehiclesusinggeneticalgorithms
Author/Authors :
Eugene Edison، نويسنده , , TalShima ، نويسنده ,
Issue Information :
ماهنامه با شماره پیاپی سال 2011
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
Journal title :
Computers and Operations Research