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MultiAgent Systems

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More agents can interfere with eachother. Team performance is ... Robot impatience. Other robot's performance poor, impatience increases. Robot acquiescence ... – PowerPoint PPT presentation

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Title: MultiAgent Systems


1
Multi-Agent Systems
  • Cooperation and Collaboration

2
Motivation
  • Designing Teams is hard
  • More agents can interfere with eachother
  • Team performance is hard to monitor
  • Is communication needed ?
  • Individual autonomy or centralised control

3
Heterogeneity
  • Degree of similarity of individuals
  • Homogenous teams
  • identical individuals, but possibly different
    roles and behaviours
  • easy to maintain and program
  • easy to replace failed robot

4
Heterogeneous Teams
  • Team leader homogeneous team
  • leader coordinates teams
  • more powerful processing, software and hardware
  • Single point of failure
  • e.g.
  • Ground team controlled by helicopter
  • Marsupial robots, team carried by leader

5
USF Marsupial Robot
6
Social Entropy
  • Measure of how different the team members are
  • Het(R) -?ci1 pilog2(pi)
  • where R is the team
  • c is the number of different types of robots
  • and pi is the proportion of robots of each type

7
Control
  • Centralised vs distributed
  • Centralised
  • top down, individuals follow leaders commands
  • Distributed
  • individuals decide their own behaviour. System
    behaviour emerges

8
Cooperation
  • Active Cooperation
  • individuals acknowledging and working together
  • Non-active Cooperation
  • treating other individuals as obstacles can lead
    to cooperative behaviour
  • Physical Cooperation
  • robots actually interact physically, carry
    eachother, puch each other etc, to achieve goals

9
Goals
  • Single team goals
  • All robots explicitly aim to achieve a single
    goal
  • Individual goals
  • Each robot has a single goal that may help
    achieve team goal
  • Emergent cooperation
  • not same as a single team goal

10
Emergent Social Behaviour
  • Ignorant coexistence
  • everything is an obstacle
  • Informed coexistence
  • give way to robots
  • Intelligent coexistence
  • head in the groups direction, flocking behaviour
  • Maja Matarics Nerd Herd

11
Robot Motivation
  • Robot impatience
  • Other robots performance poor, impatience
    increases
  • Robot acquiescence
  • Own performance poor acquiescence increases.
  • Lynne Parkers ALLIANCE architecture
  • extension of subsumption architecture

12
Case Study- Robot Soccer
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