ArBaWing Ar$ficial Bandits and...
Transcript of ArBaWing Ar$ficial Bandits and...
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ArBaWingAr$ficialBanditsandWingmen
aprojectonFCASautonomyPe<erÖgren
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ArBaWing
MessagesfromThisMorning
• “Autonomyisacurrentpriority”– AFRLCommanderMcMurry
• “AkeytrendisAutoma4onandAutonomoussystems”– SaabDirectorofFutureBusiness,LarsSjöström:
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ArBaWing
Outline• ProblemFormula$on– USAFPerspec$ve– Robust,Efficient,TransparentAutonomy– WhiteBoxvsBlackBoxAutonomy
• Resultssofar• FocusAhead
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ArBaWing
ExampleResult
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ArBaWing
ProblemFormula$on
• FutureCombatAirSystem(FCAS):– MixofMannedandUnmannedsystems– DistributedSensorsandWeapons– FlexibleandAdap$ve
• Needs:– AutonomousDecisionMaking
• Robust,Transparent,Efficient– HumanAutonomyTeam
• Robust,Transparent,Efficient
ArBaWingProjectGoals
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USAFPerspec$veUSAFVision:• Human-AutonomyTeamsCri$calfactors:• Robustness• AutonomyLevels• Easeofinterac$on• Automa$ontransparency(i.e.Robust,Transparent,Efficient)
MicaEndsley
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ArBaWing
WhyRobustandEfficientAutonomy?
• WhyRobust?– Combatisunpredictable– Avoidbri<leautonomy(narrowassump$ons)
• WhyEfficient?– Needtowincombat
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WhyTransparentAutonomy?
• Operatorneedsto– KnowWhatsystemdoesandWhy– TrustSystem– StayintheLoop
• RulesofEngagementàTransparency– Whydidyoufire?– Changesbetweenmissions
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ApproachestoAI
• BlackBoxExamples– DeepLearning
• State-of-the-Arton– AlphaGo– Objectrecogni$on– OldAtarigames(several)
• WhiteBoxExamples– FiniteStateMachines– Subsump$onArchitechture– BehaviorTrees
• State-of-the-Arton– NewComputergames– AirCombatSimula$on
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Proposedsolu$on
• DeepLearning– Efficiency(extra)– Needs30milliontrainingdatapoints• fromWhiteboxdesign
• BehaviorTrees– Transparency– Robustness– Efficiency(State-of-Art)
• and...– RulesofEngagementcheck
– Verifica$on/Valida$on– Quickadapta$ontochange(Amraam->Meteor)
& Combina$on
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AItool:BehaviorTrees
• FromComputerGameAI• Generalizesearlierapproaches– FiniteStateMachines– Subsump$onArchitecture– Teleo-Reac$veApproach– DecisionTrees
• BTeditorsforMajorGameEngines:– UnrealEngine– Unity3D– Pygame
• Advantages– Modularity– Flexibility– Reuseability
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Resultssofar:Forma$ons
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Resultssofar:Combat1vs1
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ArBaWing
Resultssofar:Combat2vs1
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Resultssofar:Combat2vs2
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Resultssofar:Patrolling
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Resultssofar
• CoderunningdailyatFLSC(aircombatsim.center)
• 4pilotsvs4virtual– killsonbothsides– hardtotellwhoiswho
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ArBaWing
FocusAheadforKTH/Saab
• Inves$gateHuman-AutonomyTeams– CombineWhite/BlackBoxSolu$ons
– DifferentAutonomyLevels– Robustness,Efficiency,Transparency
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ArBaWing
Organiza$on:KeyPartners• Pe<erÖgren
– AssociateProf.inRobo$csandAutonomousSyst,KTH– 9yearsatFOI,designingAirCombatbehaviorsatFLSC
• HenriqueCostaMarques,PhD– FormerBrazilianAirForcePilot– ITAresearcherinAutonomousAirCombat
• JoaoAlexandroB.M.Vilela– FormerBrazilianAirForcePilotandflightinstructor– AELBusinessDevelopmentmanager
• LarsPääjärvi– HeadofSensorFusionandTacLcalControl,SaabAeronau$cs
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Funding
• ITA/AEL– 2MScstudentsduring2016– 2PhDstudentsstar$ng2017• AELFundingfor1PhDstudentatITA
• KTH/Saab– 1MScstudent2016– WillapplyforNFFP7project
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ArBaWing
ThankYou...