274x Filetype PPT File size 0.52 MB Source: tralvex.com
Agenda
Agenda
• Introduction and Challenges.
• Architecture of RoboCup Soccer Simulator.
• Format and Regulations of the Game.
• Team Coordination and Agent Architectures.
• Brief Demonstration.
• Question and Answer.
Introduction
Introduction
• The RoboCup Competition pits robots (real
and virtual) against each other in a simulated
soccer tournament.
• The aim of the RoboCup competition is to
foster an interdisciplinary approach to
robotics and agent-based AI by presenting a
domain that requires large-scale coorperation
and coordination in a dynamic, noisy,
complex environment.
Challenges
Challenges
• The environment is highly dynamic.
• The perception of each player is locally
limited.
• The role of each player can be different.
• Communication among players is limited,
therefore each agent is required to.
behave very flexibly and autonomously.
Two Approaches to
Two Approaches to
Building a Soccer Team
Building a Soccer Team
• Using Genetic Programming to learn
individual and team behaviours.
• Using High-level Concepts such as
Roles, Responsibilities and
Strategies.
A. Using Genetic
A. Using Genetic
Programming to Learn
Programming to Learn
Individual and Team
Individual and Team
Behaviours [Farris et al,
Behaviours [Farris et al,
97]
97]
• Problem with reactive, behaviour-
based approach to coordinating the
soccer team.
• Learn good behaviours and
coordination on their own.
• Other Learning strategies such as
neural and decision trees.
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