Real-time motion planning for agile autonomous vehicles

Real-time motion planning for agile autonomous vehicles

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时间:2019-08-06

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1、ProceedingsoftheAmericanControlConferenceArlington,VAJune25-27,2001REAL-TIMEMOTIONPLANNINGFORAGILEAUTONOMOUSVEHICLESEmilioFrazzoliMuntherA.DahlehEricFeronMassachusettsInstituteofTechnology,Cambridge,MA02139AbstractMotionplanningresearchisawell-establisheddisci-plineinR

2、obotics.1-4Thecomputationalcomplexity~Planningthepathofanautonomous,agilevehicleinofadeterministic,completealgorithm,evenintheadynamicenvironmentisaverycomplexproblem,es-simplestcasesofmotionplanning,growsexponentiallypeciallywhenthevehicleisrequiredtouseitsfullma-with

3、thenumberofthedegreesoffreedomoftheve-neuveringcapabilities.Recenteffortsaimedatusinghi~le.~?~Inordertocircumventthecomputationalrandomizedalgorithmsforplanningthepathofkine-complexityofdeterministic,completealgorithms,amaticanddynamicvehicleshavedemonstratedcon-newcla

4、ssofmotionplanningalgorithms,knownassiderablepotentialforimplementationonfutureau-ProbabilisticRoadMap(PRM)planners,wasrecentlytonomousplatforms.Thispaperbuildsupontheseef-intr~duced.~-l~ProbabilisticRoadmapPlannersarefortsbyproposingarandomizedmotionplanningplan-based

5、ontheconstructionofagraphoffeasiblepathsningarchitecturefordynamicalsystemsinthepres-(roadmap),connectingdifferentlocations(milestones)enceoffixedandmovingobstacles.Thisarchitectureintheworkspace.AnincrementalversionofPRMs,addressesthedynamicconstraintsonthevehicle’smo

6、-theRapidly-exploringRandomTree(RRT),wasin-tion,anditprovidesatthesametimeaconsistentde-troducedbyLaValleandKuffner13-15asameanstocouplingbetweenlow-levelcontrolandmotionplan-providerapid,single-queryexplorationoftheenviron-ning.Simulationexamplesinvolvingagroundrobotm

7、ent,aswellastotakeintoaccountthedynamicsofandasmallautonomoushelicopter,arepresentedandthesystem.InHsu,Kindel,etal.16anewincrementaldiscussed.roadmapbuildingalgorithmisintroducedthatprovidesnotonlyprobabilisticcompleteness,butalsoperfor-1Introductionmanceguaranteesonth

8、ealgorithm.Thatis,theprob-Thispaperisconcernedwiththeproblemofgenerat-abilityofthealgorithmfindingasolutionifoneexist

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