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SUMMARY:Mika Persson (Chalmers & GU)
DTSTART:20241202T121500Z
DTEND:20241202T130000Z
DTSTAMP:20260417T004337Z
UID:cam/47
DESCRIPTION:Title: <a href="https://researchseminars.org/talk/cam/47/">Dec
 entralized control of teams of drones: A mixed collaborative/competitive g
 ame</a>\nby Mika Persson (Chalmers & GU) as part of CAM seminar\n\nLecture
  held in MV:L14.\n\nAbstract\nSmall and inexpensive drones are increasingl
 y used in surveillance\, reconnaissance\, and attack operations. Future dr
 ones are expected to operate autonomously in large swarms\, posing challen
 ges for traditional Surface-Based Air Defense (SBAD) systems\, which rely 
 on radar sensors and effectors like missiles or jamming. Swarms can overwh
 elm SBAD systems due to their sheer numbers and economic asymmetry\, as dr
 ones are significantly cheaper than defense systems. A potential counterme
 asure is deploying defensive swarms of small drones with sensors and effec
 tors\, necessitating optimized swarm behavior and capability evaluation. T
 he proposed project focuses on decentralized control of such swarms using 
 game theory\, addressing challenges in operational goal representation\, s
 ituational awareness through sensing and communication\, and managing unce
 rtainty about enemy capabilities. These challenges are modeled by Partiall
 y Observable Stochastic Games. Approximation techniques like Multi-Agent R
 einforcement Learning are explored\, leveraging algorithms like MADDPG and
  MAAC for mixed competitive and collaborative swarm-versus-swarm scenarios
 . While related works address components of the problem\, they fall short 
 of addressing the full complexity\, particularly in handling unknown drone
  numbers\, controlled sensing\, communication\, and intelligent adversarie
 s in a competitive game-theoretic framework.\n
LOCATION:https://researchseminars.org/talk/cam/47/
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